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Working personal MVP

ClaimBot turns a missed opportunity into a clear next step.

A personal tool for keeping class-action settlement opportunities visible, understandable, and easier to act on.

Illustrative ClaimBot dashboard concept showing more than 260 dollars recovered
Illustrative concept visual. No personal data or real claim submissions are shown.

The outcome so far

$260+

Recovered through claims that might otherwise have been missed.

The point is not more information. It is a calmer, more understandable path from “this may apply to me” to taking the next step.

The problem

Important opportunities are easy to miss.

Settlement notices can arrive at the wrong time, use unfamiliar language, or make a small task feel like a long one. The result is often inaction.

The approach

Make the path visible.

ClaimBot is built around a simple principle: surface a possible opportunity, explain it in plain language, and make the next action easy to understand.

What it proves

Useful AI begins with a real job.

This MVP is a personal proof point for practical AI: it focuses on a repeatable everyday problem and measures success by whether it helps someone act.

The lesson

When the next step is clear, people are far more likely to take it.

That is the standard I use for every product, learning experience, and digital tool I build.

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