Confident AI: AI Visibility Report
When buyers ask ChatGPT, Claude, and Gemini about llm & agent evals, Confident AI ranks #15 of 15, a Visibility Score of 4 in LLM & Agent Evals .
These rankings are measured from what the three models know from training, not a live web search. The live-web grounded surface is rolling out across the index. Methodology.
Dead last in its only category, invisible as a first pick.
Where it wins. Confident AI holds a foothold in LLM & Agent Evals through co-mention with category anchors like Weights & Biases and LangSmith, surfacing in 6.9% of relevant queries.
Where it loses. Rank 15 of 15 with zero first-pick selections tells the real story: buyers hear the name alongside stronger players but never land on it as the answer, and it fails to register across five prompt themes including budget comparisons and use-case fit questions where purchase decisions actually form.
AI-generated analysis of the September 2026 measurements.
ChatGPT 
Claude 
Gemini Being named is not the same as being recommended. Each mention is graded endorsed (a strong pick), listed (a neutral option), or caveated (named with a reservation).
Share of each theme's answers that mention Confident AI. Hover a row for the exact prompt. Compare shapes on the head-to-head page.
Gaps Use-case fit · Top tools in 2026 · Startup & small team · Feature-led ask · Budget & alternatives
Share of Confident AI's mentions where the AI models name this brand in the same answer. That is the real competitive set in the AI channel.
Scores are measured from real AI answers, refreshed monthly. Methodology.
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