About

Building products that solve real-world problems Founder at Examnetwork | Crowdlit Exploring AI agents, Cloud, DevOps, and innovative software products. Passionate about turning ideas into useful products and building technology that makes a difference. Always learning. Always building.

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Tastemaker
Tastemaker
Gone streaking
Gone streaking

Maker History

  • Crowdlit
    CrowdlitAutonomous AI customer crowd to test ideas before you build
    Nov 2026
  • 🎉
    Joined Product HuntNovember 9th, 2026

Forums

How we tackle the "AI Flattery" problem in synthetic market research

Hey everyone!

One of the biggest hurdles we encountered while building Crowdlit was LLM Sycophancy standard AI models love to tell you your idea is brilliant because they are trained to be agreeable and helpful.

To turn AI personas into realistic, skeptical buyers, we had to build an adversarial dialectic engine:

- Personas are penalized for polite consensus.

Drop your startup link — I'll simulate 10,000 synthetic buyers to find your biggest dealbreakers

Hey makers & founders!

We're gearing up to launch Crowdlit on Product Hunt soon.

The core premise behind Crowdlit is simple:

Polite feedback kills great products. Friends and early testers almost always say "looks great!", but when it comes time to migrate away from incumbents (like Jira, Notion, or Slack), nobody actually buys.

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2h ago

Crowdlit - Autonomous AI customer crowd to test ideas before you build

Crowdlit simulates 1,000 to 10,000 autonomous customer personas to stress-test your startup ideas. Uncover brutal dealbreakers, benchmark migration friction against incumbents (like Jira, Notion, & Slack), and model true willingness-to-pay before writing code.
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