AI Answer Assurance · Measure

AITWIRE measures how AI systems answer about you

AI systems are already answering questions about your brand. AITWIRE measures what they say, where they're wrong, and what to fix first — across 8 AI systems probed directly with controlled prompts. Google AI Overviews is not measured: AITWIRE captured the overview off the live results page until that capture was retired on 25 September 2026.

AITWIRE probes those systems and scans your public surfaces — website, machine-readable data, structured signals, social profiles — then scores how consistently AI can retrieve and answer about your business. It's where every engagement starts, and the foundation for a measurable, improvable AI presence.

Sample assessment

42

AI Readiness Score

7 issues found across 5 surfaces

Reach 72–85 with a subscription

Structured data (Organization)missing
llms.txtmissing
Machine-readable data layermissing
HTTPS enabledpresent
Canonical tagpresent

What AITWIRE measures

Six AI-readiness signals AITWIRE tracks to determine whether AI systems can retrieve and answer about your brand accurately.

Structured Data Coverage

How completely your key entities are represented in machine-readable structured data formats.

Social Profile Links

Which of five social platforms your site links to, and whether your schema lists profiles (sameAs).

Machine-Readable Signal Strength

Whether your machine-readable data layer is present, valid, and properly configured.

Content Freshness

Whether your content signals are current and properly dated for AI retrieval systems.

Governance & Trust

DNS, HTTPS, and policy signals that AI systems use to assess source trustworthiness.

Surface Consistency

Whether the facts your structured data declares also appear on the page itself.

From snapshot to trackable improvement

In a scoped engagement, AITWIRE re-runs the assessment on a schedule, so you can watch your score improve over time as approved fixes publish verified facts as machine-readable surfaces. You approve every change — AITWIRE never writes content on your behalf.

This is the evidence model AITWIRE gives you: before score, after score, delta, iterative improvement. Not guesswork — measured change.

AI answers change on a propagation timeline, not instantly: search-grounded engines (Perplexity, ChatGPT Search) typically reflect changes within 1–2 weeks, while base models can take 1–3 months. AITWIRE re-checks each fix over a 90-day window and reports the measured time-to-correction per engine.

  • Baseline score before any changes
  • Re-scan after you publish approved corrections
  • Track score delta over time
  • See which surfaces are driving improvement
  • Share results with stakeholders

Every surface that matters to AI

AI systems don't just read your homepage. AITWIRE checks structured data, machine-readable files, robots.txt, the social profiles your site links to, and DNS trust signals.

AITWIRE checks all of them and tells you exactly which ones are missing, broken, or conflicting.

  • Structured data on your homepage
  • Machine-readable data files
  • Sitemap presence and freshness
  • DNS trust signals
  • Social profile links

See what AITWIRE finds

The assessment runs from your AITWIRE account, with results there and by email.