Todd Harrison: The Man Behind the Mission to Leave Every Leader Better Than He Found Them

EDITOR’S LETTER

Guiding the Unknown, Building the Unshakable

DearReaders,

Leadershipisnolongerjustaboutmanagingcertainty;itisaboutcreatingclarityinaworldthat refusestostandstill.Aswenavigaterapidtechnologicalshiftsandcomplexglobalchallenges, theneedforgrounded,resilient,andforward-thinkingguidancehasneverbeenmoreurgent.We mustbuildecosystemsthatempowerpeopletothriveamidstvolatility.Thisprincipleisthe beatingheartofourspecialissue,“VisionaryLeadersAdvancingGlobalLeadership2026.” Itcelebratestherareindividualswhodonotjustreacttothefuturebutactivelyshapeit, ensuringthatinnovationandhumanpotentialrisetogether

Ourcoverstoryfeaturesamanwhoexemplifiesthisenduringcommitmenttohuman development.ToddHarrison,VicePresidentofGlobalLeadershipAcademiesatGE HealthCare,understandsthattrueleadershipisabehaviorforgedovertime.Drawingfromhis profoundexperiencesasaU.S.Armyofficer,includingacrucibledeploymentinIraq,Harrison transitionedintothecorporatespherewithaclearmission.AtGEHealthCare,heisconstructing aworld-classleadershipecosystemfromthegroundup.Insteadofbrieftrainingevents,he championsapatient,blendedmodelthatpairsassessments,continuouslearningjourneys,and coaching.Drivenbyasimpleyetpowerfulmantratoleaveeverypersonandorganizationbetter thanhefoundthem,Harrisonisensuringthatthenextgenerationofleadersispreparedto navigateuncertaintywithprofoundcourageandcapability

Thisissuealsoshinesaspotlightonaremarkablecohortofexecutivesdrivingtransformation acrossdiverseindustries.WeproudlyfeatureJ.MichaelDaniel,PresidentandCEOofthe CyberThreatAlliance;Dr.GregBuchert,ChiefExecutiveOfficerofMakaniScience;Dr. DavidHorowitz,CEOandFounderofMindStorms;andJessicaFontana-Eddowes, Co-FounderandChiefAIStrategistofSamuraiPartners.Eachofthesebrilliantmindsis redefiningwhatitmeanstoleadintheirrespectivefields,fromsecuringourdigitalfrontiersto advancingmedicalscienceandunlockingtheethicalpotentialofartificialintelligence.

Weinviteyoutoexploretheirstories.Maytheirjourneysinspireyoutofostertrust,cultivate resilience,andleaveyourowncorneroftheworldbetterthanyoufoundit.

Sincerely,

Simran Khan Managing Editor

Todd Harrison

Cover yStor

Vice President

Global Leadership Academies at GE HealthCare,

Todd Harrison

The Man Behind the Mission to Leave Every Leader Better Than He Found Them

Somepeoplemovethroughtheworldwithaquiet,unwaveringsenseofpurpose.Theydonotneedto announcetheirmissionloudly.Overtime,itbecomesclearinthewaytheylead,thesystemstheybuild, andthepeoplewhoarebetterbecausetheycrossedtheirpath.

Dr.ToddHarrisonisoneofthosepeople.Hiscareerhasstretchedacrossbattlefields,boardrooms, classrooms,andglobalorganizations.Hespenttwenty-threeyearsasaU.S.Armyofficer,includingovera yearservinginIraqduringawarthattestedleadersnotintheory,butinthehardestconditionsimaginable, whathecalledhis“crucibleexperience”asaleader.HeretiredasaLieutenantColonelin2005,buthedid notstepawayfromleadership.Inmanyways,thatwaswhenthenextchapterofhisleadershipstorybegan.

Formorethantwodecadessinceleavingthemilitary,Harrisonhasdevotedhisprofessionallifetoa missionthatsoundssimplebutisanythingbut:helpingorganizationsbuildbetterleaders.Today,asVice President,GlobalLeadershipAcademiesatGEHealthCare,heisleadingoneofthemostambitious effortsofhiscareer.Heishelpingcreateaworld-classleadershipdevelopmentecosystemforoneofthe world’smostconsequentialhealthcarecompanies.Itisworkthatrequiresstrategy,science,discipline, patience,andaclearunderstandingofwhatleadersneedinaworldthatrefusestostandstill.

Leadership,atitscore,isaboutnavigatinguncertainty.Harrisonhasbeendoingthatinoneformoranother fornearlyhisentireadultlife.

TheUniformBeforetheBoardroom

LongbeforeHarrisonwasshapingleadership developmentstrategyforaglobalhealthcarecompany,he waslearningleadershipinanenvironmentwhere decisionscarriedimmediateconsequences.

TheArmygavehimstructure,discipline,and responsibility.Italsogavehimafront-rowseattotheway organizationsfunctionunderpressure.Overtime,hecame tounderstandthatleadershipisnotsimplyaboutrank, authority,orcharisma.Itisaboutbehavior.Itisabout clarity.Itisabouttrust.Itisaboutwhetherpeopleare preparedtoactwhenthesituationbecomesdifficult, uncertain,orcomplex.

Oneofthemostdefiningmomentsofhismilitarycareer cameduringanassignmentattheArmy’sOrganizational EffectivenessCenterandSchool,wherehebecame certifiedasanorganizationaleffectivenessconsultantand instructor.Itwastherethathispassionforleadership developmentmovedfrominstincttovocation.

“This experience was a major turning point in my life by providing focus for my post-military career,” Harrison reflects.

Thatturningpointgaveshapetoeverythingthatfollowed. WhenhetransitionedoutoftheArmy,hecarriedwithhim morethanthelessonsofcommand.Hecarriedawayof seeingorganizations.Heunderstoodthatstrongleadership doesnothappenbyaccident.Itmustbedeliberately developed,reinforced,measured,andpracticedovertime.

Hisfirstcivilianrolewasinahealthcarecorporation, workinginlearningandleadershipdevelopment.It becamethefoundationforwhatwouldgrowintoa twenty-plus-yearpost-militarycareerdedicatedtothe scienceandpracticeofhelpingleadersgrow.

TheCrotonvilleLegacyandaNewMandate

InJanuary2023,GEHealthCareseparatedfromGEand becameanindependent,publiclytradedcompany The movemarkedamajormilestoneinthecompany’shistory Italsocreatedaleadershipdevelopmentchallengethat feworganizationseverface.

Fordecades,GEhadaccesstothelegendaryJohnF. WelchLeadershipDevelopmentCenter,widelyknown asCrotonville.

Theinstitutionwasrecognizedaroundtheworldasone ofthepremiercentersforcorporateleadershiptraining. WhenGEHealthCarebecameindependent,thataccess wasgone.Thecompanyneededtobuilditsown leadershipdevelopmentcapability.Notasmall program.Notatemporaryreplacement.Afullsystem.

Harrison’srolewascreatedinresponsetothatneed.He wasbroughtinwithaclearandambitious mandate:buildaworld-classleadershipdevelopment systemfromthegroundup.Hewasnewtothe organization,andhedidnotassumethatyesterday’s modelwouldsolvetomorrow’sproblems.Instead,he approachedthechallengethewayaseasonedleader, researcher,andpractitionerwould.Hebeganbyasking betterquestions.

HedrewonhisdoctoraleducationinOrganizational Leadership.Hereviewedcurrentbest-practiceresearch inleadershipdevelopment.Hestudiedemerging insightsfromneuroscienceandlearningscience.The conclusionwasclear:thetraditionalmodelof leadershipdevelopment,builtlargelyaround week-long,immersive,campus-basedprograms,wasno longerenough.Crotonvillehadbeeniconic,butthe scienceofdevelopmenthadmovedforward.So, Harrisonmovedforward,too.

BuildingLeadersOverTime,NotinaWeek

Harrison’sphilosophyisbuiltonapractical truth:leadersdonotbecomebetterbecausethey attendedanimpressiveevent.Theybecomebetterwhen newskillsareintroduced,practiced,reinforced, coached,andturnedintohabits.

Insteadoffloodingleaderswithcontentinasingle intensivesession,Harrisonfavorsablendedmodel deliveredoveralongerperiod.Hisapproach “dose-feeds”development.Leadersfocusononeortwo skillsatatime,applytheminrealwork,reflectonthe experience,receivefeedback,andthenbuildfromthere. Itisamorepatientmodel.Itisalsoamoreseriousone.

Atthefoundationofhisapproacharetwokeyideas. Thefirstis The Leadership Pipeline,developedbyRam Charan,StephenDrotter,andJimNoel.Themodel holdsthatleadersmustmakemeaningfulshiftsin mindsetandskillastheymovefromindividual contributortofrontlinemanager,frommanagerto executive,andeventuallytoenterpriseleader

Thesecondisthe Leadership Strateplex,aframeworkthat explainshowthemixofskillsrequiredforleadingself,leading others,andleadingthebusinesschangesateachlevelof leadership.

Together,theseideasreinforceoneofHarrison’scentral beliefs:leadershipdevelopmentmustbetargetedtotheleader’s level,context,andfutureresponsibilities.Anewfrontlineleader doesnotneedthesamedevelopmentexperienceasasenior executive.Ahigh-potentialemergingleaderdoesnotneedthe samesupportassomeonepreparingtoleadaglobalbusiness. Developmentmustmeetleaderswheretheyareandpreparethem forwheretheyaregoing.

TheThree-LeggedStool

Fromthesefoundationalconcepts,Harrisonbuiltaleadership developmentmethodologythatheoftendescribesasa three-leggedstool.Themetaphorissimplebecausetheprinciple issimple:removeoneleg,andtheentiresystembecomes unstable.

Thefirstlegisself-insightthroughassessment.Harrison distinguishesbetweentwotypesofassessments.Signs-based assessments,suchasHogan,CliftonStrengths,andEQ-i,help leadersunderstandtheirpreferences,tendencies,andpatterns. Thesetoolssupportself-awarenessanddiscovery.Signals-based assessments,including360-degreeandmulti-ratertools,focuson observablebehaviorandskillproficiency Theyshowleaders howothersexperiencethem.

Together,theseassessmentscreateamorecompletepicture. Theyhelpleadersunderstandnotonlywhotheyareinclinedto be,buthowtheirleadershipisactuallylandingwithothers.

Thesecondlegistheextendedlearningjourney.ForHarrison, leadershipdevelopmentshouldnotbeaone-timeevent.Itshould beastructuredexperiencethatunfoldsovertime.Leadersneed newinsights,repeatedpractice,andopportunitiestoapplywhat theyarelearninginrealwork.Onlythendonewbehaviors becomehabits.Onlythendohabitscreatedifferentresults.

Thethirdlegiscoaching.Harrisonseescoachingasessential becauseithelpstranslatelearningintoaction. “Coaching serves as a force multiplier in the transfer of the skills learned back on the job and to help add context to what is being learned,” heexplains.

Withoutcoaching,evenwell-designedprogramscanbecome inspirationalmomentsthatfadeafterparticipantsreturntothe pressureofdailywork.

Withcoaching,thelearninghasastronger chanceofsticking.Thatisthepowerofthestool. Assessmentcreatesinsight.Learningjourneys buildcapability.Coachingacceleratestransfer Together,theymakedevelopmentdurable.

From“FeedtheBeast”totheFutureofAI

IntheearlydaysafterGEHealthCare’sspin-off, Harrisondescribestheleadershipdevelopment strategywithcharacteristiccandor.Hecalledit “FeedtheBeast.”Thephrasecapturesthe urgencyofthemoment.Thecompanyhad immediategapstoclose.Leadersneed developmentopportunities.Thebusinessneeded momentum.Therewasnoluxuryofwaitingfora perfectsystemtoemergefullyformed.

So,Harrisonandhisteammovedquicklyand deliberately Theyaddressedthemosturgent needsfirstwhilekeepingalonger-term architectureinmind.

Now,thestrategyisevolving.Harrisonandhis teamareincorporatingartificialintelligenceand simulationsasreinforcingtoolsthathelpleaders transferlearningfromformalprogramsinto dailywork.Theyarealsoexpandingintomore on-the-jobexperientialdevelopment,partnering directlywiththetalentmanagementteamto identifyrotationalassignmentsandother experiencesthatstrengthenleadershipcapability.

Thisalignswiththewell-known70-20-10model associatedwithMorganMcCall,Michael Lombardo,andRobertEichinger,which suggeststhateffectivedevelopmentcomes primarilyfromexperience,supportedby relationshipsandfeedback,withformal educationplayingasmallerbutstillimportant role.

Harrisonalsoregionalizedprogramdeliveryto maketheworkmorerelevant.Byinvolvinglocal leadersintraining,thedevelopmentexperience becomesmorecontextualandgroundedinthe realitiesleadersfaceindifferentpartsofthe world.Thegoalisnotsimplytoteachleadership concepts.Itistohelpleadersapplythose conceptsintheenvironmentswherethey actuallylead.

MakingtheCaseforInvestment

Anyonewhohasworkedintalentorleadership developmentknowstheargument.Eventually,especially duringperiodsoffinancialpressure,someoneaskswhether leadershipdevelopmentisacostthatcanbereduced. Harrisonhasencounteredthatmisconceptionthroughouthis career.

“The greatest misconception I have encountered is that leadership development is still perceived as a cost instead of an investment,” hesays.

Hisresponseispracticalandbusinessminded.First,heuses astatisticallybasedpredictiveanalyticssurveyprocessto gatherfeedbackfrombothparticipantsandtheirmanagers. Theevaluationlooksatimmediatefeedbackafteraprogram andthenagain90dayslater,creatingaclearerpictureof whetherlearningistranslatingintobehaviorandimpact.

Second,hedesignsprogramsthatareexplicitlytiedtothe business.Theworkisnotabstract.Itisconnectedtoreal organizationalchallenges,realleadershippainpoints,and realperformanceneeds.

Thatapproachhashelpedtheworkwithstandscrutiny.Even amidrecentmacroeconomicpressure,GEHealthCare’s leadershipdevelopmentsystemhasremainedfullyfunded. Thecentralbudgetisdeliberatelylean,andmuchofthe investmentcomesdirectlyfromthebusinessunits.That matters.Whenbusinessleaderscontinuetoinvestin developingtheirpeopleduringfinanciallychallenging periods,itsignalsthattheyseetheworkasvaluable, relevant,andconnectedtooutcomes.

ForHarrison,oneofthestrongestindicatorsofsuccesswill beseeninthecompany’sgrowingpoolofready-now successorsforcriticalroles.Leadershipdevelopmentisnot justabouthelpingindividualsgrow.Itisabout strengtheningtheorganization’sfuture.

RecognitionBeyondtheOrganization

Theimpactoftheworkhasnotgoneunnoticed.In2025, GEHealthCare’sLeadershipAcademiesreceivedthree GoldawardsandoneSilverawardfromtheBrandonHall Group,aprofessionalHRandtalentresearchorganization. Thatsameyear,DevelopmentDimensionsInternational,a leadershipdevelopmentandassessmentresearchcompany witha50-yearhistory,honoredtheprogramwithitstop awardforLeadershipDevelopmentDesign.

AwardsarenotthereasonHarrisondoesthework.But inafieldwhereexcellencerequiresrigor,relevance, andmeasurableimpact,externalrecognitionoffers anotherformofvalidation.Itconfirmsthatthesystem beingbuiltatGEHealthCareisnotonlyfillingagap leftbythespin-off.Itiscreatingsomethingdistinctive initsownright.

