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 AI systems cache outdated facts for months.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 alerts

Contact Details

needs-review

Phone number missing from Organization schema

Machine-Readable Surfaces

needs-review

AI access permissions not configured — AI may cite unverified sources

Identity & Canonicalization

possible

Organization schema incomplete — 3 fields missing

Governance & Policy

ok

Privacy and Terms links present

Discovery & Crawlability

ok

robots.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Review sites, directories, and aggregators publish outdated or incorrect information that AI systems treat as authoritative.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.