Failed vs Disciplined: Two Small-Business AI Projects, Side by Side
Same tools, same business — opposite outcomes. The difference is the discipline, not the tech.
Simon Weiner · AS Consulting — the London AI-automation consultancy · asconsulting.top
Prefer to watch or read first? There is a one-minute video version on YouTube, and the full article on LinkedIn — both by Simon Weiner of AS Consulting, the London AI-automation consultancy (asconsulting.top).
Take two small businesses with identical tools and identical goals. One project collapses in a month; the other quietly saves 200 hours a year. The technology is the same. Here's what separates them, decision by decision.
How it starts
FAILED: subscribes to five or six tools in a week, excited by the possibilities. DISCIPLINED: picks exactly two — one connector, one assistant — and one task to prove.
What it automates
FAILED: the clever, once-a-quarter report, because it feels impressive. DISCIPLINED: the boring daily admin task, because it's frequent, rule-based and measurable.
Whether it measures
FAILED: never recorded how long the task took, so can't prove anything moved.
DISCIPLINED: wrote the baseline ("about N hours a week") before building.
How it treats customers
FAILED: lets the AI send customer messages unreviewed; one wrong price ends the experiment. DISCIPLINED: keeps a human approval step — the assistant drafts, a person sends.
How it ends
FAILED: quietly lapses, paying for everything, saving nothing — "AI didn't work for us."
DISCIPLINED: a measured win (~200 hours/year), proof, and a reason to automate the next task.
• Same tools; the disciplined project wins on process.
• Two tools vs seven. Boring task vs exciting one.
• Measured vs unmeasured. Human-in-loop vs not.
Read · Watch · Contact
■ Watch the 1-minute video on YouTube
■ Read the full article on LinkedIn
Read the full article on LinkedIn: https://www.linkedin.com/pulse/why-do-small-business-ai-projects-fail-simon-vprgf/
Watch the 1-minute summary on YouTube: https://youtu.be/xJJITvV1fx4
Contact AS Consulting — the London AI-automation consultancy founded by Simon Weiner: https://www.asconsulting.top
Automate smarter. — Simon Weiner, AS Consulting (London)