TheTestedLeader

Buildingasystemisharderthanlaunchingaprogram. Harrisonknowsthisfromexperience.Throughouthis career,oneofhisrecurringchallengeshasbeen persuadingorganizationstothinkbeyondepisodic training.Manycompaniesarecomfortablewith individualprograms.Farfewerarepreparedtocommit toacomprehensiveleadershipdevelopmentsystemthat takesyearstomature.

Harrison’sresponsehasbeensteadyandstrategic.He laysoutthelong-termroadmapsostakeholderscansee thefulldestination.Thenhebuildsincrementally, addingcomponentsovertimeatapacetheorganization canabsorb.Itisadisciplinedapproach:holdthelarger vision,thenexecuteitinstages.

Thatinstinctfeelsconnectedtohismilitary background.Themissionmatters,butsodoesthe sequence.Youdonotbuilddurablecapabilityby rushingthefoundation.Youbuilditbyknowingwhere youaregoingandthentakingthenextrightstep.

TheLifeThatSustainstheWork

Harrisontakesself-careseriouslybecausehe understandsthatleadershipisdemandingwork.It requiresattention,energy,andemotionaldiscipline.A leaderwhohelpsothersgrowmustalsoremain committedtohisowngrowth.

Hispracticesaredeliberate.Hemeditatesandpractices mindfulness,payingattentiontothepresentmoment withopennessandwithoutjudgment.Hecommitsto high-intensityintervaltrainingatleastfourtimesa week.Atwork,heblocksfocustimeonhiscalendar andprotectsitfromtheconstantpullofback-to-back meetings.

Outsidework,hisinterestsincludehiking,traveling, woodworking,andreading.Together,theyrevealalife thatisphysical,creative,reflective,andexploratory

ThereisaquietconsistencybetweenthewayHarrison livesandthewayheleads.Hebelievesinsystems, discipline,practice,andrenewal.Thoseprinciplesshowup notonlyintheleadershipacademieshebuilds,butinthe wayhemanageshisownenergyandattention.

WhatComesNext

Harrisonisclear-eyedaboutthenextchapter.Heplansto retirefromthecorporateworldinearly2027.But retirementfromcorporatelifewillnotmeanretirement fromleadership.Heintendstocontinuecontributingtothe fieldthroughguestspeaking,consulting,andwriting.He alsoplanstokeepofferinghisleadershipskillstononprofit organizations,wherestrongleadershipisoftendeeply needed,anddevelopmentresourcescanbelimited.

Thefielditselfisstillchanging.Harrisonbelieves leadershipdevelopmentmustbecomemorecontextual, moreimmediatelyapplicable,andmorecloselyconnected totherealitiesleadersfaceintheirroles.Healsobelieves artificialintelligencewillbecomeanewforcemultiplier, creatingwhathedescribesas“hybridintelligence.”But evenasthetoolschange,Harrisonisclearthatthehuman coreofleadershipmustremainatthecenter

“We need to build leaders who are prepared to create the future they want to see, even if the future is not always clear,” hesays.

Itisafittingbeliefforsomeonewhohasspentacareer helpingpeopleleadthroughuncertainty

LeavingItBetter

Harrisonfirmlybelievesthatthebestwayto predictthefutureistocreateit.Inaworldhe describesaspermanentlyVUCA:volatile, uncertain,complex,andambiguous—leadership developmentisnotsimplypreparationfor change.Itisoneofthewaysorganizationscreate thefuturetheyhopetoinhabit.

ThatideahasguidedHarrisonfromhisyearsin uniformtohisworkinhealthcareandglobal leadershipdevelopment.Itwilllikelyguide whatevercomesnext.Beneathitallisthemantra hehaslivedbythroughouthiscareer: “To leave it better than I found it.” The“it,”heiscarefulto explain,meansanyoneoranythinghe encounters.

Thatismorethanapersonalmotto.Itisa completeleadershipphilosophy.Itisthe throughlineofacareerspentserving,building, teaching,andpreparingotherstostepintothe futurewithgreatercourageandcapability And forToddHarrison,itmaybetheclearestmeasure ofalife’swork.

CEO and Founder

Mind Storms

Dr. David

Language of the Mind Horowitz

Deciphering

the

Unspoken

TThereisaparticularkindofsilencethatisnotquiet.Itisthethunderous,desperatesilence ofamindfullyalive,trappedinsideabodythatwillnotrespond.Itisthesilenceof Locked-InSyndrome(LIS),ofadvancedAmyotrophicLateralSclerosis(ALS),astateof beingwheretheworld’sentirelexiconofthought,wit,love,andpainiscompressedintoa single,unbridgeablevoid.Fordecades,theonlytoolstocrossthischasmwereprimitive, slow,andagonizinglyincomplete.Theproblemwasnotthattheseindividualshadnothing tosay.Itwasthatnooneknewhowtolisten.

Tosolveaproblemofthismagnitude,youneedadifferentkindofthinker Youneedsomeonewho existsattheintersectionofdisciplines,apersonwhocanseetheinvisibleconnectionsbetweendisparate worlds.Youneedsomeonewhocanunderstandthemathematicalbeautyofanelectroniccircuit,the cognitivescienceofhumanthought,andthepure,emotionalresonanceofamusicalnote.Youneed Dr.DavidHorowitz.

AstheCEOandFounderofMindStormsagroundbreakingBrain-ComputerInterface(BCI)startup, Dr.Horowitzisleadingoneofthemostprofoundtechnologicalquestsofourtime:totranslatethought directlyintospeech.Buthisjourneytothisfuturisticprecipicedidnotbeginwithcodeorsilicon.It beganwithmusic.Itbeganwithanenduringcuriositynotjustabouthowtobuildmachines,butabout thefundamentalnatureofhowhumansperceivetheworld.Aftermorethantwentyyearsofbuildingthe technologyofspeech,heisnowonamissiontorestoreit,givingvoicetothesilencedandprovingthat withtherightvision,nocommunicationbarrierispermanent.

TheInterdisciplinaryEar

ThemapofDr.Horowitz’scareerisnotastraightline. Itisaconstellationofseeminglyunrelatedpointsof lightthat,whenviewedfromadistance,createa brilliant,coherentpicture.Hisjourneybeganat Michigan’seliteKalamazooCollege,aplacethat activelyencouragedinterdisciplinarywork.Hedidnot choosebetweenthehumanitiesandthesciences;he studiedbothmusicandhealthscience.Thisdualfocus, ontheabstractbeautyofartandtheconcretesystems ofthehumanbody,wouldbecomethefoundational grammarofhislife’swork.

Whenitcametimeforgraduateschool,hewasdrawn toMIT,notforitsfamedcomputerscience,butforits pioneeringworkinSpeechandHearingScience.He hadaspecificquestion,onebornfromhismusical background. “I wanted to apply hearing science to learn how a person perceives pitch and loudness,” Dr.Horowitzrecalls.Toanswerthis,heimmersed himselfinastaggeringrangeofsubjects:electronic circuits,digitalsignalprocessing,cognitivescience, andartificialintelligence.Hewasnotjustlearninga trade;hewasassemblingamultidimensionaltoolkit.

Thisuniqueblendofskillsquicklyfoundapurpose.As ajuniorfacultymemberatTuftsUniversitySchoolof Medicine,hepursuedbioengineeringandspeech recognition,buildingaspeech-drivenrobotdesignedto helpseverelydisabledpeople.Thiswasthefirstspark, anearlyindicationofwherehisinterdisciplinarymind washeading.TheworkledhimtoanMITResearch FellowshipinMechanicalEngineering,thenintothe MITDoctoralprograminElectricalEngineering.He latercompletedhisPh.D.byPublicationatthe UniversityofEastAnglia,solidifyingaresumethat readslesslikeacareerpathandmorelikeasyllabus foranewfieldofstudy.

FromReplicationtoRestoration

Afterleavingacademia,Dr.Horowitzenteredthe commercialworldandbeganalong,successfulcareer asadeveloperandmanagerofspeechrecognition applications.Hewasonthefrontlinesofteaching machineshowtolisten.Hisfirstproduct,VoiceRAD, wasoneheinitiallydevelopedasthesoledeveloper, partneringwithaleadingradiologist.Theproductwas successful,soldtoKurzweilAI,wherehethenworked totransferthetechnology

Hisfingerprintsareallovertheevolutionofthevoiceswe nowtakeforgranted.Hefocusedonspeechuserinterfaces, onspeechtelephony,andonthenaturallanguageinterface thatwouldbecomethecoreofDragonNaturallySpeaking. HeworkedonFASiL,thefirstvoicepersonalassistant,and appliedknowledgebasestospokendialog.Hespentafull decadespecializinginspeakeridentification.Forover twentyyears,hemasteredtheartandscienceof replicating thehumanvoice.

Butadeeperquestion,plantedyearsbefore,remained. “Mind Storms was founded,” heexplains, “because Horowitz studied Cognition and Brain Science at MIT. He studied the representation of speech production in the brain.” Thiswasthekey.Hehadspentacareerteaching machinestounderstandthesoundofavoice.Now,he realized,hecouldusethatknowledgetobuildamachine thatcouldunderstandthe thought ofavoice.MindStorms wasbornto“bringthissciencetolife,”withasingular, profoundmission:tohelpdisabled,nonvocalpeoplespeak again.

TheStormWithintheMind

MindStormsisnotjustanotherhealthtechstartup.Itisa mission-drivencompanyfocusedonan “underserved population in great need.” Theteam,askilledgroupof scientistsandengineersledbyDr.Horowitz,isbuildinga brainwavedecoderintegratedwithcommercialsoftware. Theprojectisbackedby$800,000infundingandisalready protectedbynineprovisionalpatents.

Thecompanyoperatesatthenexusofbrainwavedecoding, neuroaccessibility,andAI-integratedinterfaces. “Neuro disabled had no effective means of communicating prior to BCI technology,” Dr.Horowitzstatessimply. “Since the eighties, primitive solutions were the only techniques available. BCI technology dramatically and radically changed the playing field.” MindStorms,hesays,is leadingtheway

Whilethetechnologysoundslikesciencefiction, Dr.Horowitzexplainsitwiththeclarityofaseasoned educator.Theconcept,henotes,hasbeenvalidatedby numerousstudies.ItworksbyemployingEEGsensors,a medicaltechnologythathasbeenusedfordecadestorecord brainwaves.Theinnovationliesintheapplicationof modernAI. “AI has been studied for a long time. AI does pattern recognition,” hesays.“The brainwave is a pattern, and the AI is taught to recognise what the different patterns mean.”

“

Dream fearlessly, verbalize your dreams, acquire the right background, and value every boss, colleague, teacher, or friend you encounter in life.

Insimpleterms,apersonthinksofthelanguage,the EEGsensorscapturethepatternofthatthought,and theAIanalyzesthatpatternandproducesthe result:spokenlanguage.

Thecompany'sexpertisehasbeenrecognized.Dr. HorowitzandMindStormswerehonoredwith membershipintotheInternationalArtificial IntelligenceIndustryAlliance(AIIA),andtheyare participantsinDigitalHealthLondon’s#DHLLeap Programme,allcontributingtothegoalofadvancing healthtechforthenon-vocalandparalyzed.

AnEnvironment,NotJustaDevice

WhattrulysetsMindStormsapartisnotjustthatit decodesthought,butwhatitdoeswithit.Dr.Horowitz isnotjustbuildingacommunicationaide;heis buildingaworld.“WhatdistinguishesMindStormsis weprovideanenvironmentforthedisabledand nonvocalpersontolivein,”heexplains. Thisisa criticaldistinction.Theproductisdesignedtoextend theuser’sentirelivingcapacityintoavirtualworld,a placewheretheycanbeentertained,participatein socialmedia,andcommunicatetheirhealthanddaily livingneeds.

Thisambitiousvisiondictatesthetechnology To createaseamless,immersiveworld,youneedahighly effectiveanduser-friendlyinterface.Thisiswhy Dr.HorowitzissofocusedonUX/UI,onethat combinesconversationalUI,gaming,andaugmented reality.Itisalsowhythecompanyisleveragingthe mostadvancedtechnologyavailable,from multi-channelEEGsensorstonext-generation QuantumSensors,allfedintoa “special purpose thought recognizer that incorporates multiple AI techniques.” Thegoalisnotjusttoletsomeonetypea “yes” or “no” withtheirmind.Thegoalistolet them live

TheHumanCentricBlueprint

Tobuildatechnologythissensitive,theprocessmust beashuman-centricastheproduct.TheMindStorms teamisdeepinasoftwaredevelopmentprocessto createtheirMinimumViableProduct(MVP).“We do this iteratively in 3 sprints,” Dr.Horowitzsays. “Therefore, we built 3 MVPs.” Aftereachcodefreeze, theMVPgoesthroughrigorousqualityassuranceand usabilityverification.

Usercentricityisnotabuzzwordhere;itisthe entireprocess. “User centricity is being achieved by testing the system with real users, both nonvocal and quadriplegic,” henotes.

“Experts observe their experience and recommend tuning accordingly.” Theteamruns testswithtenrealdisabledusersalongsideten able-bodiedindividualsasacontrolgroup.This “sensitive tuning” iswhatassuresthequality andresponsivenessofthefinalproduct.

Thiscommitmenttoinclusivedesignisthe drivingforcebehindoneofthecompany’smost excitingmilestones. “The most fulfilling milestone which is underway is UI development in collaboration with the world-renowned SmartLab under the direction of Prof. Lizbeth Goodman at University College Dublin,” Dr.Horowitzshares. “She and her team are at the pinnacle of inclusive design.”

TheVisionary’sToolkit

AsCEO,Dr.Horowitzseeshisroleas “largely both administrative and visionary.” Hehasalong careerinbioengineering,onethatincludes responsibilityfor$30millioninapprovedgrants, givinghimtheadministrativeexperiencetoguide thecompany.Butitisthevisionthatdriveshim. Whenaskedabouthisgreatestpride,heisquickto answer: “As CEO, I am most proud of my team and the software they developed.” Aboveall,heis “happy to serve the company and deliver products to a largely underserved population.”

Dr.Horowitzisintrospectiveaboutthedifficultyof hiswork. “Having the right vision and possessing the right scientific background is the most challenging part of contributing to the creation of a new field,” hereflects. “For me, it has taken a long time to grow into this field.”

Hecreditshisbroad,deepeducationasthekey. “I was fortunate to major in Electrical Engineering at MIT. I did not know it then, but my work in speech and hearing laid the foundation for my career in AI. With the proper background, career experience the challenge in wielding the Right Vision becomes tractable.”

Afterbootstrapping“MindStorms,”heisnowmost excitedabouttakingininvestment,notingthat investorsaregivingtheMVPa“warmreception.”

Whenaskedaboutwork-lifebalance,Dr.Horowitz ischaracteristicallygrounded. “I don't think there is such a thing as a perfect work-life balance,” he says. “For me, I have strong faith, and I learned a long time ago to live in the day, if not live in the moment.”

Hisadvicetonewentrepreneursisaperfect summaryofhisownjourney: “Dream fearlessly, verbalize your dreams, acquire the right background, and value every boss, colleague, teacher, or friend you encounter in life. It's all about growing strong relationships and learning hard lessons from your mistakes.”

And,Dr.Horowitzadds,onelast,crucialthing: “Above all, make sure every day you are having fun!” Itistheadviceofamanwhohasmanagedto dotheimpossible,tomergehispassionswithhis profession,andtochannelalifetimeoflearning towardasingle,noblegoal.Heisascientist,an engineer,andamusician,who,bymasteringthe intricaterulesofsoundandscience,isnowgiving thegiftofavoicebacktothosewhohavenone.

