The State of AI Search Visibility
State of AI Search: the engines disagree.
When buyers ask AI for the best tool in a category, the answer depends on which AI they ask — and the sources behind it are mostly not the vendor's own site. A measured look at share of model across developer-tool categories, reproducibly, with confidence intervals.
Key findings
What the data shows
Across AI engines, roughly 95% of the citations behind answers come from third-party pages, not a brand's own site (Otterly, State of AI Search). Being cited where AI looks matters more than another homepage tweak.
No single vendor leads on every engine for the same buyer prompt. Strong visibility on one engine says nothing about another, so we measure and report each engine separately.
AI answers are non-deterministic — a single screenshot is one draw from a distribution. We report the median across many runs with a Wilson 95% confidence interval.
CI/CD platforms and AI observability tools are live measured editions; the rest of the Index ships as clearly-labelled illustrative previews until their first live run.
Benchmarks
Share of model by category
The % of qualifying answers that name each product — median across five engines, with a Wilson 95% confidence interval. Share-of-model only; not SEO rankings.
CI/CD platforms
10 prompts · 5 engines| # | Product | Share of model | SoM | 95% CI |
|---|---|---|---|---|
| 1 | GitHub Actions | 21.3% | 19.4–23.4% | |
| 2 | GitLab CI/CD | 19.7% | 17.8–21.7% | |
| 3 | CircleCI | 18.6% | 16.7–20.5% | |
| 4 | Jenkins | 16.5% | 14.7–18.3% |
AI observability tools
10 prompts · 5 engines| # | Product | Share of model | SoM | 95% CI |
|---|---|---|---|---|
| 1 | Datadog | 17.7% | 16.1–19.5% | |
| 2 | New Relic | 14.9% | 13.4–16.6% | |
| 3 | OpenTelemetry | 14.8% | 13.3–16.4% | |
| 4 | Grafana | 13.6% | 12.2–15.2% |
Measured snapshot (June 2026) from our AI Visibility Index — median of 10+ runs/engine across 5 engines, Wilson 95% CI. Four further categories (API platforms, databases, feature flags, vector databases) are illustrative previews until their first live run — see the Index for the full set.
Method & honesty
How we measured this
Cite this report
Reference
Suggested citation
Clear Cited. "State of AI Search: the engines disagree." 2026. clearcited.com/research/state-of-ai-search
Journalists: for the underlying figures or written commentary, email hello@clearcited.com.