AllanYao

What if startup validation did not stop at an AI report?

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Most idea validation tools stop after giving you an AI-generated report.

But founders do not just need another opinion.

They need a way to collect real evidence.

That is why we are building a new validation workflow in OPBO:

  1. Start with a startup idea

  2. Identify the key uncertainty

  3. Create a validation project

  4. Automatically generate a campaign

  5. Create a validation landing page

  6. Generate social validation posts

  7. Collect feedback, comments, signups, demo requests, and signals

  8. Convert everything into structured evidence

  9. Revalidate the idea based on what actually happened

The goal is simple:

Not “AI says this idea is good.”

But:

“What evidence do we have that this idea deserves more time, money, and execution?”

We are trying to make startup validation more action-driven.

Less guessing.
Less generic AI analysis.
More real-world feedback.
More evidence-backed decisions.

Would love to hear how you currently validate a new idea before building it.

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