Explainable AI

The CEO’s Ultimate Guide to XAI and ROI

Picturethis:yourcompany’sbiggest decisionsarebeingdrivenbyanalgorithm youcan’tquestion.A‘blackbox.’Whatif it’swrong?Youcouldbefacingmassivefines,a publicrelationsnightmare,orevenseriouslegal trouble.It’saterrifyingthought,isn’tit?

Thisisn’taboutditchingpowerfulAI;it’sabout makingitsmarterandsafer We’retalkingabout transformingthatinscrutableblackboxintoa transparent,auditablepartneryoucanactuallytrust. That’stheincrediblepowerofExplainableAI(XAI).

Thisisn’tjustsometechbuzzword;it’stheabsolute keytoresponsibleleadershipandbuildingafutureprooflegacyinourrapidlyevolvingworld.Forget ‘optional’—intoday’sAI-drivenworld,thisisthe cornerstoneofwinning.Let’sdivein!

Let’sExploreExplainableAI

1. WhatisExplainableAI(XAI)?FromBlackBox toGlassBox

So,whatonearthisExplainableAI?Atitsheart,XAI isasetoftoolsandmethodsthatcrackopentheAI “blackbox”sowecanseewhat’shappeninginside. It’sallaboutmakinganAI’sdecisionsunderstandable toushumans.Thegoalissimple:togetclearanswers onhowandwhyanAIreachedaspecificconclusion, turningmysteriouspredictionsintotransparent“glass box”insights.

● TheEnigmaticAnalystAnalogy:Imagineyou haveabrilliantanalystwho’salwaysrightbutflat-out refusestoshowtheirwork.Theirresultsareamazing, butyou’retotallydependentonthemandhaveno ideaiftheirprocessissoundorbiased.Itfeels risky,right?

● TheTransparentGenius:Now,pictureanequally brilliantanalystwhonotonlygivesyouspot-onforecasts butalsowalksyouthroughtheirentirethoughtprocess, step-by-step.Theyhighlightthekeydataandexplainthe logicbehindeverysingledecision.That’sXAIina nutshell.Itprovidesthatlevelofjustification,makingAI insightsverifiable,trustworthy,andreadyforaction.

It’ssuperimportanttorememberthatXAIisn’tatypeof AI.Instead,it’saframeworkweapplytoAImodels.Think ofAIasthecar’sengine,andXAIasthedashboardthat tellsyouexactlyhowtheengineisperforming,ensuring theentiresystemisaccountableandmakessense.

2. TheBusinessImperative:WhyXAIisYourNew CompetitiveAdvantage

● De-RiskingYourOperations&Ensuring Compliance

Let’sbehonest,nobodywantsarun-inwithregulators.In aworldofincreasingoversight,XAIisyoursecretweapon fornavigatingtrickyrulesandcuttingdownoperational risks.

- StayAheadoftheLaw:RegulationsliketheEU’s GDPRandtheupcomingAIActdemandthatautomated systemsbetransparent.XAIisn’tjusthelpful;it’s becomingarequirementforcompliance.

- SpotErrorsandBias:XAIhelpsyoufindandfixflaws inyourAImodels,leadingtosharper,moreaccurate decisions.

- AReal-WorldWin:OnebankusedanexplainableAI foritscreditscoring,andtheresultswerestunning!They sawa20%dropinfalsenegativesanda15%boostin approvedloanstodeservingcommunities,allwhile keepingtheirriskmanagementsolid.That’simpressive!

- BuildaFoundationofTrust:Bymakingmodel behaviorclear,XAIestablishestrust,transparency,and accountability Thisprotectsyoufromtheheadachesof opaquemodels,especiallyincriticalfieldslikefinance andhealthcare.

● BuildingUnbreakableTrustwithStakeholders Trustistheultimatecurrencyinbusiness,isn’tit?For AItotrulysucceedinyourorganization,everyonefrom yourcustomerstoyourownteamneedstobelieveinit.

- BoostConfidence:XAIdoesthisbyshowingexactly howmodelswork,buildingincredibleconfidencewith customers,employees,andregulators.Infact, companiesthatgoall-inonexplainableAIreportupto a35%jumpincustomertrustanda25%dipinAIrelatedrisks.

- WinOverYourTeam:Whenyourpeoplecan understandthe“why”behindanAI’ssuggestion, they’refarmorelikelytoembraceitintheirdailywork. Thismeltsawayskepticismandmakeschangesomuch easier.

- EnsureEthicalMarketing:Thistransparency allowsyoutocheckforaccuracyandfine-tuneyour strategies,ensuringyourmarketingisbotheffectiveand ethicallysound.

● AcceleratingInnovation&SlashingR&DCosts

Whowouldn’twanttoinnovatefasterandforless money?ExplainableAImakesthatarealitybymaking theentiredevelopmentprocesssmootherandmore efficient.

- DebuginRecordTime:Bygivingyouaclear windowintotheAI’smind,XAIletsyourteamsspot errors,biases,orinefficienciesinaflash.Thatmeans lesstimetroubleshootingandmoretimemaking strategicleapsforward.

- NipBiasintheBud:XAIhelpsyoucatchpotential biasesearlyinthetestingphasebeforetheysnowball intomassive,expensiveproblemsdowntheline.

- Future-ProofYourModels:Theabilitytoconstantly audityourAImodelshelpsyoushieldyourbusiness fromunexpectedchallenges,whichultimatelyleadsto lowermaintenanceandretrainingcosts.

● EmpoweringYourEntireOrganizationfor Superior

Decision-Making

XAIisagame-changerbecauseittakesAIoutofthe exclusivehandsofdatascientistsandgivesits powertoeveryoneinyourorganization.

- ClarityforEveryone:Withexplainablemodels, evenyournon-technicalteammemberscangrasp thelogicbehindanAI’srecommendations.This leadstobetterfeedbackandmorecreativeusesof thetechnology

- ADoctor’sSecondOpinion:Inmedicalimaging, forexample,XAIcanhighlightsuspiciousareason ascanforadoctortoreview.Thisspeedsup diagnosisanddramaticallyreducesthechanceof missingsomethingcritical.Whatalifesaver!

- SmarterFinancialMoves:Inthefast-paced worldoffinance,AIalgorithmscansiftthrough mountainsofnewstogaugemarketsentiment.XAI explainswhythesentimentispositiveornegative, givingtradersthetimely,trustedinformationthey need.

- DemocratizeDataScience:Bymakinganalytics moreaccessible,XAIhelpsbuildAIliteracyacross yourcompany.Itallowsmorepeopletoworkon projects,creatingacultureofaccountabilityand improvingdataqualityacrosstheboard.

3. XAIinAction:Real-WorldUseCasesand Examples

● Finance

Inthefinancialworld,whereasingledecisioncan changeaperson’slife,explainabilityiseverything.

- FairerLending:ZestFinanceusesitsZAML platformwithXAItoassesscreditrisk.Thisallows bankstounderstandwhyanapplicantwasapproved ordenied,leadingtofairerdecisions,evenfor peoplewiththincreditfiles.

- SmarterFraudDetection:PayPalanalyzes millionsoftransactionsinreal-timetostopfraud. WithXAI,theycanquicklyunderstandwhya transactionwasflagged,makingthereviewprocess muchsmoother

- Audit-ReadyCompliance:XAIhelpsfinancial firmsprovideclearexplanationsfortheirrisk assessments,speedingupcompliancereviewsby over40%.Nowthat’sefficiency!

● Healthcare

Here,thestakesareliterallylifeanddeath,andXAI isactingasatrustedco-pilotformedical professionals.

- OptimizedTreatmentPlans:IBM’sWatson Healthanalyzescolossalamountsofmedicaldata tosuggestthebesttreatmentpathsfordiseases, explainingitsreasoningtodoctorseverystepofthe way.

- ClearerDiagnoses:GoogleDeepMind developedanAIthatcanspotretinaldiseasesfrom scansand—crucially—providethebasisforits diagnosis,helpingdoctorsexplaintheresults clearlytoanxiouspatients.

- EnhancedCancerDetection:PathAI,anAIbasedsystem,helpspathologistsanalyzetissue samplestodiagnosecancerwithgreateraccuracy. Inmedicalimaging,XAIcanalsohighlightthe specificvariablesinanMRIthatpointtoa suspiciousarea.

- ImprovedHospitalFlow:Ahospitalnetwork thatusedanethicalAIframeworkforpatienttriage sawa30%improvementinresourceallocationand cutwaittimesby25%.Amazing!

● Manufacturing

Onthefactoryfloor,XAIisdrivingefficiencyand qualitytonewheights.

- PredictiveMaintenance&QualityControl:By explainingAIdecisions,manufacturerscan optimizeworkflows,spotproblems,andpredict equipmentfailuresbeforetheyhappen,savinga fortuneindowntime.

- MassiveDefectReduction:Oneautomotive manufacturerintegratedanXAIsolutionintoits qualitycontrolprocessandachievedajawdropping40%reductionindefectswhileimproving regulatorytraceability

● Retail

Inthecompetitiveretailspace,XAIisbuilding deeper,moregenuineconnectionswithcustomers.

- TrulyPersonalRecommendations:XAIoffersa peekbehindthecurtainofrecommendationengines andchurnpredictors.Byunderstandingwhya productisrecommendedoracustomerislikelyto leave,retailerscanperfecttheirstrategies.

- BuildingCustomerLoyalty:Whenmarketerscan validateanAI’soutput,likeacustomersegmentation model,theycanprovidemoretargetedfeedbackand buildmodelsthattrulyalignwiththeirgoals.This meanstheycanevenexplaintocustomerswhya recommendationwasmade,boostingtrustand satisfaction.

4. TheModernAILandscape:ACEO’sField Guide

● The4TypesofAI

ToleadeffectivelyintheageofAI,ithelpsto understandthedifferentlevelsofintelligencewe’re workingwith.Thinkofitasaladder:

- ReactiveMachines:ThisisthemostbasicAI.It followspre-programmedrulesandreactstothe presentmoment.Ithasnomemoryofthepast.The classicexampleisDeepBlue,IBM’schesscomputer thatcouldseetheboardandmakeamove,but couldn’tlearnfrompastgames.

- LimitedMemoryAI:ThisAIcanlearnfrom recenthistorytomakebetterdecisions.Itsmemoryis short-term,butit’senoughtobeincrediblyuseful. Autonomousvehiclesareaperfectexample,using recentobservationsoftraffictonavigatesafely.

- TheoryofMindAI:We’renothereyet!Thisisa theoreticalfutureAIthatcouldunderstandhuman emotions,beliefs,andintentions.Itwouldbeableto interactwithusonatrulyempatheticlevel.

- Self-AwareAI:Thisisthestuffofsciencefiction... fornow.Aself-awareAIwouldhaveitsown consciousnessandsentience.It’safascinating conceptthatraisesallsortsofdeep philosophicalquestions.

● GenerativeAIvs.ExplainableAI

GenerativeAI(thinkmodelsthatcreatetext,images, orcode)andExplainableAIaren’tenemies;they’re twosidesofthesamepowerfulcoin.GenerativeAI isexploding—asurveyfound79%ofCEOsseeitas atoptoolforacceleratinginnovation.Buthere’sthe catch:thesepowerfulmodelscanbetotalblack boxes.

Theycanalso“hallucinate,”meaningtheygenerate informationthatsoundsperfectlyplausiblebutis completelywrong.ThisiswhereXAIbecomes absolutelycritical.Itprovidesthetransparencywe needtochecktheaccuracyofGenerativeAI’soutput, catchbiases,andpreventthemassivebusinessrisks thatcomefromactingonbadinformation.

● DeepDive:TheChatGPTQuestion

So,canyoutrustChatGPT’sexplanations?Theshort answer:notinthewayyouthink.WhileChatGPT cangeneratetextthatsoundslikeareasonable explanationforitsanswer,it’snotshowingyouits actualinternalcalculations.It’sessentiallycreating anexplanationafterthefactbasedonallthedatait wastrainedon.Thisisahugedistinction.

It’sdescribingwhyitthinkssomething,nothowits algorithmsactuallygotthere.Foraleader,this presentsamajortrustissue.Relyingontheseposthocrationalizationsforhigh-stakesdecisionsislike navigatingwithamapdrawnafterthejourneyis over—it’stheblackboxproblemalloveragain,but withaconvincinglyhumanvoice.

● DecodingtheHype:ElonMusk,xAI,andthe Future

It’scrucialnottomixupthecompanyxAIwiththe conceptXAI.They’recompletelydifferentthings!

- TheCompany:xAIwasfoundedbyElonMuskin 2023withtheambitiousmissionto“understandthe truenatureoftheuniverse.”

- TheBigMerger:OnMarch28,2025,xAI acquiredX(formerlyTwitter)inanall-stockdeal worthamassive$33billion.ThisgivesxAIdirect accesstothefirehoseofreal-timedataonX—a goldminefortrainingitsmodels.

- Valuation&Products:Atthetimeofthe acquisition,xAI’sprivatevaluationstoodataneyewatering$80billion.ItsmainproductisGrok,a conversationalAIbuiltintoX,designedtohavea wittypersonalityandaccesstoreal-time information.Thecompanyalsoplanstooffer enterpriseAPIs.

- KeyRelationships:xAIreliesheavilyon supplierslikeNvidiaforthepowerfulGPUsneeded totrainitslarge-scaleAImodels.Thecompanyhas alsostatedafocusontacklingthe“hallucination” problemincurrentAI,hintingatafuturepush towardmorereliableandperhapsevenexplainable outputs.

MyOpinion

Withinthenextfiveyears,deployingnoninterpretableAIforcriticalbusinessfunctionswill beviewednotmerelyasarisk,butasaformof corporatenegligence.Thesocietal,regulatory,and economicpressuresfortransparencyarerapidly escalating,makingtheopaque“blackbox” approachcompletelyunsustainable.

AIsystemsnowinfluenceeverythingfromloan approvalstomedicaldiagnoses,andtheydemand anethical,auditablefoundation.ExplainableAIis nolongeratechnicalnicetyoracompetitiveedge; itisrapidlybecominganon-negotiablepillarof responsibleandprofitablecorporategovernance.

Asaleader,youmustproactivelyweaveXAIinto yourstrategicplanstoguaranteetrust,ensure compliance,anddrivelong-termshareholdervalue. Thisishowyousafeguardyourorganizationand fosteracultureoftrue,verifiableinnovation.

HereAreSomeFutureImpactsofXAI

● TheRiseof“AlgorithmicAuditors”:

GetreadyfornewC-suiteroleslikeChiefAIEthics Officer TheseleaderswilluseXAItoolstocertify thatcorporateAIsystemsarefair,logical,and compliant,stoppingbiasbeforeiteveraffectsa customeroremployee.

● “DynamicPersonalization”inEducationwith

Justification:

Imaginelearningplatformsthatnot onlyadapttoastudent’sneedsbut alsoexplainwhytheyrecommenda certainlesson.Thiswillempower studentsandteachers,boosting motivationbymakingtheAI’slogic clear.

● ResolvingSupplyChain DisruptionswithCounter-Intuitive Solutions:

XAIwillallowmodelstoproposeand thenbrilliantlyexplainoptimal,often unconventional,solutionstocomplex supplychainproblems.Thiswillbuild trustinrecommendationsthatcan savemillionsindelaysandcosts.

● Hyper-PersonalizedMedicine withClinicalRationale:

XAIwillbethebridgebetween complexgenomicdataandthe doctor’soffice.Itwillexplaintoa physicianwhyaspecificdrugis recommendedforapatientbasedon theiruniquegeneticmakeup, enhancingtrustandenablingtruly personalizedcare.

