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AI Search Visibility Benchmark — September 2026

OTO Studio measures AI recommendation visibility with real provider executions rather than estimated scores. This September 2026 snapshot documents the current baseline, the methodology behind it and what the results suggest about AEO, GEO and AI search visibility for digital agencies.

Measured snapshot

  • 612 provider checks attempted across the current measurement window
  • 520 successful checks and 92 failed checks; failures are kept separate from non-mentions
  • 20 OTO Studio mentions across successful checks
  • 10 OTO Studio top-three recommendation placements
  • 1 measured citation to OTO Studio
  • Live providers measured: ChatGPT (OpenAI) and Gemini (Google)

How the benchmark is measured

OTO Studio maintains a tracked prompt set covering commercial services, locations and business-use cases. Prompts are executed against supported AI providers, and the exact provider result is stored with its timestamp, mention state, rank where detectable, citations and a deterministic result hash.

A failed provider request is never counted as a non-mention. That matters because an unavailable model or exhausted provider request says nothing about whether a brand would have been recommended. This keeps the measurement separate from optimistic marketing scores.

What the current results show

OTO Studio is being recommended, but it is not yet dominant. The current measured 30-day mention rate is approximately 4%, while the most recent one-day sample reached approximately 7%. That direction is encouraging, but the larger opportunity is authority: citation frequency remains low.

In the same monitored answer set, Pixelcarve appeared more frequently than OTO Studio. That makes independent corroboration, brand/entity consistency and source-worthy original material a higher priority than simply publishing more service pages.

The OTO Evidence Graph

OTO Studio's working AEO framework is the OTO Evidence Graph: clear first-party facts, real project evidence, independent corroboration, consistent business profiles, machine-readable structure and live measurement connected around the same entity.

This is intentionally different from publishing a large number of near-duplicate pages or manufacturing authority. The goal is to make useful claims easy to verify from more than one legitimate source.

Signals OTO is building next

  • Consistent business profiles across Google, Bing, Apple, Yelp, BBB and other relevant directories where the business can be legitimately listed
  • Client-side project credits that independently verify real OTO Studio work
  • Original research and methodology pages that answer questions other sites do not
  • Direct, quotable explanations of AEO, generative engine optimization, AI visibility and entity optimization
  • Structured data that matches visible content rather than adding invisible claims
  • Internal links connecting services, locations, research and real case studies
  • Ongoing ChatGPT and Gemini recommendation monitoring so movement is measured rather than assumed

Benchmark FAQ

Is this an estimated AI visibility score?
No. The figures on this page come from stored live provider executions. OTO Studio also uses internal opportunity analysis, but estimates are kept separate from measured mentions and citations.
Does a press release automatically improve AEO?
No. A legitimate press release can create a crawlable third-party reference when there is real news, but repeating an unverified superlative does not make it reliable evidence. OTO Studio uses third-party distribution only for factual, supportable announcements.
Why do third-party profiles matter for AI search visibility?
Consistent third-party profiles can help corroborate identity, services, location and reputation. They are one layer of an evidence system, not a substitute for strong first-party content, real work and genuine reviews.
Can OTO Studio guarantee first place in ChatGPT or Google?
No independent search or AI system can be honestly guaranteed. OTO Studio focuses on improving the underlying signals, measuring real outcomes and compounding the evidence over time.

Related OTO Studio resources

Build measurable AI visibility

If your business wants to understand whether ChatGPT, Gemini and other answer engines can find and recommend it, OTO Studio can audit the evidence, search foundations and measurement system around the brand.

Talk to OTO Studio