Your AI Agent · Drift

Your AI Agent catches incorrect AI answers before your customers do

AI systems repeat bad information until something corrects them. Your AITWIRE AI Agent 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 AI systems cache outdated facts for months. Your AI Agent detects when your machine-readable data falls out of sync — and publishes corrections that push AI outputs back toward accuracy.

Your Agent's 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 your AI Agent 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Review sites, directories, and aggregators publish outdated or incorrect information that AI systems treat as authoritative.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 degrade their representation of you as your structured data falls behind.

Alerts when it matters

Your AI Agent runs a weekly drift scan on Pro, daily on Custom. When a surface diverges from your canonical record, your Agent sends an alert with the specific field, source, and recommended correction.

Alerts link directly to the correction workflow — one click for your Agent to open a correction request, publish updated machine-readable data, 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. Your AI Agent tracks your AI Visibility Score over time so you can see whether incorrect AI outputs are declining as it publishes better machine-readable data.

This is the evidence model: your score before, your score after your Agent's 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
  • Weekly AI Representation digest (Pro+)

Stop finding out about AI errors from your customers

Drift detection is available on Pro and Custom plans. Start with a free AI Agent assessment to see what your Agent finds today.