● ANewEraofScientificDiscovery ThroughExplainedCorrelations:

AIwillfindincrediblenewpatternsin vastdatasets,andXAIwillactasthe “scientifictranslator.”Itwillexplain the“eureka”momenttoscientists, showingthemhowtheAIconnected thedotsandpavingthewayforanew ageofhypothesisanddiscovery

Feelinginspired?Don’tkeepthisto yourself!Sharethisdefinitiveguide withyournetwork,colleagues,and friendstocollectivelychampiona futurewhereAIisnotjustintelligent, butalsotransparent,trustworthy,and trulyserveshumanity

GREG BUCHERT

The Physician Who Sees What the ‘Best Healthcare System in the World’ Still Gets Wrong

Thereisaparticularkindofpersonwhowalksintoabroken roomand,ratherthanstandingtherecatalogingwhatis wrong,quietlyandmethodicallybeginstorearrangeit. Notoutofrestlessness.Notoutofego.Butoutofadeep, practicedconvictionthatthingscanandshouldwork betterthantheydo.Dr.GregBuchertisthatkindof person.

HeisaphysicianandaCEO,aboardmemberanda startupadvisor,ahealthcareconsultantwhohasspenthis careermovingbetweentheexaminingroomandthe executivesuitewiththeeaseofsomeonewhostopped seeingthemasseparateplacesaverylongtimeago.As ChiefExecutiveOfficerofMakaniScience,henow standsatthecenterofoneofthemorequietly consequentialhealthcaretechnologystoriesofthisdecade, astorythatbeginswithamotherinaneonatalintensive careunitandends,ifallgoesaccordingtoplan,witha transformationinhowtheworldmonitorsbreathing.

Dr.Buchert’swork,acrossclinicalpractice,healthplan leadership,andmedicaldeviceinnovation,isanimatedby asingleorganizingprinciple:thathealthcaremustserve everyone,notmerelythosefortunateenoughtoaffordthe bestofit.Inafieldwherethatconvictionisfarmore commonasastatedvaluethanasanoperationalreality,he hasspentdecadesmakingitpractical.

TheMakingofaSystemsThinker

Dr.Buchert’spathintomedicinebeganwiththefamiliar ambitionofapre-medundergraduate.Butsomething shiftedearly,anditshiftedintherightdirection.

Heenrolledinwhatwouldturnouttobeagenuinely formativeexperience:theinauguralcertificateprogramat TuftsUniversity,titled “Community Health and Delivery of Health Services.” Itwas,byhisownaccount,anearly college-levelpublichealthcurriculum,anditwaswhere hefirstencounteredtheconceptofpopulationhealth,not theindividualpatientwithasinglediagnosis,butthe broaderandfarmorecomplicatedquestionofhowentire communitiesreceive,orfailtoreceive,thecaretheyneed.

ThatearlyintroductionledhimtotheTulaneSchoolof PublicHealthandTropicalMedicine,whereheearned anMPHinHealthAdministration.Betweenandbeyond thoseacademicchapters,heaccumulatedfrontline experiencesthatstretchedfromtheindividualtothe internationallevel,fromcommunityhealthsettingsto regionalsystemstoglobalhealthenvironments.

“I enjoyed front-line experiences at the individual, community, regional, and international level,” hehas reflected, “that drove me to take a systems-level approach to solving problems.”

Thatphrase,“systemslevel,”resurfacesthroughouthis careerwithakindofquietinsistence.Itisnota corporateaffectationoraresumeflourish.Itis,forDr. Buchert,agenuineorientation,ahabitofmindthatasks notonlywhatiswrongwiththispatient,butwhatis wrongwiththeconditionsthatmadethispatient vulnerableinthefirstplace.Itisthedifferencebetween treatingasymptomandredesigningasystem.

Itisalso,itturnsout,anextraordinarilyusefullens throughwhichtobuildahealthcaretechnology company.

ABirth,aCrisis,andtheBeginningofSomething New

MakaniSciencedidnotbegininaboardroomora strategysession.Itbeganinaneonatalintensivecare unit,intheparticularanguishofamotherwhocouldnot holdherson.

Dr.MichelleKhine,aProfessorofBiomedical Engineeringandaserialentrepreneurwithsixstartups alreadytohername,foundherselfstandingbesidea hospitalcribashernewbornsonstruggledwith respiratorydistress.Shewassurroundedbythefull machineryofmodernmedicine:monitors,wires,screens radiatingdata.

Andyet,forallofthattechnologicalsophistication,the “stateoftheart”respiratorymonitoringsystemsinthat unitfailedtodetectherson’scollapsedlung.

Therewasalsothematterofthewires.Atangle ofthem,connectinghersontothemachinesthatwere supposedtokeephimsafe,andkeepingherfromdoing theonethingamotherneedsmosttodo:pickhimup andholdhim.

Dr.Khinewasnotsomeonewhoabsorbedafailurelikethatand movedon.Shewassomeonewhosetaboutsolvingit.Asa biomedicalengineerwiththecapacitytointerrogateamedical problematthetechnicallevel,shebegantoaskwhethertherewasa betterwaytomonitorrespiration.ThatquestionbecameMakani Science.

Dr.Buchert,whoasCEOservesontheBoardofDirectors alongsideDr.Khine,carriesthatoriginstorynotasamarketing narrativebutasamoralanchor.EverydecisionaboutwhatMakani Sciencebuilds,andforwhom,isinsomesenseananswertothe questionofwhatthatmotherdeservedtohaveinthathospital room.

TheDeviceThatChangesEverything

WhatMakaniSciencehasdevelopedis,initsphysicalform,almost deceptivelysimple.Abandage-sizedwirelessrespiratorymonitor.

Buttheimplicationsofwhatthatsmalldevicecandoareanything butsimple.

Themonitorissmallenoughtobeplacedonaprematureinfant, whichisnotaminorengineeringachievementinanysense.Itis comparabletothegoldstandardofspirometryinaccuracyand fasterthanpulseoximetryinitsmeasurements.Itsnovelstretch sensormakesitresistanttomotionartifacts,apersistentand frustratinglimitationoftraditionalrespiratorymonitoring technologythathaslongconfinedmeaningfulmonitoringto stationarypatientsinclinicalsettings.

I’ve never abandoned my role as one who should be doing everything in my power to help individuals obtain optimal care that will help them live their best life possible. ‘‘

Theresultissomethinggenuinelyunprecedented: the only respiratory monitor that can be worn 24 hours a day, seven days a week, by ambulatory individuals going about their ordinary lives.

AndwhatMakaniScienceisbuildingwiththedatathat flowsfromthosemonitorsisequallywithoutprecedent. Thecompanyisintheprocessofcreatingthefirst-of-itskinddatabaseofbreathingpatternwaveformsfor ambulatoryindividuals,aresourcethatclinicians, researchers,andpharmaceuticalcompanieshavenever hadaccessto,becausethetechnologytogenerateithas simplynotexisteduntilnow

Dr.Buchertdescribestheproductdevelopment philosophyintermsthatreflecthisbroaderapproachto healthcareasawhole:

“It is always important to start with identifying and defining the problem. Next is to understand the workflow of the provider and how a solution could be implemented. Finally, work on developing a solution that solves the problem in a realistic fashion and can be produced with an accessible price point.”

Accessible.Thatwordmatterstohimmorethanmost.It isnotincidentaltotheMakaniSciencemission.Itis inseparablefromit.

TheUncomfortableTruthAboutAmerican Healthcare

OneofthemoststrikingthingsaboutDr.Buchertiswhat heiswillingtosayoutloud,andtowhom.

AskhimabouthealthcareinnovationinAmerica,andhe willnotofferthereassurancesthatmanyinhisposition mightreachfor.Hewillnotsimplyendorsethefamiliar claimthattheUnitedStatesleadstheworldinmedical progress.Orrather,hewilltellyouwhatthatclaim consistentlyandconvenientlyleavesout.

“The United States has the best healthcare system in the world,” heacknowledges,whichisastatementmany peopleholdfirmly

“Admittedly, we do enjoy exposure to so many new technologies,” hesays,andthenarrivesatthepartofthe conversationthattendstomakeroomsgoquiet: “But it is important to point out some glaring truths to put that statement into perspective.”

Manyofthemostcelebratedmedicalinnovations,he notes,arerealisticallyavailableonlytothosewhocan affordthem.Thehighcostofsomeinnovations,with littledemonstrableimpactonlong-termoutcomes, displaceshealthcaredollarsthatcouldbenefit exponentiallymorepeople.Andthehealthoutcomesof theoverallUSpopulation,measuredagainstthoseof otherdevelopednations,remainacauseforserious concernratherthanself-congratulation.

Thisisnotpessimismfromamanwhohaslostfaithin thesystem.Itisprecisionfromamanwhohasworked insideitlongenoughtounderstandexactlywhereitis failing.Anditiswhatdriveshisinsistence,inevery ventureheundertakes,thatinnovationmustbedesigned withbroadaccessibilityinmindfromtheverybeginning, notawkwardlyretrofittedforwiderpopulationsafterthe commerciallyattractivemarkethasalreadybeenserved.

“In my work,” hesays, “I’ve done my best to ensure that innovations are available to as many individuals as possible.”

WhenLeadershipIsTested

ThereisaparticularstoryfromDr.Buchert’scareerthat revealsmoreabouthischaracterthanalmostany credentialonhisprofessionalrecord.

HewasservingasDirectorofOutpatientServicesata Children’sHospitalthathadnointegratedEmergency Department.ThePediatricSpecialtyPhysicians, confrontedwithurgentcasesduringclinichours,would routethemtotheoutpatientclinic.Afterhours,thesame patients,manyofthemchildrencarryingcomplex medicalconditions,weresentreluctantlytothelocal emergencydepartment,whichwasnotdesignedor staffedtomeettheirparticularneeds.

Itwasasystemthatworkedforalmostnoone.Andit workedleastofallforthechildren.

Dr.Buchert’sresponsewasnottoescalatetheproblem upwardandwait.HehiredPediatricEmergency Physiciansfortheclinic.Hetemporarilyexpandedclinic operationstorun24hoursaday Andhewenttowork directlywiththelocalemergencydepartment, collaboratingonaredesignofitsfacility,itsprotocols, anditsstaffingconfigurationssothatchildrenwith complexmedicalissuescouldreceivegenuinely appropriatecareatanyhour

Eventually,theChildren’sHospitalbuiltitsown EmergencyDepartmentwhenanewtowerwas constructed.

Thedistancebetweenidentifyingaproblemand actuallysolvingitiswheremostorganizational failureslive.Itisalsowhereleadersprovewhat theyaremadeof.Dr.Buchertclosedthatdistance throughacombinationofpracticalaction, collaborativethinking,andarefusaltoacceptthat theexistingarrangementwasinevitable.

BuildingaModelWorthReplicating

AnotherchapterinDr.Buchert’scareerspeaks directlytothoseworkingattheintersectionof healthcareaccessandhealthequity,a constituencythatincreasinglyincludesthelargest medicalcompaniesandhealthsystemsinthe world.

WorkinginacommunitywhereMedicaid beneficiarieshadseriousdifficultyaccessingcare, hebecameakeymemberoftheleadershipteam thatdesignedandlaunchedaMedicaidManaged CareHealthPlan,onebuiltonprinciplesthat were,atthetime,farfromstandardpracticeinthe field.

Theoutcomesweremeasurableand,byany objectivestandard,remarkable.Thenumberof providerswillingtoseeMedicaidmembersmore thandoubled.Theplanimprovedthequalityof care,loweredoverallcost,increasedprovider reimbursement,andremainedlocallyaccountable, acombinationthatisnotoriouslydifficultto achieveandalmostneverachievedallatonce.

Whathappenednextmaybethemosttelling indicatoroftheplan’srealsuccess.Itbecamea modelforbothRepublicanandDemocratic leaders,developingnewhealthcaredelivery strategies.

Inapoliticalenvironmentwherehealthcareis almostalwayscontestedterrain,building somethingthatearnsgenuinerespectacross partylinesisanachievementworthnoting carefully.Itsuggestsnotonlycompetencebuta clarityofpurposethattranscendstheusual ideologicalframing.

TheArtofBuildingHigh-PerformingTeams

Dr.Buchert’sphilosophyonthepeoplehechoosestowork withis,initsway,ascarefullyconsideredashisapproachto healthcaresystemsdesign.

Heisnotonasearchforthemostcredentialedcandidates, thoughcredentialshavetheirplace.Whatheisconsistently lookingfor,acrossclinical,operational,andbusiness functions,issomethingthatdoesnotappearonarésuméin quitesolegibleaform.

“I always look for individuals with a ‘can-do’ attitude,” he says. “That characteristic associated with a respect for teamwork is a powerful combination that spans clinical, operational, and business functions.”

Itisadeceptivelycleanstandard.Butinpractice,itreflects asophisticatedunderstandingofhoworganizationsactually sustainperformance:notthroughthebrillianceoftheirmost individuallytalentedperformers,butthroughthecollective, sustainedeffortofpeoplewhobelievethatproblemscanbe solvedandwhoaregenuinelywillingtosolvethem together.

WhatComesNext

TheimmediatehorizonforMakaniSciencecentersonthe launchofitsrespiratorymonitorforneonatalcare,adevice withthepotentialtorevolutionizethemanagementofbabies withrespiratory-associatedconditions,addressingthevery clinicalgapthatbroughtthecompanyintoexistence.

Beyondneonatalcare,theroadmapexpandsconsiderably. Dr.Buchertdescribesplanstoleveragethemonitor’s exceptionallysmallsizetoentermultipleadultmarkets, placingacomfortable,unobtrusivedeviceonambulatory individualswhocanwearitcontinuouslythroughthefull rhythmsofdailylife.

Thedatageneratedbythatnetworkofwearablemonitors willbeunlikeanythingcurrentlyavailabletothemedical community:aliving,accumulatingdatabaseofreal-world breathingpatterns,availabletocliniciansmakingtreatment decisions,researchersprobingthemechanismsof respiratorydisease,andpharmaceuticalcompanies developingandevaluatingnewtherapeuticapproaches.

Forinvestorsandmajormedicaldevicecompaniesassessing wherethenextdecadeofrespiratorymedicineisheading, thisisaspacethatrewardscloseandsustainedattention.

TheLifeBehindtheWork

Foralltheprofessionalscopeofhiscareer,Dr.Buchertisquietly insistentononething:theworkhastocoexistwithalifethatis genuinelylived.

“I learned from experience that I must make time to exercise, spend time with my family, and enjoy a great meal with friends,” hesays. “The intermittent physical and mental escapes help me focus intensely on my work.”

Itisnotadramaticstatement,anditisnotmeanttobe.Itcarriesthe particularweightofsomethingarrivedatthroughhardexperience ratherthanborrowedfromawellnessframework.Heisnot describingalifestylephilosophy.Heisdescribingapracticethat keepshimfunctional,present,andcapableofthesustainedfocushis workdemands.

AdviceforThoseWhoFollow

Whenaskedwhathewouldoffertoaspiringleadersinhealthcare, Dr.Buchertdoesnotreachforgranddeclarationsorpolished aphorisms.Heofferssomethingconsiderablymoredurable.

“Be a constant learner. Seize opportunities when they present themselves. Be humble and respect the value that every member of an organization contributes to the results. Engage in work activities that make a difference and benefit people.”

Fourdirectives.Eachoneisclear.Noneofthemiseasytosustain acrossanentirecareer.

Theyarethevaluesofamanwhobeganhis professionallifeaskinghowhealthsystemscould servemorepeople,moreequitably,andmore effectively,andwhohasspentseveraldecades findinganswersthatarepractical,replicable,and genuinelyusefultothepeoplewhoneedthem most.

