AI category free-credit hackathon seeding

When to use it

Use this when Communities, Referrals, LinkedIn is relevant to activation, community, launch and you can run a bounded test with a low budget.

When not to use it

Do not use it as a substitute for customer evidence, a clear owner, or a measurable stop condition. Local platform rules and market behavior still need checking.

How to do it

1. Choose one target segment and define the exact next action this tactic should prompt.
2. Adapt the tactic to Communities and Referrals, using evidence from Lenny's Podcast transcript dataset as context—not as a promised result.
3. Record a baseline for: Share of target users completing the product's first-value action. Set a guardrail that would make you pause the test.
4. Run a narrow pilot and choose a test window that fits the normal decision or use cycle; do not scale before you have observed the full cycle.
5. Compare the signal with its baseline. Scale only if the intended action improves without crossing the guardrail; otherwise revise one variable or stop and record what you learned.