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Rollout checklist

Before enforcing verdicts in production, follow this sequence:

1. Report-only mode

Start by logging verdicts without blocking anyone. This lets you understand your traffic baseline.

2. Soft challenge

After a week of report-only data, add friction for suspicious sessions:
  • Show a CAPTCHA for inconclusive verdicts
  • Add email verification for bot verdicts
  • Let human verdicts through without friction

3. Hard enforcement

Once you’re confident in the signal quality:
  • Block bot verdicts outright
  • Challenge inconclusive verdicts
  • Pass human verdicts through

Monitoring

Track these metrics in your dashboard:
  • Verdict distribution - what % of traffic is human/bot/inconclusive?
  • False positive rate - are real users being flagged?
  • Block rate - how many sessions are you blocking?

What’s next