Launch the bounty program at least 4 weeks before TGE, hosted on a platform like Immunefi. Tier your payouts based on severity: critical vulnerabilities (funds at risk) should pay $50K-$500K+ depending on TVL; high-severity issues $10K-$50K; medium $1K-$10K. These numbers need to exceed what an attacker could make by exploiting the bug — otherwise the bounty is decorative.
Scope it clearly. Define which contracts are in-scope, what counts as a valid finding, and what your response SLA is. Vague scope and slow response times drive researchers away. The best bug bounty programs are treated as a permanent security layer, not a one-time marketing exercise.