AI READINESS MONITORING

AIR — AI Readiness Monitoring across 5 engines and 10 model configurations

AIR tracks brand mentions, sentiment and Share-of-AI-Voice across all 5 major AI engines — OpenAI, Anthropic, Google, Perplexity and Mistral — with 10 model configurations and period-over-period trend deltas. Every aggregate carries its sample size and confidence band, so a 4-run snapshot is never presented as fact.

  • 5 major AI engines · 10 model configs: OpenAI (ChatGPT / GPT-5.2), Anthropic (Claude Sonnet 4.5 & 4.6), Google (Gemini 3 / 3.1 Pro), Perplexity (Sonar & Sonar Pro), Mistral Large — tracked in the same run.
  • Period-over-period trend deltas: Share-of-AI-Voice movement week over week and month over month.
  • Sentiment per engine: positive, neutral or negative framing, broken out per engine — engines disagree, and AIR shows it.
  • Sample-size transparency: every aggregate carries n= and a confidence band, so low-volume snapshots are never presented as settled fact.
  • Metric honesty: every number AIR reports ships with its sample size and confidence band — trustworthy numbers, not more numbers.

Measure change, not a single answer

AI Readiness Monitoring follows brand mentions, citations and sentiment across repeated model runs. Compare the same prompt set and model configuration over time before treating a movement as a trend. A change in the questions or engines is a change in the experiment, not necessarily a change in your visibility.

Keep the evidence beside the score

Use the sample size, confidence band and underlying answers to judge each result. Brand presence, a link to your website and a positive description are separate outcomes. AIR helps teams identify which engine needs attention without turning a small sample into a market-wide claim.

Frequently Asked Questions

What does AIR monitor?

AIR tracks brand mentions, sentiment and Share-of-AI-Voice across OpenAI (ChatGPT), Anthropic (Claude), Google (Gemini), Perplexity and Mistral. It runs the same prompts across all engines in the same session and reports period-over-period trend deltas.

How often does AIR run?

AIR runs on a configurable schedule — typically weekly. Each run probes all configured model configurations with the same prompt set and compares results to the previous period.

What is a confidence band?

A confidence band shows how much a reported number could vary given the sample size. A 4-run snapshot yields a wide band; a 40-run snapshot narrows it. AIR always displays the band so you know the precision of each metric.

What is Share-of-AI-Voice?

Share-of-AI-Voice measures how often your brand is cited in AI-generated answers relative to competitors for the same set of prompts. It is the AI equivalent of Share-of-Voice in traditional media monitoring.

Can I track competitors with AIR?

Yes. AIR probes the same prompts for your brand and for named competitors. The Share-of-AI-Voice report shows citation share side by side, so you see exactly where competitors are cited and you are not.

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