Dr.GregBuchertis,athiscore,aphysicianwho neverstoppedpracticingmedicine.Hesimply expandedhisdefinitionofwhatapatientcould be:fromasinglepersoninanexaminationroom, toacommunitywaitingforcare,toapopulation waitingforasystemthatfinallyworksthewayit should.

Theworkisnotfinished.Itmayneverbe finished.Butinthehandsofleaderslikehim,itis movingintherightdirection.

This new type of information will create an unprecedented database to be used by clinicians, researchers, and pharma companies. ‘‘

GENERATIVE EXAMPLES

ArtificialIntelligenceisabuzzingwordinthe world.SeveralindustriesareimplementingAI partiallyorareinbetatesting.So,asan entrepreneur,youmustbesearchingforgenerativeAI examples,Right?

First,wehavetounderstanditsdepth.AIis transformingourworldandshowcasingglimpsesof ourbrightanddream-come-truefuturefromsci-fi movies.ThemostpopularAItoolsthatweoftenhear aboutareChatGPT,GoogleGemini,andBingCopilot.

AstheintegrationofthesegenerativeAIistakingplace acrossvarioussectors,letushavealookatspecific generativeAIexamples.

GenerativeAIExamplesAccordingtoSpecific Industries

GenerativeAIExamplesinHealthcare

1.DiagnosisandImaging

Paige.ai leverages generative AI for cancer pathology analysis.

Paigeisacompanythatusescutting-edgeAI technologiestorevolutionizepathology.Thismakes generativeAIaccessibletodoctors,enhancingtheir abilitytodiagnoseandtreatdiseases.

Movingon,Paigeisn’tjustaboutthepresent.It’s buildingthefutureofcancerdiagnosis.Byofferinga comprehensivedigitalpathologyplatformandrobust AIapplications,it’spavingthewayforadvancements inmedicalscience.

Now,let’sdelveintosomekeypoints.Paigeharnesses thepowerofAItousherinaneweraofcancer

discoveryandtreatment.Ithasdevelopedacloudbasedplatformthattransformstheworkflowof pathologists.Thisnotonlyincreasestheir productivitybutalsobooststheirdiagnostic confidence.

Inaddition,Paigehasjoinedforceswith Microsoft.Together,theyhavebuilttheworld’s largestimage-basedAImodels.Thesemodelsare specificallydesignedfordigitalpathologyand oncology.

Lastly,Paigehasmadeasignificantbreakthrough. IthasintroducedanewAI-BasedBiomarker ScreeningAdvancement.Thisinnovation drasticallyreducesdiagnosticturnaroundtimes.

Asaresult,itenablesdoctorstomakeprecision treatmentdecisionsmoreefficiently.

2.

DrugDiscovery

Insilico Medicine is utilizing generative AI to design and develop new drugs.

InsilicoMedicineisagloballyrecognizedbiotech company.Itleadsthewayinend-to-endgenerative AI-drivenbiotechnology.

ThemissionofInsilicoMedicineisnoteworthy.It aimstoextendhealthyproductivelongevity This isachievedbytransformingdrugdiscoveryand developmentwithgenerativeartificialintelligence.

KeypointsaboutInsilicoMedicine:

Thecompanyplaysasignificantroleinthe medicalfield.Itreducesthetimeandcostof deliveringlife-savingmedicationstopatients.

Theypossessauniquetool,thePharma.AI platform.Thisproprietaryplatformacceleratesdrug discoveryanddevelopment.Itspansacrossbiology, chemistry,andclinicaldevelopment.

Anotherremarkableplatformtheyhaveisin Clinico.Thisdata-drivenplatformforecastsasingle clinicaltrial’ssuccessprobability.

Lastly,anotablememberofInsilicoMedicine’s ScientificAdvisoryBoardisMichaelLevitt.He wontheNobelPrizeinChemistryin2013.His groundbreakingworkinproteinstructureand proteinfoldingusingcomputermodelingis commendable.

3.PatientCareandCommunication

Navina’s AI assistant helps doctors by generating reports, summarizing patient data, and even drafting referral letters.

Navinaisacompanythatprovidesaclinician-first AIplatform.ThemissionofNavinaistostreamline patientcare.Itachievesthisbytransformingchaotic dataintoactionablepatientportraits.

KeypointsaboutNavina:

Navina’sproprietaryAIisagame-changer.It integratesdatafromEHRsandothersources.The AIsurfaceswhat’simportantandidentifiespotential qualityandriskgapsrequiringattention.

Furthermore,Navinaprovidesefficientpre-visit planning.Itensuresaccuratediagnosiscapture, improvedriskadjustmentaccuracy,andsuperior qualitycompliance.Thisreducestheburdenon physicians,makingtheirworkmoremanageable.

Navina’sAIenginemeetsriskadjustmentneeds.It streamlinespre-visitreviewswithAI-poweredHCC recommendations.Thissimplifiestheworkflowfor everyoneinvolved,makingitapracticalapplication ofgenerativeAI.

Lastly,Navinaoffersacompleteriskadjustment solution.Itcoverseverythingfrompre-visit planningtopoint-of-careassessment.Navina’sAIpoweredsolutionforcaregapmanagement streamlinesthequalityworkflow

Thisbenefitsbothqualityteamsandclinicians,showcasing thepowerofgenerativeAIexamplesinhealthcare.

GenerativeAIExamplesinManufacturing

4.ProductDesign&Development

Autodesk partnered with Airbus to utilize generative AI for designing future jetliners.

Airbus,theaircraftmanufacturer,isashiningexampleof generativeAIinaction.Ithasbeenusingadvanced technologieslikegenerativedesignand3Dprintingto transformairtravelintoadynamic,eco-friendly experience.

Movingon,Airbus’sInnovationManager,Bastian Schaefer,isattheforefrontofthistransformation.Heis workingtirelesslytomakejetlinersmoreefficientand comfortable.

AspartoftheteamthatdevelopedtheAirbusConcept Plane,Schaefer’sinsightsareshapingthefutureofair travel.Thisvisionofthejetlinerof2050willbemuch lighter,uselessfuel,andleaveasmallercarbonfootprint.

Thiscomplexvisionreliesoncutting-edgetechnology inspiredbynature:generativedesign.Schaeferbegan workingwithAutodeskResearch,usinggenerativedesign todevelopwhattheteamcalled “the bionic partition.”

Generativedesignisatechnologythatmimicsnature’s evolutionaryapproachtodesign.Itstartswithyourdesign goalsandthenexploresallpossiblepermutationsofa solutiontofindthebestoption.

ThisisoneofthemanygenerativeAIexamplesthatare revolutionizingindustries.

5.PredictiveMaintenance

GE Predix is an AI platform used by GE Aviation for predictive maintenance in jet engines.

ThePredixPlatformbyGEDigital.ItservesasanIoT edge-to-cloudfoundationsharedbyGEDigital applications.

Movingon,thePredixPlatformismorethanjusta platform.It’sacloud-basedPlatform-as-a-Service(PaaS) specificallydesignedfortheindustrialinternet.

Furthermore,thePredixPlatformconnectsvariouselements. Itlinksmachines,data,people,andotherassets.Thisis achievedusingleadingtechnologiesfordistributed computing,big-dataanalytics,assetdatamanagement,and machine-to-machinecommunication.

Lastly,PredixEssentialsisthecommercialofferingofthe PredixPlatform.Itofferscustomersacompletepackageof thecorePredixPlatformservicesusedbyGEDigital applications.

ThisshowcasesthepracticalapplicationofgenerativeAI examplesinthemanufacturingindustry.

6.Tools&Companies

Generative Design technology by Siemens Software

GenerativeDesignTechnologybySiemensSoftwareenables designcollaborationwithartificialintelligencein engineering.

Movingon,generativedesignisauniquecapabilityofCAD generativeengineeringapplications.Itautonomously generatesanumberofdesignalternativesgivenasetnumber ofconstraints.Thiscanbedonewithoutanengineer’s guidanceorinteraction,freeingthemupforothertasks.

Oncecomplete,theengineerscanchoosewhichdesignsthey wanttoexploremorecompletely.GenerativedesigninCAD isaninnovativeapproach.Itinvolvesusingalgorithmsand AItogeneratemultipledesignoptionsbasedonspecified parametersandconstraints.

Furthermore,itallowsdesignersandengineerstoexplorea widerangeofpotentialsolutions.Theycanoptimizedesigns forvariousobjectivessuchasweightreduction,material efficiency,costminimization,andperformanceenhancement.

Generativedesignoftenproducescomplexgeometric shapesandstructures.Thesemaybedifficultto conceivemanuallybutareexcellentgenerativeAI examples.Thesedesignscanleveragethefull potentialofadvancedmanufacturingtechniquessuch asadditivemanufacturing(3Dprinting).

Lastly,generativedesigncanoptimizedesignsacross multipledisciplines.Thisincludesstructuralanalysis, fluiddynamics,thermalmanagement,and electromagneticsimulations.Itachievesoptimal performanceacrossvariouscriteria,showcasingthe powerofgenerativeAIinaction.

GenerativeAIExamplesinAgriculture

7.PrecisionAgriculturewithAIInsights

“Planet” provides the most current and complete agricultural insights across every region and season.

Planetcompanyspecializesin “Monitoring for Precision Agriculture.” Itprovideshigh-resolution, high-frequencysatellitesolutions.Thesesolutions offercriticalinsightsnecessaryforproductive, profitable,andsustainablefarming.

Movingon,Planetprovidesthemostcurrentand completeagriculturalinsights.Theseinsightsspan acrosseveryregionandseason.WithPlanet,growers canmeasurecrophealthfrompreseasontoharvest. Thisallowsthemtofarmmoreefficiently,profitably, andsustainably.

Furthermore,Planet’sdailystreamofhigh-resolution satelliteimageryisnoteworthy.Itenablesprecision agricultureatscale,eveninregionswithfrequent cloudcover.Providingacombinationofbroadarea coverage,field-leveldetail,frequentin-seasonrevisit rates,andrapidaccess,Planetprovidesvaluableinput ateachstageofcropmanagement.

Lastly,Planet’ssimplecloud-basedAPIsareworth mentioning.TheyallowPlanetdatatobeintegrated intoyoursoftwarepipelinewithease.Planet’shigh cadencemonitoringand3-5meterresolutionimagery allowyoutotrackagriculturalprocesseswithease.

Thisshowcasesthepracticalapplicationofgenerative AIexamplesintheagricultureindustry

8.PredictiveDiseaseandPestControl

Phytech uses generative AI to analyze historical data and weather patterns to predict outbreaks of crop diseases and pests.

Phytechisacompanythatconnectsgrowerstotheirplants, helpingthemmonitor,plan,automate,andmanagevarious aspectsoffarming.

Movingon,Phytech’stechnologyisbasedondirectdata fromyourtrees,fruits,soil,climate,andirrigationsystem. Thisallowsforamoreefficientandeffectivefarming process.

Furthermore,Phytechprovidesdirecthealthandwater demanddata.Thisallowstreestoindicatewhenandhow muchwatertheyneedtoproducehigh-qualityyields.It’sa practicalapplicationofgenerativeAIexamplesin agriculture.

Phytechoffersafullpictureofyourfarm’sneedsata glance.Thisincludesstressedblocks,irrigation performance,andPhytech’srecommendations.It’sa testamenttothepowerofgenerativeAIinaction.

Phytech’spressuresensorsplacedontheirrigationsystem monitoractualirrigationineachblock.Thisensuresoptimal waterusageandpromotessustainablefarmingpractices.

Inaddition,Phytechhelpsgrowersreachtheirdesiredfruit size.Ittracksthefruit’sgrowthagainstatrajectoryand controlsitssizebyapplyingirrigation.Atlast,Phytech offersongoingirrigationconsultancyandsupport.

9.AI-poweredChatbotsforPersonalizedLearning

Plantix uses generative AI to create chatbots that answer farmers’ questions about crop health, pest identification, and best practices.

Plantixisafreeappthatservesasaprimeexampleof generativeAIinaction.Ithelpsfarmersdiagnoseandtreat cropproblems,therebyimprovingproductivityand providingfarmingknowledge.

Movingforward,Plantixoffersauniquefeature.Farmers cantakeaphotooftheirsickcropandgetafreediagnosis andtreatmentsuggestionsinafewseconds.Thisshowcases thepracticalapplicationofgenerativeAIexamplesin agriculture.

Furthermore,Plantixhasacommunityofagriexperts.Theyprovideadviceandsharetheir experiences,contributingtoaknowledge-rich platform.

Theappalsoprovidesinformationonspecificcrop diseasesandpreventionmethods.Thisensuresa successfulharvest,demonstratingthepowerof generativeAIinaction.

Lastly,Plantixhasachievedasignificantmilestone. Asthemostdownloadedag-techappworldwide,it hasansweredmorethan100millioncrop-related questionsfromfarmers.Thisisatestamenttothe impactofgenerativeAIexamplesintheindustry

GenerativeAIExamplesinEducation

10.PersonalizedLearningPlatforms

ALEKS creates individualized learning paths for students in math, chemistry, statistics, and accounting.

ALEKSisanadaptiveonlinelearningprogram.It caterstovarioussubjectslikemath,chemistry, statistics,andaccounting.

ALEKSenablesallstudentstohavethesame learningopportunity WithALEKS,studentsachieve masterymorethan90%ofthetime,showcasingthe effectivenessofgenerativeAIexamplesineducation.

Furthermore,ALEKSisaresearch-based,online learningprogram.ItofferscourseproductsforMath, Chemistry,Statistics,andmore.Rootedin20years ofresearchandanalytics,ALEKSprovidesadeep understandingofeachstudent’sknowledgeand learningprogress.

Constantlyadaptingtoupdateeachstudent’s knowledgestate,ALEKSguidesstudentsto preciselywhattheyarereadytolearnatalltimes. Thisensuresapersonalizedlearningexperiencefor everystudent.

Atlast,ALEKShelpsstudentsmastercoursetopics throughacontinuouscycleofmastery,knowledge retention,andpositivefeedback.Ithashelpedover 25,000,000studentsandcounting,demonstratingthe impactofgenerativeAIexamplesintheindustry

11.LanguageLearning

italki connects students with online language tutors.

italkiisalanguagelearningplatformconnecting studentswithcertifiedlanguagetutorsfromaroundthe world.

Itoffers1-on-1lessonsthatarecustomizableand trustedbymillionsofusers.Youcanlearnfrom certifiedteacherswhofityourbudgetandschedule, showcasingtheflexibilityofgenerativeAIexamples ineducation.

Furthermore,italkiprovidesaglobalcommunityof languagelearners.Thisfostersacollaborativelearning environmentandenhancesthelearningexperience.

Inaddition,italkioffersawiderangeoflanguage options.Youcanpickfromover150languages includingEnglish,Japanese,Spanish,Chinese, French,Italian,German,Portuguese,Korean,Arabic, andmore.

Lastly,italkioffersvariousresourcesforlearning beyondtheclassroom.Theseincludeassessments, podcasts,articles,topics,prompts,quizzes,andmore. Thiscomprehensiveapproachtolanguagelearning demonstratesthefar-reachingimpactofgenerativeAI examplesintheeducationalsector

12.AI-poweredContentCreation

Nearpod allows teachers to create interactive lessons that include quizzes, polls, and open-ended questions.

Nearpodisareal-timestudentengagementplatform thatstandsasoneoftheprimegenerativeAI examples.Itoffersinteractivelessons,videos, gamification,andactivities.

Movingon,Nearpodprovidesreal-timeinsightsinto studentunderstanding.Itdoesthisthroughinteractive lessons,videos,gamification,andactivities,allwithin asingleplatform.

