Problem Library
Fact-checking does not scale
When throughput rises, manual verification becomes a bottleneck. The answer is not more pressure; it is better tooling.
Symptoms
What this feels like
- Verification queues grow faster than output.
- Teams skip checks because timelines collapse.
- Critical updates are found after publication.
Causes
Why it keeps happening
- Verification relies on individual memory and ad-hoc searches.
- No shared evidence set means every reviewer starts from zero.
- There is no receipt trail to reuse across cycles.
Treatments
What helps
- Receipts that capture exactly what was used and when.
- Reusable proof links for reviewers and stakeholders.
- Coverage labels that highlight where attention is needed.
Prognosis
What improves when you act
- 10 minutes: verify one answer with a receipt.
- 1–3 days: faster reviews because evidence is pre-packaged.
- 2–4 weeks: predictable verification cycles replace panic.
Next experiences