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LIVE RANKINGS & DATA
Loading the latest published snapshot and its supporting evidence.
Arize AI / Phoenix in the public LLM Observability benchmark.
A current roll-up of published ranks, normalized facts, primary evidence, and entity relationships. No missing value is inferred.
| Metric | Value | As of | Evidence | Confidence |
|---|---|---|---|---|
| public_prompt_benchmarkAnthropic citation share | 42.86 percentderived | Jul 27, 2026 | Rank.ai LLM Observability Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkAnthropic mention coverage | 41.67 percentmeasured | Jul 27, 2026 | Rank.ai LLM Observability Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkAnthropic recommendation-prompt presence | 62.5 percentmeasured | Jul 27, 2026 | Rank.ai LLM Observability Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkCitation share | 25 percentderived | Jul 27, 2026 | Rank.ai LLM Observability Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkEngine breadth | 3 enginesmeasured | Jul 27, 2026 | Rank.ai LLM Observability Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkGemini citation share | 9.52 percentderived | Jul 27, 2026 | Rank.ai LLM Observability Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkGemini mention coverage | 33.33 percentmeasured | Jul 27, 2026 | Rank.ai LLM Observability Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkGemini recommendation-prompt presence | 37.5 percentmeasured | Jul 27, 2026 | Rank.ai LLM Observability Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkMention coverage | 27.78 percentmeasured | Jul 27, 2026 | Rank.ai LLM Observability Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkOpenAI citation share | 0 percentderived | Jul 27, 2026 | Rank.ai LLM Observability Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkOpenAI mention coverage | 8.33 percentmeasured | Jul 27, 2026 | Rank.ai LLM Observability Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkOpenAI recommendation-prompt presence | 12.5 percentmeasured | Jul 27, 2026 | Rank.ai LLM Observability Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkRecommendation-prompt presence | 37.5 percentmeasured | Jul 27, 2026 | Rank.ai LLM Observability Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkReviewed-brand presence share | 11.76 percentderived | Jul 27, 2026 | Rank.ai LLM Observability Prompt Benchmark ↗Grade A | 100% |
Every currently published position, joined to its snapshot, confidence, and methodology version.
| Rank | Leaderboard | Score | Movement | Confidence | As of | Method | Open explanation |
|---|---|---|---|---|---|---|---|
| #4 | LLM Observability Platform Rankllm-observability-platform-brand-rank | 37.5 | — | 100% | Jul 27, 2026 | v4-llm-observability-platforms-2026-07-27-models-64232fd32583 | Explain → |
| #4 | LLM Observability Brand Visibilityllm-observability-platforms-brand-visibility | 27.78 | — | 100% | Jul 27, 2026 | v4-llm-observability-platforms-2026-07-27-models-64232fd32583 | Explain → |
| #1 | LLM Observability Citation Sharellm-observability-platforms-brand-citation-share | 25 | — | 100% | Jul 27, 2026 | v4-llm-observability-platforms-2026-07-27-models-64232fd32583 |
Ranks a reviewed LLM Observability brand universe using a fixed, public set of neutral commercial prompts across 3 AI providers.
Some explanation inputs are unavailable Missing: comparablePriorRanking.