Furthermore,Nearpodallowsteacherstovisualizeand supportstudentunderstanding.Itenablesthemto adaptinstructionoraddressmisconceptionson-the-fly, showcasingtheflexibilityofgenerativeAIexamples ineducation.

Teacherscanmakeanyslides-basedlessonsinteractive withNearpod.Theycangatherdataonstudent understandingbyaddingformativeassessments, simulations,anddynamicmedia.

Additionally,Nearpodoffersgamificationandactivities likeTimetoClimb,MatchingPairs,DrawIt,andNEW Drag&Drop.Thesefeaturesenhancethelearning experienceandmakeitmoreengaging.

Lastly,Nearpodisflexibleandcanbeusedinvarious environments,beitclassroom,distancelearning,or hybrid.Itintegrateswiththetoolsyou’realreadyusing, suchasPowerPoints,GoogleSlides,worksheets,videos, andotherresources.Thisshowcasesthepractical applicationofgenerativeAIexamplesintheeducational sector.

GenerativeAIExamplesinAdvertisingandMarketing

13.MarketingCopywriting

Anyword is an AI writing platform that uses natural language processing to generate and optimize marketing content.

Anywordisaversatiletoolthatstandsasaprimeexample ofgenerativeAIinadvertisingandmarketing.Itcanbe usedtocreateandoptimizecontentforwebsites,social media,email,andads.

Movingon,Anywordboastsarangeoffeatures.Itoffers customscoringmodelsthattrainAImodelsonbrandand performancedata.Thisensuresthecontentgeneratedisin linewiththebrandvoiceandislikelytoperformwell.

Furthermore,Anywordsupportscustomization.Itallows userstodefinekeywordstomaintainbrandvoiceand relevance.ThisshowcasestheflexibilityofgenerativeAI examplesincontentcreation.

Inaddition,Anywordcaterstoavarietyofcontenttypes. Itincludessocialmediadescriptions,headlines,andemail marketing.Italsoprovidestemplatesforvarious platforms,enhancingtheuserexperience.

Lastly,Anywordexcelsinadcopycreationand optimization.Itenhancesadcopycreationand optimizationforplatformslikeGoogleandFacebook. Thisdemonstratesthepracticalapplicationofgenerative AIexamplesinthemarketingsector

Anywordcanbeusedtocreateandoptimizealltypes ofmarketingcontent.Thisincludesgeneratingon-page contentandmetadescriptionsforwebsites,creating relevantadcopiespersonalizedtodifferentaudiences forads,andproducinghundredsofhigh-converting postideastailoredtoeachplatformforsocialmedia.

14.MediaSector

muse.ai is a next-gen ad-free video hosting platform that includes a powerful embedded video player and the most advanced video search.

Muse.aiisanAI-poweredplatformthatstandsasa primeexampleofgenerativeAI.Itusesmachine learningalgorithmstoanalyzevideocontentand extractmetadataandinsights.Thishelpsbusinesses store,share,andembedvideooraudiofilesona unifiedinterface.

Muse.aioffersseveraladvantages.Oneofthemis automatedvideotranscription.Itconvertsspeechinto text,allowinguserstosearchandnavigatethrough theirvideos.

Furthermore,Muse.aiprovidesanAIvideosearch feature.Userscanusethistofindabstractideaslike “mysteriousatmosphere”or“happymoment”.This showcasesthepowerofgenerativeAIexamplesin contentdiscovery

Inaddition,Muse.aioffersprivatestreaming.Userscan enjoyad-freeandprivatestreaming,enhancingtheuser experience.

Moreover,Muse.aiprovidesAI-assistedinsights.Users canusetheseinsightstogainadeeperunderstanding andcontextwithinvideocontent.

Inaddition,Muse.aioffersadvancedvideosearch. Yourvideosareautomaticallyanalyzedandlabeledby artificialintelligence.Youcansearchforanything: speech,people,text,objects,sounds,actions,and more.

Youcanswiftlyfindrelatedconceptsacrossa multitudeofvideos,surfacerelevantclips,discover unexpectedinsights,andzeroinontheresultswith fine-grainedfilters.Thisdemonstratesthepractical applicationofgenerativeAIexamplesinthe mediasector

15.VideoCreation

RunwayML’s Video AI model allows users to generate videos on their phones using text.

RunwayMLisanAIresearchcompany.It’s shapingthenexteraofart,entertainment,and humancreativity.Itsmissionistobringthe creativepotentialofAItoeveryone.

RunwayMLprovidesasuiteoftoolsforcreative tasks.ThesetoolsareperfectgenerativeAI examples.TheyincludeGen-1andGen-2, amongothers.Gen-1isagenerativevideo-tovideotool.Gen-2isagenerativeimage-to-video ortext-to-videotool.

TheyalsoofferaMotionBrushandtoolsfor convertingtexttovideo,imagetovideo,videoto video,texttoimage,andimagetoimage.

RunwayStudiosisaplatformcreatedby RunwayML.It’sforanyonewithastorytotell. Theaimistoempowerandcelebratethenext generationofstorytellers.

TheCreativePartnersProgramexiststouplift andempowertoday’sleadingcreatives. Establishedin2023,theAIFilmFestivalisa celebrationoftheartandartistsembracingnew AItechniquesforfilmmaking.

RunwayMListrustedbytheworld’stop creatives.It’susedbycompaniesandcreatives worldwide.ItallowsuserstoleverageAIto elevatetheirvideoeditingcreations.Userscan producemoreadvancedcontent,including3D animations,effects,andmore.

EndNote

ThesearethehandfulofgenerativeAIexamples wecuratedforourreaders.Butremember,the generativeAIecosystemiscontinuously evolving,andnewbusinessesareconsistently emerging.

Stayingupdatedwithindustrynewsandtrends canhelpyouidentifythemostsuitablesolutions foryourneeds.Wewillkeepbringingupsuch valuablecontentforyou.

J. MICHAEL DANIEL

How One Man Turned Government Service Into a Force for Collective Security

Cybersecurity is not purely a technical problem. It is also an economic, national security, psychological, law enforcement, public health and safety, and business management problem, all at the same time.

Thereissomethingquietlyparadoxicalaboutthe workJ.MichaelDanieldoeseveryday.He spendshistimeconvincingrivalcompanies, companiesthatcompeteaggressivelyforthesameclients, thesamecontracts,andthesamecredibility,tohandeach othertheirmostsensitiveintelligence.Heasksthemtotrust oneanotherwithinformationtheywouldordinarilyprotect withthesamevigilanceasurgeonappliestoadiagnosis. Andsomehow,withaconsistencythatstillsurprisespeople whodonotknowhimwell,itworks.

DanielisthePresidentandCEOoftheCyberThreat Alliance(CTA),anonprofitorganizationbuiltonwhat sounds,atfirst,likeautopianpremise:thatincybersecurity, collaborationisnotavulnerability.Itistheonlyviable strategy.Hispathtothisrolewindsthroughmorethantwo decadesoffederalservice,throughtheinnerofficesofthe ObamaWhiteHouse,andthroughsomeofthemost consequentialandfrighteningcyberincidentsin Americanhistory.

Hearrivedatthisworknotthroughambitionexactly,but throughthekindofslow,methodicalaccumulationof expertisethathappenswhenapersoniscurious,careful, andwillingtofollowtheworkwhereveritleads.

ABudgetExaminerWhoStumbledIntoaWar

TheoriginstoryofJ.MichaelDanielasacybersecurity leaderisnot,byhisownaccount,adramaticone.Itbegins inJuly1995withspreadsheets,appropriationsrequests,and theparticulardisciplineofamanwhohadtounderstand,in preciseterms,wherethegovernment’smoneywasgoing.

Thatsummer,DanieljoinedtheOfficeofManagementand Budget’sNationalSecurityDivisionasaprogram examiner Therolewasexactingandunglamorousinthe waythatfoundationalworkoftenis.Youscrutinizefunding requests.Youaskhardquestions.Youmakesurethe numberstellacoherentstory.Itisthekindofjobthat rewardspatienceandpunishesassumptions,anditturnsout tobeexcellentpreparationforeverythingthatcamenext.

ThencameSeptember11,2001,andtheworldreorganized itselfaroundanewsetofthreats.Intheaftermath,Daniel waspromotedtoChiefoftheIntelligenceBranch,wherehe oversawthebudgetsfortheentireU.S.Intelligence Community.Itwasasignificantelevation,andwithitcame anentirelynewcategoryofproblemstoabsorb.

“In the mid-2000s, the IC began prioritizing cybersecurity and requesting large amounts of money for this mission,” herecalls. “I got involved in cybersecurity because I had to understand those funding requests.”

Itisacharacteristicallyhonestanswer.Hedidnotarriveat cybersecuritythroughagrandsenseofcalling.Hearrived becauseitwashisjobtounderstandwheresignificantsums ofpublicmoneywerebeingdirected,andcybersecuritywas suddenlywhereenormoussumsofpublicmoneywere beingdirected.Asmoreandmoreagenciesbeganmaking similarrequests,Danielbecame,organicallyandthen officially,thedefactoleadforcybersecurityspending acrosstheentireU.S.government.

By2012,theObamaAdministrationhadwatchedenoughof thisworktoreachaconclusion.ItaskedDanieltobecome theU.S.CybersecurityCoordinator,placinghimdirectlyat PresidentObama’ssideashisprimarycyberadvisor.He heldthatroleforfourandahalfyears,accumulating,across hisfullgovernmenttenure,morethantwodecadesof federalservice.

InWashington,fourandahalfyearsinahigh-stakes advisoryroleisnotabriefposting.Itisan education.

WhentheWorldWasonFire

Theperiodbetween2012and2016constitutes,in thecompressedandofteninvisiblehistoryof Americancybersecurity,somethingclosetoa crucible.Michaelwaspresentfornearlyallofit,and noneofitwascomfortable.

HewasinvolvedintheIraniandenial-of-service attacksonU.S.banks.HeworkedthroughtheNorth KoreanattackonSonyPictures.Henavigatedthe Chinesetheftofintellectualpropertyandthe catastrophicbreachoftheOfficeofPersonnel Management.Andthen,atthecloseofhistenure, cametheRussianinterferenceinthe2016elections, amomentthatwouldalterpublicunderstandingof whatcyberspaceactuallywasandwhoitserved.

Eachofthesesituationssharedaqualitythatpolicy discussionsrarelycapturehonestly:theinformation wasnevercomplete.Thepicturewasalwayspartial. Andadecisionhadtobemaderegardless.

“In all of these situations, we were making decisions with less than perfect or complete information,” Michaelsays. “Yet, doing nothing was not an option.”

Thisistheoperationaltruthofcrisisleadershipthat mostcomfortableretrospectivesprefertoskip.The luxuryofwaitingforclaritydoesnotexistwhen adversariesaremovinginrealtime.WhatMichael developedacrossthoseyearswasnotatolerancefor uncertaintyexactly,butadisciplinedwayof workingwithinit:makethebestdecisionavailable, stayadaptive,andreviseasnewinformationarrives. Itisahabitofmindthatcarrieddirectlyintohisnext chapter

BuildingtheAlliance

Afterfourandahalfyearsasthenation’s cybersecuritycoordinator,Michaelleftgovernment andhelpedbuildsomethingthat,initsconception, requiredexactlytheskillshehadspentdecades developing:theabilitytocreatetrustin environmentswheretrustdoesnotcomenaturally.

The cybersecurity industry has lots of practice in collaborative competition, but we need to make sure that this ethos endures. It is the only way to address the threats that we face.

TheCyberThreatAlliancewasnotagovernment initiative.ItgrewoutofaconversationamongtheCEOs ofseveralmajorcybersecuritycompanieswhohad arrived,eachthroughtheirownexperience,atan inconvenientsharedtruth.Nosinglecybersecurity company,regardlessofitssizeorsophistication,detects everypossiblethreatacrosstheinternet.Notone.

Thethreatsaretoonumerous,toodistributed,andtoo variedforanysingleorganizationtoholdacomplete picture.Protectingcustomerseffectivelyrequiresseeing moreofthethreatlandscapethananyonecompanycan seeonitsown.Andthat,inturn,requiressharing.

“However, competitive issues, trust barriers, and a lack of scalable mechanisms inhibited sharing,” Michael explains.

ThefoundingCEOsunderstoodtheyneededsomething outsidethecommercialarenaentirely Aneutral organizationthatcouldholdthedata,managethe technology,andmakesharingstructurallypossible withoutanyonecompany’sinterestsshapingthetermsof exchange.TheyneededtheCyberThreatAlliance.And theyneededsomeonewhounderstoodboththe architectureofnationalsecurityandtheincentivesofthe privatesectorwellenoughtorunitwithoutlosingeither audience.Michaelwasthatperson.

SharingIsNotOptional

HereiswheretheCTA’smodeldivergesmostsharply fromconventionalpractice,andwhereMichael’s thinkingaboutinstitutionalbehaviorbecomesmost visible.

Mostthreatintelligencesharingarrangementsacross thecybersecurityindustryarevoluntary.Organizations contributewhenthecalculusseemstofavorit,whenit isconvenient,andwhensomeonerememberstofollow through.Voluntarysystems,predictably,underdeliver Peoplearebusy.Companiesareprotectiveofthedata thatdefinestheircompetitiveedge.Goodintentionsare notamechanism.TheCTAdoesnotworkthatway

“CTA members are required to share information; it’s not voluntary,” Michaelsays. “We use a scoring system to assign a point value to incoming threat intelligence; members are required to score a certain number of points every week to stay in good standing and remain members.”

Thesharingitselfoperatesacrossthreedistinct channels.Thefirstisautomated,machine-to-machine sharingoftechnicalthreatintelligenceathighspeed andlargescale,thekindofrapiddataexchangethat formstheoperationalfoundationofeverythingthe CTAdoes.Thesecondisfinishedintelligencesharing, wherememberscontributepre-publicationversionsof intelligencereportsunderembargo,justbeforetheir broadpublicrelease.Thethirdoperatesathuman speed:researchersandanalystsexchanginginsights throughCTAchannelsinthedirect,professionalway thatexpertisehasalwaystraveledbetweenpeoplewho trusteachotherenoughtotalk.

Beyondtherawdata,theCTAasksmemberstosupply context.Whenwasathreatindicatordetected?Inwhat country?Underwhatcircumstances? “Those kinds of details help enrich the raw data and make it more useful,” Michaelnotes.Rawdatastrippedofcontextis onlypartiallyuseful.Contextiswhatconvertsadata pointintointelligenceyoucanacton.Andthemotive forparticipatinginallofthis,Michaeliscarefulto clarify,isnotpurelygenerous.

“Collaboration is not just about altruism. While collaboration can help the ecosystem as a whole, it also helps collaborators become more effective competitors.”

Itisacharacteristicallypreciseobservation.TheCTA’s modelworksnotbecauseitappealstothebetterangelsof competitivecompanies,butbecauseitisbuiltaroundthe recognitionthatsharingmakeseveryonemorecapable.That isnotidealism.Thatisincentivedesign.

ThePhilosophyofCyberDefense

OneofthemostpersistentfrustrationsofMichael’scareer hasbeenwatchingorganizationsfundamentallymisread whatkindofproblemtheyareactuallydealingwith.

Cybersecurityisnotatechnicalproblem.Itis, simultaneously,aneconomicproblem,anationalsecurity problem,apsychologicalproblem,alawenforcement problem,apublichealthandsafetyproblem,andabusiness managementproblem.Thatlayeredcomplexityisprecisely whatmakesitsoconsistentlymishandled,andsoeasyto addressinwaysthatfeelproductivebutarenot.

“Many organizations still treat cybersecurity as if it is a technical problem to be solved with a technology purchase, rather than a long-term, systemic risk to be managed through a combination of technology, policy, and attention,” hesays.

