Thunderdome B2B SaaS AI Perception Index

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Brand report · September 2026

Arize Phoenix Arize Phoenix: AI Visibility Report

phoenix.arize.com ↗

⚔ Arize Phoenix appears in the Perception Lab: forced-choice runs vs Braintrust →

When buyers ask ChatGPT, Claude, and Gemini about llm & agent evals, Arize Phoenix ranks #6 of 15, a Visibility Score of 29 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.

How AI sees Arize Phoenix

Middle of the eval pack, invisible to enterprise buyers.

Where it wins. Arize Phoenix earns a 40% mention rate in LLM & Agent Evals, meaning models surface it reliably when buyers ask about evaluation tooling. That keeps it competitive in a 15-tool field.

Where it loses. A 1.4% first-pick rate means models almost never open with Arize Phoenix as the go-to eval solution, and the total absence from Enterprise pick themes suggests it reads as a practitioner tool rather than a procurement-ready platform.

AI-generated analysis of the September 2026 measurements.

LLM & Agent Evals · #6 of 15

29 / 100 first snapshot (September 2026)
40%
mention rate (72 answers)
4
avg. position
1%
first pick
7%
share of voice
First snapshot: September 2026. The trend line appears with the second monthly measurement; no modeled history.
ChatGPT
23
Claude
20
Gemini
44

One of the index's bigger model splits: see where the models disagree →

How the models portray Arize Phoenix

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).

31% 38% 31%
endorsed · 95% band 17–49% listed caveated graded across 29 mentions in LLM & Agent Evals answers
Prompt themes Arize Phoenix would want to own

Share of each theme's answers that mention Arize Phoenix. Hover a row for the exact prompt. Compare shapes on the head-to-head page.

Budget & alternatives
3/9 · #1×1

Gaps Enterprise pick

Most co-mentioned competitors

Share of Arize Phoenix's mentions where the AI models name this brand in the same answer. That is the real competitive set in the AI channel.

LangSmith
90%
Weights & Biases
52%
Langfuse
41%
Ragas
41%
Promptfoo
41%
DeepEval
34%

Scores are measured from real AI answers, refreshed monthly. Methodology.

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