They don't fail at the model. They fail at a question nobody asked first.

A team finds a shiny use case, says "let's add AI," and sprints straight to building. Four months later they've shipped something that technically works — and nobody uses it. Or it loses money on every interaction. Or a competitor copies it in a quarter. Or it quietly makes decisions no one signed off on.

None of those are engineering failures. They're decision failures — the kind that get locked in before a single line of code is written, and only reveal themselves once they're expensive to fix.

This session is about catching them early, while they're still cheap.

What we'll cover

The Liquid Ocean™ AI Value System is a 7-gate test your AI idea has to pass before you build it, not after. In 60 minutes, we'll walk through all seven — what each one actually asks, and what happens to teams that skip it:

Gate 1 — Customer Problem: Is there a real problem here, or a solution shopping for one?
Gate 2 — AI Necessity: Does this need AI, or would a rule solve it faster and cheaper?
Gate 3 — AI Role & User Outcome: Is your AI assisting, recommending, or deciding — and did you choose on purpose?
Gate 4 — Trust & Failure: What happens when the AI is wrong? (Because it will be.)
Gate 5 — Technical Readiness: Do you actually have the data — available, reliable, and permitted?
Gate 6 — Economics & Viability: Does one interaction earn more than it costs — at volume?
Gate 7 — Learning & Advantage: In six months, what stops a competitor from copying all of it?

You'll leave with the full framework and a way to run any AI idea through it yourself.

Who this is for

Founders weighing whether to build an AI product — or which one
Product managers pressure-testing an AI feature before it hits the roadmap
Engineering and tech leaders deciding where AI is worth the complexity and cost
Anyone aspiring to build AI products who wants a repeatable way to separate real opportunities from expensive distractions

No deep technical background required. If you make or influence decisions about AI products, this is built for you.

What you'll walk away with

A clear, memorable framework for evaluating any AI investment
The specific questions that kill bad ideas early — and de-risk good ones
The most common trap at each gate, and how teams avoid it
A free 15-minute self-assessment to run your own idea through all seven gates

Format

90 minutes: ~60 minutes walking through the gates with real examples, ~30 minutes live Q&A. Come with an AI idea in mind — you'll be able to pressure-test it in real time.

Review Pitch Deck with Harinath Pudipeddii

Harinath Pudipeddi

Review Pitch Deck