Help Center⚙️ Advanced

Fact Governance: Canonical Facts That Override Conflicting Signals

Assert canonical facts your AI Agent treats as ground truth — and uses to detect and correct conflicting information across AI systems and social.

What fact governance is

Fact governance is where you assert the canonical facts about your business — the values your AITWIRE AI Agent treats as ground truth. These facts override conflicting signals your Agent finds elsewhere.

What to assert as canonical facts

  • Business name, legal entity, and aliases
  • Locations, service areas, and hours
  • Pricing, plans, and current offers
  • Personnel, credentials, and roles
  • Policies — returns, shipping, privacy, terms

How your Agent uses canonical facts

  • Drift detection — when a surface or AI answer diverges from a canonical fact, your Agent flags it.
  • Social monitoring — claims that contradict a canonical fact are classified as high-risk.
  • Corrective publishing — your Agent publishes machine-readable data that reasserts the canonical value.

Best practices

  • Keep canonical facts current — your Agent is only as accurate as the facts you assert.
  • Be specific and unambiguous. "Open 9am–5pm Mon–Fri" beats "open weekdays."
  • Review canonical facts whenever your business changes — new pricing, new locations, new team members.