Agnostics vs bug reports after launch

Support tickets find the break eventually. Release testing finds it first.

Post-launch bug reports

For: Teams learning from real user pain after ship.

Does well

• Surfaces issues real users hit.
• Prioritizes by customer impact over time.

Breaks down

• Users discover embarrassing failures in public.
• Hard to reproduce without structured evidence.
• Reactive cost: trust, refunds, incident time.

Pre-release adversarial scans

For: Teams who prefer finding edge cases before customers do.

Does well

• Reproducible findings before launch.
• Retest loop to verify fixes.
• Release reports for go/no-go meetings.

Breaks down

• Cannot predict every future user behavior.
• Requires maintaining targets and policies.

What Agnostics adds

• Release Gate for meeting-ready recommendations.
• Scan history to track regressions.

Honest limitations

• Does not guarantee zero post-launch issues.

When not to choose Agnostics

• Internal-only prototypes with no external users planned.