AI Answer Assurance · Drift
AITWIRE catches incorrect AI answers before your customers do
AI systems repeat bad information until something corrects them. AITWIRE monitors your surfaces continuously and alerts you the moment something diverges from your canonical truth.
Your website changes. Third-party sources drift. AI systems cache outdated facts for months. AITWIRE detects when your machine-readable data falls out of sync — and recommends corrections you approve to push AI outputs back toward accuracy.
Drift monitor
3 alertsContact Details
needs-reviewPhone number missing from Organization schema
Machine-Readable Surfaces
needs-reviewAI access permissions not configured — AI may cite unverified sources
Identity & Canonicalization
possibleOrganization schema incomplete — 3 fields missing
Governance & Policy
okPrivacy and Terms links present
Discovery & Crawlability
okrobots.txt and sitemap.xml present
How drift happens — and how AITWIRE stops it
Drift isn't a single event. It's a slow accumulation of small mismatches that compound over time.
Surface drift
Your own pages change — prices update, contact info changes, team members leave — but your structured data and machine-readable files don't keep up.
Third-party drift
Review sites, directories, and aggregators publish outdated or incorrect information that AI systems treat as authoritative.
Schema decay
JSON-LD that was complete last year is now missing fields. AI systems answer less accurately as your structured data falls behind.
Alerts when it matters
AITWIRE runs drift scans on your plan cadence — basic drift alerts on Standard's monthly cycle, weekly scans on Pro, daily on AITWIRE AI. When a surface diverges from your canonical record, AITWIRE sends an alert with the specific field, source, and recommended correction.
Alerts link directly to the correction workflow — one click to open a correction request, publish machine-readable data you've approved, or escalate to a remediation task.
- Email alerts on detected drift events
- Drift classified by severity and impact
- Source attribution — know which surface caused it
- One-click correction workflow
- History of all drift events and corrections
Measure convergence over time
The goal isn't just detecting drift — it's proving that corrections work. AITWIRE tracks your AI Answer Score over time so you can see whether incorrect AI outputs are declining as approved corrections publish better machine-readable data.
This is the evidence model: your score before, your score after your corrections, and measurable improvement over time.
- Score history with trend visualization
- Before/after comparison per correction
- Track which sources are most often wrong
- Improvement tracking over time
- AI Answer Update (Pro+)
Stop finding out about AI errors from your customers
Basic drift alerts are included from the Standard plan; Pro adds weekly scans and AITWIRE AI runs daily. Start with a free AI Readiness Assessment to see what AITWIRE finds today.