Using the AI matcher

Describe your problem in plain words. Get five builders, with a reason for each.

How it works

Go to /find. Type one paragraph: the problem, your stack preferences, the constraints. The matcher (Claude Haiku 4.5) reads it against our case graph and returns up to 5 builders with a specific reason per match.

Good queries

  • "Need a voice agent for a vet clinic in Germany. Should handle DE+EN. Twilio + ElevenLabs preferred."
  • "Looking for someone who built customer-support automation on Claude function-calling and Supabase."
  • "Need a Cursor power-user to ship a B2B SaaS MVP in 3 weeks."

Less useful queries

  • "AI engineer" — too vague. Be specific about what you're building.
  • "Cheap" — we don't rank by price. State your budget honestly; builders price their proposals.

What you get back

  • 5 builder handles linking to public profiles.
  • For each: a one-sentence reason why we picked them (their case that matches).
  • Their stack chips, location, availability.

What to do next

Click through to a profile, look at their cases, contact them via the contact form on their profile or post a brief and they'll see it.

Limits + privacy

  • Free use. Rate-limited per IP (~5 queries per hour for anonymous, more when signed in).
  • Your query goes to Anthropic via API. Anthropic states API input is not used to train models. We delete raw queries after 30 days.
  • Cached for ~24h per identical query to reduce API costs.