Taktak AI innovation - Worldcrunch

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TaktakAI

Taktak:thecurrentEUproject

Taktakisadynamic donationsolution to allow news publishers and independentjournalisttocreateanew revenue stream through a revenue-share option. Itworksonaper-articlebasis;revenue can be split between journalists and publishers — and readers can choose howmuchtheypayeachparty.

TheTaktakprojectissupportedbythe Creative Europe program of the European Union, launched in January 2024,foratotalof1.1millioneuros.

The project is currently at a prototype stage, and with the JournalismAI Innovation Challenge grant, we hope to develop the prototypeofan AIplugintool tohelp maximizedonationrevenue.

Newsoutlets

Worldcrunch a transnational digital magazine in English (France)

LivyBereg (LB.ua, Ukraine)

LaMarea (Spain)

PodTepeto (Bulgaria)

MensagemdeLisboa (Portugal)

TaktakAI

We aim to build an AI plugin tool for Taktak to use donation data to better understand user behavior and segment users,andaccordinglyformulate targeted Generative AI messaging to increase engagementandrevenue.

ForTaktakAI,selectmembers ofourconsortiumwillbeable to respond to the rapid framework of this call. Along with project lead Worldcrunch, tech provider ATCwillworkwithtwomedia partners with significant donationexperienceanddata toinformourAIsystem.

Plugintesting

Mensagem, LB.ua & Worldcrunch to test plugin with new donors + conceive future use cases

Newsoutlets

Donation data to train AI

Techprovider

Plugin development

Roadmap

PredictiveAnalytics

UseTaktakdonationplatform

Thiswillbetheresultof“Taktak”EUfundedproject

TrainAIdonationmodels

Input:Historicaldonationdata

Output:Predictfuturedonation patterns

EvaluateAImodels withCrossValidation

Goal:Enrich donation platformwithAI functionalities

Foundation&Future

Technical Framework

Combiningmultipledecisiontreestopredictnumerical values,reducingoverfittingandimprovingaccuracyby averagingpredictionsfromdiversetrees.

Current & Future Use Cases

● Segment/target readership based on their own past donation behavior on single site

● Segment/target based on own behavior across Taktak platform

● Segment/target based on behavior of all users across Taktak platform

● Segment/target based on behavior of all users across Taktak platform

● Use generative AI tools to personalize messages based on their behavior and similar personas

Budget

Mission&Ethics

FreePress

Taktak was founded with the objective of reinforcing and expanding a free and responsible press in Europe, and around the world. Developing new methods for augmenting reader revenue is an important way to support the mission of journalism, reliable information and a flourishing free press.

Inclusion

Taktak never discriminates on the basis of race, religion, nationality, gender or sexual orientation, and remains committed to including people from different backgrounds and experiences.

Conflictsofinterest

Finding sustainable business models is crucial to the survival of a free press, but we must be more vigilant than ever to avoid conflicts of interest that may arise in the pursuit of economic goals.

Intellectualproperty

Intellectual property must always be protected, including the strict adherence to copyright laws and respect of licensing rights. Fair use standards allow for appropriate aggregation of limited portions of published content in order to further inform thepublic, so long as it does not infringe upon the economic and intellectual rights of the original producer and/or publisher of the work. Citing the sources and authors of journalism, in particular in other languages, is core to our mission.

Mission&Ethics (continued)

Artificialintelligence

Journalism is essentially a human enterprise, and news organizations must be built in ways to support the work of journalists and editorial teams. The forward-looking application of technology is one of the most powerful tools for discovering and disseminating information, though technology itself should never be the ultimate purpose of journalism. Taktak’s commitment to increase revenue for publishers and journalists may include utilizing the emerging tools of Artificial Intelligence, which will be applied in ways to match the standards and ethics required in this industry, including:

*Transparency

We are committed to clear internal and external transparency regarding AI use. For journalistic content of our users, we expect the disclosure of those instances when AI influences audience-facing content, using precise but simple disclosures like captions or editor’s notes. Taktak believes there is a somewhat less rigid standard — as compared with journalistic use — on the use of AI in targeting segments of potential donors and in the use of generative AI models to help segment marketing messages.

*AccuracyandHumanVerification

AI-generated content, including marketing content, should always be verified by humans to meet professional standards and avoid errors or offensive language. We will encourage marketers to always review AI inputs, including prompts, to ensure accuracy and replicability.

*AudienceService

Our use of AI will focus on serving our audience’s needs, aligning with our newsroom’s mission to provide reliable, informative content and to build sustainable revenue models and processes.

*PrivacyandSecurity

We prioritize audience trust and will safeguard personal data, in line with our privacy policies. We will be transparent about how AI personalizes content, including disclosing when AI-driven content is based on user data.

*Exploration

We encourage experimentation and learning with generative AI tools, supporting newsroom training to keep all staff knowledgeable about AI’s potential.

Opendata&sharing

As a solution founded by independent publishers, Taktak is committed to sharing its learnings across the industry. This relates to information about business models, donations and other forms of revenue-generation, as well as the solution’s specific uses of technology, including Artificial Intelligence.

To help us improve our customer and user experience and to support new product development, we may send voluntary customer satisfaction surveys and market research questionnaires. We will always ask for permission if we intend to share your information with reliable third-party suppliers working in partnership with us.

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