Thereisalsothetendency,whichMichaelfindsequally problematic,totreatpreparednessasanevent.An organizationlaunchesacybersecurityinitiative,acquires sometools,trainssomestaff,andfilesthematterunder resolved.Thensomethinggoeswrong,andtheshockis genuine,eventhoughitshouldnotbe.

Effectivecybersecuritypolicy,inhisview,hastodo somethingmorefoundational:ithastocreatetheright incentivesforindividualsandorganizationstotake consistent,meaningfulaction.Italsohastoreckonwiththe factthatcyberincidentsneverhappeninavacuum.Good policyrequiresunderstandinggeopolitics,business environments,andtechnology,notasseparateinputsbutas asingleintegratedreality.

Onthequestionofhowsuccessshouldbemeasured, Michaelisequallyprecise.Keepingmaliciousactors entirelyoutofyournetworkisnotarealisticgoal,and pursuingitasaprimaryobjectivedistortsyourdefensesin waysthatleaveyoumoreexposed,notless.

“Redefine success to be preventing the malicious actors from achieving their goals, as opposed to keeping bad actors out of their networks,” hesays.

Onmetrics,hisguidanceisspecific.Organizations cannotrealisticallyworkwithmorethanroughlyten metricsatatime,andthosemetricsmustspanthefull lifecycleofcybersecuritymanagement:identify,protect, detect,respond,recover,andgovern.Thepurposeofa metric,inhisframework,isnottogenerateareport.Itis tohelpaleadermakeabetterdecision.

Andcomplexity,apointhereturnstowiththe consistencyofsomeonewhohaswatcheditcause damagerepeatedly,istheenemyofsecurity Themore elaborateanITenvironmentbecomes,themoredifficult itistodefend.Simplificationisnotjustsensible management.Itisasecuritystrategy.

TheAIHorizon

Artificialintelligencehasbeenpartofcybersecurityfor welloveradecade.Systemsbuilttoclassifysoftwareas maliciousorbenignhavebeenoperatingsincethemid2010s.Michaeliscarefultoplacethecurrent excitementaroundAIinthatlongerarc,acknowledging whatisgenuinelycontinuousandwhatisgenuinely new.

GenerativeandagenticAItoolsrepresentameaningful shiftinwhatbothattackersanddefendersarecapable of,andheisnotinclinedtominimizeit.

“They will make malicious actors much more effective and efficient, increasing the scope, speed, and impact of their activities,” hesays. “These tools will also make defenders more efficient and effective.”

Overthelongerterm,hebelievesAIwillhelpmake softwaremoreinherentlysecurefromthestart, progressivelyreducingtheusefulnessofvulnerability exploitationasaprimaryattackstrategy.The consequenceofthis,however,issignificant:adversaries willmigratetowardsocialengineering,whichis considerablyhardertodefendagainstandwhichno technologicalsolutionfullyneutralizes.

Formostorganizations,hisguidanceispracticalrather thanvisionary Askyourcybersecurityprovider,directly andspecifically,howtheyareusingAItostrengthen yourdefenses.Makesuretheyareactuallyleveraging thetoolsavailabletothem. “The goal is not to immediately adopt every new tool that comes along, but rather to adopt those tools that will make defensive teams better off,” hesays.

AgenticAI,headds,willaccelerateeverythingfurther. Speedisalreadyanadvantagethatattackershold.Agentic systemswillamplifythatadvantageonbothsides,which meanstheimperativetokeeppaceisnotgoingtodiminish.

GeopoliticsandtheNewCyberBattlefield

Cybersecurityhasneverbeengenuinelyseparatefrom geopolitics,Michaelsays,buttherelationshipbetweenthem isnowmorelegibleandmoreconsequentialthanithasever been.Nation-statesusecyberspaceasadomainofactive conflict.Andbecauseprivatesectorcompaniesownthe majorityofthedigitalinfrastructureintheWesternworld, thosecompaniesarenotbystanders.Theyarethetargets.

“Since private sector companies own the majority of the digital environment in the western world, they will be the targets of nation-state-led malicious cyber activity,” he says.

Fororganizationswithglobalambitionsoroperations,this changestheinvestmentcalculusinafundamentalway. Cybersecuritycannolongerbetreatedasanoverheadcost tobecontrolledoracomplianceboxtobechecked.Itmust befactoredexplicitlyintoinvestmentdecisions.Certain investments,madewithoutregardtotheircybersecurity implications,coulddramaticallyincreaseacompany’s exposure.Thatisnotatheoreticalcautionfromacareer bureaucrat.Itisastrategicrealitythatmarketsandboards areonlybeginningtofullyabsorb.

QuantumandtheComingStorm

IftheAIconversationcarriesasenseofpresentand immediateurgency,thequantumcomputingconversation carriessomethingdifferent:aslow,buildingcertaintythat mostorganizationshavenotyettranslatedintoaction,even thoughthetimelineisrealandtheconsequencesare specific.

Theprimarythreatisnotabstract.Quantumcomputers, whensufficientlypowerful,willrendercertainwidelyused formsofencryptionuseless.Thismeansthatorganizations needtoknow,withgenuineprecision,whatcryptography theyarecurrentlyusing,whereitisembeddedacrosstheir systems,andhowtheyplantotransitiontoquantum-safe algorithms.

“Particularly for large organizations, this endeavour will take a long time, so if they haven’t already started working on the transition, they are already late,” Michaelsays.

Heisnotbeingtheatrical.Heisbeingmathematical.Thetransition towhatiscalledPost-QuantumCryptography,orPQC,isnota quickproject.Itrequirescomprehensivemappingofexisting cryptographicdependenciesandcareful,systematic implementationacrosssystemsthatwerenotbuiltwiththis transitioninmind.Forlargeorganizations,theworkissubstantial.

Theconsolation,anditisarealone,isthattheinvestmentinPQC strengthenssecurityregardlessofexactlywhenquantum computersfullyarrive.Thepreparationhasvalueevenifthe timelineshifts.

“The second-best time to start is now,” hesayssimply

Incybersecurity,waitingfortheperfectmomentisitsownkindof risk.

TheManWhoTakesHisWorkSeriously,butNotHimself

Inafieldthatcanmistakealarmforauthorityandurgencyfor wisdom,Michaelisanoticeablydifferentkindofpresence.Heis seriouswithoutbeinggrim.Heisdeeplyknowledgeablewithout beingtheatricalaboutit.

HestudiesJapanesemartialarts.Heleadshischildren’sScout troop.Hetravels.Hehasteenagersathome,whichhenotes,with theparticularwarmthofsomeonewhomeansit,isareliableand dailysourceofperspective.

“While I take my work seriously, I try not to take myself too seriously,” hesays.Itis thekindofstatementthatiseasytomake andconsiderablyhardertoliveby.Those whohaveworkedwithhimacrossthespan ofhiscareersuggestthat,inhiscase,the statementisaccurate.

Thereissomethingworthsittingwithin thefullarcofwhathehasbuilt.Theman whobeganin1995scrutinizingbudget linesinagovernmentofficeisnowthe personresponsibleforconvincingthemost competitivefirmsinanindustrytotrust oneanotherwiththeirmostsensitive operationaldata.Thethreadconnecting thosetwochaptersisidenticalinboth cases.Itisthequiet,persistent,often unglamorousworkofmakingcomplex systemsfunctionbetterthantheynaturally would.

ThatiswhatJ.MichaelDanieldoes.Not loudly,andnotalwaysvisibly,butwiththe kindofinformed,sustainedcommitment thatthefutureofcybersecurity,andthe organizationsandindividualswhodepend onit,cannotaffordtobewithout.

RENEWABLE ENERGY INVESTMENT

Top Green Energy Bets for 2026

TheU.S.renewableenergymarketisentering2026withhistoric

momentum,fueledbypowerfultailwinds.Government incentivesliketheInflationReductionAct,surgingelectricity demandfromAI-drivendatacenters,andrapidlyfallingsolar,wind,and batterycostsaretransformingcleanenergyfromanalternativeintothe backboneofAmerica’sfuturegrid.Bythemid-2030s,renewablesare projectedtooutpacefossilfuelsasthecountry’sleadingpowersource.For investors,thisshiftrepresentsnotjustanenvironmentalmilestonebutalso agenerationaleconomicopportunity.Inthisguide,we’llexaminethetop renewableenergyinvestmentsfor2026,spotlightingU.S.leaders,global playersshapingdomesticmarkets,andAsia-Pacificgiantswithglobal ambitions.Thisanalysisdrawsonleadingindustryresearchandfinancial insightsbutisnotfinancialadvice—alwaysdoyourownduediligence.

What’sdrivingthegrowthofgreenenergy?

TheU.S.renewableenergysectorisentering2026withstrong momentum.Severalpowerfulforcesarepushingthisgrowth,andeach playsacriticalroleinshapingthefutureofenergy.Let’slookatthemain trends.

First,theAIanddatacenterboomisfuelingdemandlikeneverbefore. Everynewdatacenterneedsmassiveamountsofelectricitytopower serversandcoolingsystems.Insteadofrelyingonfossilfuels,companies areturningtorenewablestomeetthisdemand.Bigplayerssuchas MicrosoftandGooglehavealreadysignedrecordsolarandwindcontracts toruntheirdatacenters.Thisshiftispushingmorerenewableenergy investmentnationwide.

Second,theriseofsolarandwindisimpossibletoignore. AccordingtotheU.S.EnergyInformation Administration,solarwilladd22GWofcapacityin2026, whilewindwilladdanother9GW Together,theywill outpacecoalandgasasthefastest-growingenergy sources.Theirlowcostsandquickinstallationtimesmake themhighlyattractive.

Third,batterystorageissolvingthechallengeof reliability.Sincesolarworksonlywhenthesunshines, andwindonlywhenitblows,batterieshelpstoreextra powerforlater.Infact,utility-scalestoragecapacityin theU.S.isexpectedtotripleby2026,makingthegrid morestableandflexible.

Finally,governmentpoliciesareaddingspeed.The InflationReductionActof2022extendedtaxcreditsfor cleanenergyprojectsuntil2032.Thisnotonlyreduced costsbutalsoencourageddomesticmanufacturingof solarpanels,windturbines,andbatteries.

Allthesetrendstogethermakerenewableenergytheclear pathforwardin2026,bothforbusinessandfortheplanet.

Whichrenewableenergystocksarethebest investmentsin2026?

Disclaimer: This is not financial advice. Always do your own research and consult a licensed advisor before making investment decisions.

Investorsarekeepingacloseeyeonrenewableenergyin 2026.Thesectorisgrowingfast,andseveralcompanies arewell-positionedforlong-termsuccess.Herearesome ofthetopcategoriestowatchfromaU.S.perspective:

● SolarLeaders:CompanieslikeFirstSolar(FSLR)are expandingcapacitywithstronggovernmentsupport. TheirU.S.-basedmanufacturinggivesthemanedge undertheInflationReductionAct.

● WindPowerDevelopers:FirmssuchasNextEra Energy(NEE)continuetodominatewindprojects, bothonshoreandoffshore.Theirconsistentgrowthand projectpipelinemakethemreliableplayers.

● EnergyStorageInnovators:Batterystorageis criticalforbalancingthegrid.Companieslike FluenceEnergy(FLNC)areleadingthisspace, developingadvancedsolutionsthatsupportwider adoptionofrenewables.

● UtilityGiantsTransitioningtoGreen:Traditional utilitiessuchasDukeEnergy(DUK)andDominion Energy(D)areinvestingheavilyinsolar,wind,and storage.Theirsizeandresourcesallowsteadyrenewable energyinvestment.

● CleanTechManufacturers:Firmsbuildingsolar panels,windturbines,andbatterycomponentsintheU.S. arebenefitingfromincentives.Thisincludesboth establishedplayersandnewerentrantsscalingproduction rapidly

Together,thesecategoriesrepresentthemostpromising “greenenergybets”for2026.However,marketsremain volatile,andindividualperformancedependsonexecution, policychanges,andglobaldemandshifts.

A.U.S.-Focused&NorthAmericanPowerPlayers:

NextEraEnergy(NEE)

Valuation&MarketData:NEEtradesatapproximately $76.51pershareasofAugust19,2025(U.S.stockmarket).

Overview:Itstandsastheworld’slargestproducerofwind andsolarenergy.Thecompanyalsoinvestsheavilyingreen hydrogenandgridmodernizationprojects.

FirstSolar,Inc.(FSLR)

Valuation&MarketData:FSLRistradingaround $210.96pershareasofAugust20,2025.

Overview:FirstSolarspecializesinadvancedthin-film solarmodules,widelyusedinutility-scalesolar installations.Itemphasizesdomesticmanufacturinginthe U.S.

GEVernova(GEV)

StockPrice&MarketCap:Sharescurrentlytradeat about$603.13,withamarketcapitalizationof$170B.

ValuationMetrics:

Price-to-Sales:around4.5×

Price-to-Book:approximately19×

EnterpriseValue/EBITDA:between68–94×,depending onthesource.

FairValuevs.MarketPrice:OnemodelvaluesGEV at only$177.71,suggestingthestockmaytrade70% aboveitsfairvalue.

AnalystSentiment&Performance:Despitetwo recentdowngradescitinghighvaluation,thestock remainsresilient—up96%year-to-dateand272%over thepastyear;65%ofanalystsrateitaBuy,with averagetargetsapproaching$637–$670.

BrookfieldRenewablePartners(BEP)

Valuation&MarketData:

Sharepricestandsatabout$24.89asofAugust8, 2025.

Marketcapitalizationsitsnear$16.5billion,withan enterprisevalueof$76billion.

IntrinsicValue(GFValue): GuruFocusestimatesa GFValueof$32.36,implyingBEPmaybemodestly undervaluedatcurrentlevels(ratio≈0.77).

Outlook:Thestockoffersacompellingentrypoint witha~6.1%dividendyieldandsolidfundamentals supportingbothvalueandincomeinvestmenttheses.

CorporateScale:BrookfieldRenewablePartners operatesacrosshydro,wind,solar,andstorageassets globally,withsignificantU.S.holdingsandatotal assetbaseofapproximately$126billionasof2024.

B.GlobalLeaderswithU.S.MarketImpact:

VestasWindSystems

Overview:Danishwindturbinegiantwithdeeproots intheU.S.,manufacturingandservicingacrossthe countryandglobally.

RecentMovement:Thestocksurgedover15% intraday,markingitsbiggestjumpsincemid-2022, followingregulatoryclarityfromU.S.agenciesonhow clean-energyprojectsqualifyfortaxcredits.

FinancialHighlights:Thecompanyreportednetprofit of€37millioninH12025,reboundingfroma€226 millionlossayearearlier.Revenuesrose20.7%to €7.213billion.

AnalystSentiment:About58%recommend“buy,” withforecastedupsideofupto46%,drivenby optimismfromGoldmanSachs,Bernstein,andCiti.

SolarEdgeTechnologies(SEDG)

Overview:Globalleaderinsolarinverters,optimizers, monitoringsystems,andstoragesolutions,withstrong presenceinU.S.residentialandcommercialsectors.

StockPerformance:Facessteepdeclines—down approximately–79%overthepastyear,with1-month returnat–27%,and6-monthreturnat–32%.

MarketSentiment:Truistmaintainsa“Hold”rating witha$18pricetarget,notingthatwhilethecompanyis executingturnaroundefforts,it’sstillearlydaystotrust asustainedrecovery.

InvestorCommentary:Oneretailinvestorremarksthat “SolarEdgeistradedathalfitsfairmarketvalue…very likelytoreturntoprofitabilitynexttwoquartersof 2025,”thoughothersurgecautionandhighlight volatility.