| Component | Value | Weight | Contribution | Evidence | Status |
|---|---|---|---|---|---|
| public prompt anthropic brand citation share | 42.857143 | 0% | — | 1 | available |
| public prompt anthropic brand mention coverage | 41.666667 | 0% | — | 1 | available |
| public prompt anthropic brand recommendation presence | 62.5 | 0% | — | 1 | available |
14 published observations for Arize AI / Phoenix. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Confidence | Evidence |
|---|---|---|---|---|---|
| Mention coveragepublic-prompt-brand-mention-coverage | 27.7778percent | measured | Jul 27, 2026 | 100% | View source
|
| Explain → |
| #4 | LLM Observability Engine Breadthllm-observability-platforms-brand-engine-breadth | 3 | — | 100% | Jul 27, 2026 | v4-llm-observability-platforms-2026-07-27-models-64232fd32583 | Explain → |
|---|
| #5 | LLM Observability Brands in OpenAI Model API Answersllm-observability-platforms-brand-openai-visibility | 12.5 | — | 100% | Jul 27, 2026 | v4-llm-observability-platforms-2026-07-27-models-64232fd32583 | Explain → |
|---|
| #2 | LLM Observability Brands in Anthropic Model API Answersllm-observability-platforms-brand-anthropic-visibility | 62.5 | — | 100% | Jul 27, 2026 | v4-llm-observability-platforms-2026-07-27-models-64232fd32583 | Explain → |
|---|
| #5 | LLM Observability Brands in Gemini Model API Answersllm-observability-platforms-brand-gemini-visibility | 37.5 | — | 100% | Jul 27, 2026 | v4-llm-observability-platforms-2026-07-27-models-64232fd32583 | Explain → |
|---|
| public prompt brand citation share | 25 | 0% | — | 1 | available |
|---|
| public prompt brand engine breadth | 3 | 0% | — | 1 | available |
|---|
| public prompt brand mention coverage | 27.777778 | 0% | — | 1 | available |
|---|
| public prompt brand mention share | 11.764706 | 0% | — | 1 | available |
|---|
| public prompt brand recommendation presence | 37.5 | 100% | 37.5 | 1 | available |
|---|
| public prompt gemini brand citation share | 9.52381 | 0% | — | 1 | available |
|---|
| public prompt gemini brand mention coverage | 33.333333 | 0% | — | 1 | available |
|---|
| public prompt gemini brand recommendation presence | 37.5 | 0% | — | 1 | available |
|---|
| public prompt openai brand citation share | 0 | 0% | — | 1 | available |
|---|
| public prompt openai brand mention coverage | 8.333333 | 0% | — | 1 | available |
|---|
| public prompt openai brand recommendation presence | 12.5 | 0% | — | 1 | available |
|---|
no_prior_published_snapshot
No comparable component drivers were published.
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Anthropic recommendation-prompt presencepublic-prompt-anthropic-brand-recommendation-presence | 62.5percent | measured | Jul 27, 2026 | 100% | View source
|
|---|
| Anthropic mention coveragepublic-prompt-anthropic-brand-mention-coverage | 41.6667percent | measured | Jul 27, 2026 | 100% | View source
|
|---|
| Gemini recommendation-prompt presencepublic-prompt-gemini-brand-recommendation-presence | 37.5percent | measured | Jul 27, 2026 | 100% | View source
|
|---|
| Reviewed-brand presence sharepublic-prompt-brand-mention-share | 11.7647percent | derived | Jul 27, 2026 | 100% | View source
|
|---|
| Recommendation-prompt presencepublic-prompt-brand-recommendation-presence | 37.5percent | measured | Jul 27, 2026 | 100% | View source
|
|---|
| OpenAI recommendation-prompt presencepublic-prompt-openai-brand-recommendation-presence | 12.5percent | measured | Jul 27, 2026 | 100% | View source
|
|---|
| Gemini citation sharepublic-prompt-gemini-brand-citation-share | 9.5238percent | derived | Jul 27, 2026 | 100% | View source
|
|---|
| Gemini mention coveragepublic-prompt-gemini-brand-mention-coverage | 33.3333percent | measured | Jul 27, 2026 | 100% | View source
|
|---|
| Engine breadthpublic-prompt-brand-engine-breadth | 3engines | measured | Jul 27, 2026 | 100% | View source
|
|---|
| Anthropic citation sharepublic-prompt-anthropic-brand-citation-share | 42.8571percent | derived | Jul 27, 2026 | 100% | View source
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|---|
| OpenAI citation sharepublic-prompt-openai-brand-citation-share | 0percent | derived | Jul 27, 2026 | 100% | View source
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| OpenAI mention coveragepublic-prompt-openai-brand-mention-coverage | 8.3333percent | measured | Jul 27, 2026 | 100% | View source
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| Citation sharepublic-prompt-brand-citation-share | 25percent | derived | Jul 27, 2026 | 100% | View source
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