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Loading the latest published snapshot and its supporting evidence.
LIVE RANKINGS & DATA
Loading the latest published snapshot and its supporting evidence.
Opik by Comet 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 | 3.57 percentderived | Jul 27, 2026 | Rank.ai LLM Observability Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkAnthropic mention coverage | 8.33 percentmeasured | Jul 27, 2026 | Rank.ai LLM Observability Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkAnthropic recommendation-prompt presence | 12.5 percentmeasured | Jul 27, 2026 | Rank.ai LLM Observability Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkCitation share | 1.79 percentderived | Jul 27, 2026 | Rank.ai LLM Observability Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkEngine breadth | 2 enginesmeasured | Jul 27, 2026 | Rank.ai LLM Observability Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkGemini citation share | 0 percentderived | Jul 27, 2026 | Rank.ai LLM Observability Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkGemini mention coverage | 8.33 percentmeasured | Jul 27, 2026 | Rank.ai LLM Observability Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkGemini recommendation-prompt presence | 12.5 percentmeasured | Jul 27, 2026 | Rank.ai LLM Observability Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkMention coverage | 5.56 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 | 0 percentmeasured | Jul 27, 2026 | Rank.ai LLM Observability Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkOpenAI recommendation-prompt presence | 0 percentmeasured | Jul 27, 2026 | Rank.ai LLM Observability Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkRecommendation-prompt presence | 8.33 percentmeasured | Jul 27, 2026 | Rank.ai LLM Observability Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkReviewed-brand presence share | 2.35 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 |
|---|---|---|---|---|---|---|---|
| #11 | LLM Observability Platform Rankllm-observability-platform-brand-rank | 8.33 | — | 100% | Jul 27, 2026 | v4-llm-observability-platforms-2026-07-27-models-64232fd32583 | Explain → |
| #11 | LLM Observability Brand Visibilityllm-observability-platforms-brand-visibility | 5.56 | — | 100% | Jul 27, 2026 | v4-llm-observability-platforms-2026-07-27-models-64232fd32583 | Explain → |
| #10 | LLM Observability Citation Sharellm-observability-platforms-brand-citation-share | 1.79 | — | 100% | Jul 27, 2026 | v4-llm-observability-platforms-2026-07-27-models-64232fd32583 | Explain → |
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 | 3.571429 | 0% | — | 1 | available |
| public prompt anthropic brand mention coverage | 8.333333 | 0% | — | 1 | available |
| public prompt anthropic brand recommendation presence | 12.5 | 0% | — | 1 | available |
14 published observations for Opik by Comet. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Confidence | Evidence |
|---|---|---|---|---|---|
| Recommendation-prompt presencepublic-prompt-brand-recommendation-presence | 8.3333percent | measured | Jul 27, 2026 | 100% | View source
|
| #11 | LLM Observability Engine Breadthllm-observability-platforms-brand-engine-breadth | 2 | — | 100% | Jul 27, 2026 | v4-llm-observability-platforms-2026-07-27-models-64232fd32583 | Explain → |
|---|
| #12 | LLM Observability Brands in OpenAI Model API Answersllm-observability-platforms-brand-openai-visibility | 0 | — | 100% | Jul 27, 2026 | v4-llm-observability-platforms-2026-07-27-models-64232fd32583 | Explain → |
|---|
| #9 | LLM Observability Brands in Anthropic Model API Answersllm-observability-platforms-brand-anthropic-visibility | 12.5 | — | 100% | Jul 27, 2026 | v4-llm-observability-platforms-2026-07-27-models-64232fd32583 | Explain → |
|---|
| #11 | LLM Observability Brands in Gemini Model API Answersllm-observability-platforms-brand-gemini-visibility | 12.5 | — | 100% | Jul 27, 2026 | v4-llm-observability-platforms-2026-07-27-models-64232fd32583 | Explain → |
|---|
| public prompt brand citation share | 1.785714 | 0% | — | 1 | available |
|---|
| public prompt brand engine breadth | 2 | 0% | — | 1 | available |
|---|
| public prompt brand mention coverage | 5.555556 | 0% | — | 1 | available |
|---|
| public prompt brand mention share | 2.352941 | 0% | — | 1 | available |
|---|
| public prompt brand recommendation presence | 8.333333 | 100% | 8.333 | 1 | available |
|---|
| public prompt gemini brand citation share | 0 | 0% | — | 1 | available |
|---|
| public prompt gemini brand mention coverage | 8.333333 | 0% | — | 1 | available |
|---|
| public prompt gemini brand recommendation presence | 12.5 | 0% | — | 1 | available |
|---|
| public prompt openai brand citation share | 0 | 0% | — | 1 | available |
|---|
| public prompt openai brand mention coverage | 0 | 0% | — | 1 | available |
|---|
| public prompt openai brand recommendation presence | 0 | 0% | — | 1 | available |
|---|
no_prior_published_snapshot
No comparable component drivers were published.
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Engine breadthpublic-prompt-brand-engine-breadth | 2engines | measured | Jul 27, 2026 | 100% | View source
|
|---|
| OpenAI recommendation-prompt presencepublic-prompt-openai-brand-recommendation-presence | 0percent | measured | Jul 27, 2026 | 100% | View source
|
|---|
| Gemini mention coveragepublic-prompt-gemini-brand-mention-coverage | 8.3333percent | measured | Jul 27, 2026 | 100% | View source
|
|---|
| Mention coveragepublic-prompt-brand-mention-coverage | 5.5556percent | measured | Jul 27, 2026 | 100% | View source
|
|---|
| OpenAI citation sharepublic-prompt-openai-brand-citation-share | 0percent | derived | Jul 27, 2026 | 100% | View source
|
|---|
| Gemini recommendation-prompt presencepublic-prompt-gemini-brand-recommendation-presence | 12.5percent | measured | Jul 27, 2026 | 100% | View source
|
|---|
| Anthropic citation sharepublic-prompt-anthropic-brand-citation-share | 3.5714percent | derived | Jul 27, 2026 | 100% | View source
|
|---|
| Anthropic recommendation-prompt presencepublic-prompt-anthropic-brand-recommendation-presence | 12.5percent | measured | Jul 27, 2026 | 100% | View source
|
|---|
| Anthropic mention coveragepublic-prompt-anthropic-brand-mention-coverage | 8.3333percent | measured | Jul 27, 2026 | 100% | View source
|
|---|
| OpenAI mention coveragepublic-prompt-openai-brand-mention-coverage | 0percent | measured | Jul 27, 2026 | 100% | View source
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|---|
| Citation sharepublic-prompt-brand-citation-share | 1.7857percent | derived | Jul 27, 2026 | 100% | View source
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| Reviewed-brand presence sharepublic-prompt-brand-mention-share | 2.3529percent | derived | Jul 27, 2026 | 100% | View source
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| Gemini citation sharepublic-prompt-gemini-brand-citation-share | 0percent | derived | Jul 27, 2026 | 100% | View source
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