LONGiGreenEnergyTechnology

Overview:China’stopproducerofmonocrystalline siliconwafers,widelysupplyingsolarmodulesglobally ItsscaleinfluencesU.S.supplychainsandpricing trends.

StockSnapshot:ListedontheShanghaiStock Exchange(ticker601012).Thepricehoversaround CNY13.14,down–42.6%YTDand–51%overthepast year,withamarketcapnear¥99.6billion.

Outlook:AnalystsforecastaQ3pricearound¥15.76, withaone-yearestimatenear¥14.39.

C.Asia-PacificTitanswithGlobalAmbitions:

AdaniGreenEnergyLtd

India’slargestrenewableenergycompany,ledbyAdani, targets45GWby2030acrosssolarandwind.U.S. investorscangainexposuretofast-growingAsian demandthroughitsexpansiontrajectory.Notethatthe companyfacesscrutinyduetoU.S.JusticeDepartment allegationsconcerningpastcontracts,whichmayaffect investorsentimentandcross-borderfinancing.

TataPowerCompanyLtd

Thiscentury-oldutilitycrossesintocleanenergy throughsolar,wind,batterystorage,andEV chargingnetworks.InQ1of2025–26,itposteda 6%year-over-yearprofitrise,drivenlargelyby growthinrenewablesandtransmissionoperations. Italsoexploresdistributionsectorreformsand nuclearpartnerships—offeringinvestorsaproxy intoIndia’senergytransitionatlarge.

JSWEnergyLtd

JSWchartsaboldcourse:itexceededitsinitialFY 2025targetof10GWandnowpursuesanew Strategy3.0withambitionsof30GWgeneration and40GWhstorageby2030—backedbya massiveplanned₹1.3lakhcrore(₹130,000crore) investmentfromFY2026toFY2030.Thisscale signalsapowerfulpushinIndia’senergy infrastructurewhileofferingagrowthleverfor globalinvestors.

KeyTakeaways

Ifyoutakeonethingawayfromthis:renewable energyinvestmentin2026isn’tjustaboutbuying “green”stocks.It’saboutpositioningyourselfat theintersectionofnecessityandopportunity

TheU.S.gridisn’texpandingbecauseof somedistantclimatepledge—it’s expandingbecauseyourphone,yourcar, yourhome,andeventheAItoolsyouuse dailyareconsumingmorepowerthanever Thatdemandishere,now

Here’sthenuancemostheadlinesmiss:the biggestwinnerswon’talwaysbetheflashiest solarnames.Sometimesit’stheturbine makerquietlylocking20-yearcontractswith utilities.Ortheinvertercompanythatnoone outsidetheindustrytalksabout,butwithout whichnopanelworks.

Andthenthere’stheglobalstory.Indian giantslikeAdaniorTataPoweraren’tonthe Nasdaqyet,buttheirgrowthsignalswhere thenexttrillion-dollaropportunitiesmay comefrom.ForU.S.investors,watching theseplayersisn’toptional—it’sstrategic foresight.

So,don’tjustchase“green”asatrend. Watchwherethebottlenecksarebeing solved,wherecostsarebeingcrushed,and wheregovernmentsarewritingthebiggest checks.That’swherethereallong-term valuelives.

Jessica Fontana-Eddowes

The Architect of Growth in a Disrupted World

CEO Co-Founder

Theinternet,inthelate1990s,wasa

loud,chaotic,andgloriouslymessy place.Itwasadigitalfrontierbeing settledinrealtime,acacophonyofdial-up modems,blinkingbannerads,andaudaciousdotcomdreams.Itwasaworldofdisruption,moving ataspeedthatfeltbothexhilaratingandterrifying. Anditwashere,intheengineroomofthis nascentdigitaluniverse,thata20-year-old JessicaFontana-Eddowesfoundhercalling.Her job,atthepioneeringwebportalXOOM.com,was tomakesenseofthechaos.Hertaskwasto managethesite’sadvertisingoperations,a firehoseofdatainapre-automatedworld,aplace wheretrackingovera billion ad impressions was notajobforaserverlog,butforaperson,armed withlittlemorethanaspreadsheetandan unshakeablebeliefinthepowerofsystems.That samechoiceexiststoday:leaderscanclapfrom thesidelines,ormarchwithustobuildthe systemsthatthriveindisruption.

Thissingle,formativeexperiencesetthecourse foranearlythree-decadecareerspentonestep aheadofthenextbigdisruption.Jessicaisnotjust amarketer;sheisatranslator,anarchitect,a systemsengineerwhoseestheunderlyingpatterns inthetechnologicalstormsthatleaveothers scrambling.Shenowinvitesleaderstomarchwith her—notjustapplaudhervision—byapplying thosesamepatternstotheirownbusinesses..

Fromthedot-comboomandbust,throughtheriseofSEO,paid media,andmarketingautomation,tothecurrent,world-altering adventofArtificialIntelligence,shehasbeenasteadyhand, guidingbusinessesnotbychasingtrends,butbybuilding resilient,repeatablegrowthengines.

Today,astheCEOofthemulti-award-winningForteAgencyand theCo-FounderandChiefAIStrategistofSamuraiPartners, sheisoneofthemostvitalvoicestranslatingtheimmensepower ofAIintopractical,profitablereality.Sheisathree-timeAmazon bestsellingauthorwhosebook, AI Wrecking Ball,servesasbotha warningandaguideforleadersnavigatingthisnewera.She doesn’tsellhype;sheengineersclarity.Forthefranchises, agencies,andoperatorswhoseekherguidance,sheoffersa powerfulpromise:a20to40percentimprovementinefficiency andROI,notthroughmagic,butthroughthedisciplined applicationofcustomGPTintegrations,scalablecontentsystems, andaproprietaryframeworkshecallsTheAlignmentEngine™ Herstoryisamapofthedigitalageitself,ajourneyfromabillion manualclickstothedawnofintelligentautomation,guidedbya single,unshakableprinciple: growth should never be a gamble; it should be engineered.

ABillionImpressions,CountedbyHand

Jessica’spathwasnotthetraditionalcollege-to-careerroute. “I didn’t follow the traditional college-to-career path,” shesays. Hereducationwasabaptismbyfireintheheartofthedot-com explosion.Atjust20,shefoundherselfatXOOM.com,asitethat wasrocketinguptheweb’strafficcharts.Itwasawhirlwind.By December1998,XOOMwasthe13thmostvisitedsiteinthe world;byApril1999,ithadclimbedto12th,withninemillion monthlyvisitors.

Shortlythereafter,XOOMmergedwithNBC’sinternetproperties toformNBCi,amultimediabehemoththatrosetobecomethe 7thmostpopularsiteonline,acontemporaryoftheAOL/Time Warnermerger.ItwasherethatJessica’scorephilosophy wasforged.

The future of marketing belongs to those who can leverage AI with wisdom, alignment, and soul.”

“I learned how to operate under intense, fast-moving disruption,” sherecalls, “and I discovered the power of building systems.” Manuallytrackingabillionad impressionstaughtheralessonthatwoulddefineher career: at scale, efficiency and accuracy are not just goals; they are survival mechanisms.

TheUnforgivingSchoolofAffiliateMarketing

Afterthedot-comera,Jessicaspentadecadeinthe trenchesofaffiliatemarketing,afieldshedescribes astheultimatemeritocracy. “The rules were simple: if I didn’t generate results, I didn’t get paid,” she states.Thiswasnotaworldofretainersorbillable hours.Itwasaworldofpure,unadulteratedROI. Everyclick,everyconversion,everydollarofad spendhadtobetrackedwithrelentlessprecision. “That decade cemented my obsession with ROI,” shesays.

Thisexperiencesharpenedherskillsandsolidified hermindset.Jessicalearnedtothinklikeanowner, notanemployee.Sheunderstoodthatmarketingwas notanexpense;itwasaninvestmentthathadto deliverameasurablereturn.Thisperformance-driven ethosisadirectthroughlinetoherworktoday “ROI isn’t a talking point for us,” Jessicaasserts, “it's the outcome we’re judged by, and we welcome that accountability.” That’swhyclientsdon’tjustclapfor theresults—theymarchwithus,knowingevery systemwebuildbeginsandendswithROI.

TheArchitectinResidence

PerhapsthemostuniquechapterinJessica’scareer, theonethatgivesheraperspectivemostagency leaderslack,washernine-yeartenureleadingdigital ande-commerceforLiceClinicsofAmerica.This wasnotaconsultinggig;shewasontheinside, sittingintheexecutiveseat,responsibleforthe growthofasprawlingnetworkofover110 franchiselocations

“Because I’ve lived inside a 110-location franchise network, I understand their reality,” Jessica explains.Shewasnotjustadvising;shewasbuilding, implementing,andscalingthedigitalinfrastructure fornearly200websites.Theresultsshedelivered werestaggering:30percentyear-over-yeargrowth, acost-per-leadthatshecutby80percent,anda doublingofconversionrates

Thisexperiencegaveheradeepempathyforthereal-world painpointsofherfutureclients,franchises,agencies,and companieswithrevenuesbetween$2millionand$20 millionwhoaresuccessfulbutstuck.Sheunderstandstheir chaosbecauseshehaslivedit. “Scaling that increases effort, not efficiency. Teams overwhelmed, operating without systems,” shelists,rattlingoffthefamiliar struggles. “We replace duct tape with integrated, AIenabled systems.”

TheBirthofaNewModel

Armedwiththisuniquecombinationofexperiences-the systems-thinkingfromthedot-comera,theROI-obsession fromaffiliatemarketing,andthereal-worldoperational knowledgefromhertimeinfranchising Jessicafounded ForteAgencyLLC.Theagencywasbuiltonhercore principle: engineering growth.Forteisafull-servicedigital marketingagencythathasgarneredsignificantrecognition, namedaTopSEOCompanyinboth2024and2025by NeilPatel,andalsohonoredbyRankWatchand FindBestFirms.Butawardsaren’ttheendgoal—results are.That’swhyleadersdon’tjustclapattherecognition; theymarchwithustoengineergrowthintheir ownbusinesses.”

ButastheAIrevolutionbegantoaccelerate,Jessica noticedatroublingpattern. “Business leaders were rushing to adopt AI and new digital tools,” shesays, “but without alignment across their teams, messaging, and systems, they were creating more chaos than clarity.” Thisobservation ledtothecreationofhernextventure,SamuraiPartners, whichsheco-foundedwithbusiness-buildingveteranScott Sullivan Together,JessicaandScottalsoco-authoredthe Amazonbestsellers 10X AI Amplifier and Mastering Influence —playbookstheirclientsnowmarchwithto scaleconfidentlyintheAIera.

SamuraiPartnerswasdesignedtobeanewmodelof guidanceforexecutives,businessandfranchiseowners.

“We serve as a fractional AI officer for growth-minded leaders who want to scale without losing their humanity,” Jessicaexplains.Theirmissionistostopthechaos,to bringasenseoforderandalignmenttothefrantic adoptionofnewtechnology Thesolutiontheyengineered todothisisatthecoreoftheirwork:

TheAlignmentEngine™.

TheAlignmentEngine™inAction

“The Alignment Engine™ is our proprietary framework designed to eliminate chaos and make growth repeatable,” Jessicastates.Itistheculminationofher life’swork,asystemthatsynchronizesleadership, strategy,andtechnology.Itisnotaproduct;itisa process,adiagnosticandstrategicinterventionthat transformshowacompanyoperates.

TheprocessbeginswithanAlignmentAudit,atight,90minutediagnosticsessiondesignedtoimmediately uncoverthemisalignedsystems,messaginggaps,and hiddeninefficienciesthatareholdingabusinessback. Fromthere,clientsmoveintoanAlignmentEngine Sprint,anintensivefour-weekengagementwherethe SamuraiPartnersteamhelpsresetthecompany’svoice, streamlineitsprocesses,andimplementAI-driven systemsthatconnectseamlessly.Forthoseseekinga deeperpartnership,theyofferanEmbeddedAlignment Partnermodel,guidingtherolloutacrossteamsover 90days.

Theresultsarenotjusttheoretical;theyareconcreteand transformative.Clientstypicallysee20to40percent efficiencygains Theyachieveforecastingaccuracythat iswithin2to3percentannually.Mostimportantly,their teamsarefinallyabletoshiftfromaconstant,reactive firefightingmodetoaproactive,strategicstate. “The Alignment Engine™ gives leaders the clarity, confidence, and capacity to scale without losing their mission or their soul,” Jessicasays. TheAlignmentEngine™ishowwe helpleadersstopclappingforpossibilitiesandstart marchingwithustowardmeasurabletransformation.

WieldingtheAIWreckingBall

Jessica’sroleisnotjusttoimplementAI,buttobea thoughtleaderonitsresponsibleandstrategicuse.This convictioniswhatledhertowriteherbestsellingbook, AI Wrecking Ball

“AI is one of the most powerful tools of our time,” she warns, “but without ethical guardrails, it risks becoming a wrecking ball.” That’swhyexecutivesdon'tjustnodatthe warning—theymarchwithustoadoptAIresponsibly,with clarityandsoul.

Thebook,likeherconsultingwork,isablueprintfor navigatingthedisruptionwithclarityandintegrity.At SamuraiPartners,thisphilosophyisnon-negotiable. “We ensure AI is used responsibly: protecting customer data, being transparent about automation, and ensuring technology augments human creativity instead of replacing it,” sheexplains.Theirworkisgroundedinthebeliefthat AI’shighestpurposeistoenhancetrustandfreehuman teamsfromthedrudgeryofrepetitivetasks,allowingthem tofocusonthecreative,strategicworkthatonlypeoplecan do. “The future of marketing belongs to those who can leverage AI with wisdom, alignment, and soul,” Jessicadeclares.

EngineeringaLife

ForJessica,theprinciplesofalignmentandsystemsbuildingarenotjustforherclients;theyaretheoperating systemforherownlife. “Balance, for me, is about alignment in action,” shesays. “I've designed my businesses so that systems-not people-carry the weight of repetitive work.” Thisisaradicaldeparturefromthe “hustle culture” thatoftendefinesentrepreneurship.Byautomatingthe mundane,shehasengineeredthefreedomtostepoutof “busy” modeandbefullypresentinthepartsofherlifethat mattermost.

“My family,” shesays, “are my anchor and my why.” This clarityallowshertoenjoytraveling,exploringnewplaces, andspendingqualitytimewiththepeoplesheloves. “For me, work-life balance isn't about perfection it’s about creating harmony through clarity and presence in every area of life.”

“It’s the same outcome we design for our clients: freedom to stop admiring balance as an idea and start building harmony with us.”

Lookingahead,Jessica’smissionistoscalethisimpact.WithSamuraiPartners,sheisexpanding theAlignmentEngine™andpreparingtolaunchLeadAligned:ScaleWithoutSellingOut,a programdesignedtohelpleadersharnessAIwithoutsacrificingtheirhumanity Theyarealso buildingalicensingmodelsoothercoachesandfractionalexecutivescanusetheframeworkwith theirownclients.

Fromherearlydaysinthedot-comcrucible,navigatingaworldofchaoticdisruption,Jessica Fontana-Eddoweshasbeenonarelentlessquesttocreateorder,clarity,andrepeatablesuccess. Shehasproven,timeandagain,thatshehasthevisiontoseewhatiscomingandtheengineering prowesstobuildthesystemsthatwillthriveinthatfuture.Sheisatruearchitectofthedigital age,notcontenttoridetheAIwave,buttoleadit—andsheinvitesleadersnottowatchfromthe shore,buttostandbesideherastheybuildwhatcomesnext.

USALEADERS THE BUILDING

AMERICA