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Loading the latest published snapshot and its supporting evidence.
Loading the latest published snapshot and its supporting evidence.
Azure AI Search in the public Vector Databases 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 |
|---|---|---|---|
| public_prompt_benchmarkAnthropic citation share | 0 percentderived | Aug 4, 2026 | Rank.ai Vector Databases Prompt Benchmark ↗Grade A |
| public_prompt_benchmarkAnthropic mention coverage | 0 percentmeasured | Aug 7, 2026 | Rank.ai Enterprise Search Prompt Benchmark ↗Grade A |
| public_prompt_benchmarkAnthropic recommendation-prompt presence | 0 percentmeasured | Aug 7, 2026 | Rank.ai Enterprise Search Prompt Benchmark ↗Grade A |
| public_prompt_benchmarkCitation share | 13.64 percentderived | Aug 7, 2026 | Rank.ai Enterprise Search Prompt Benchmark ↗Grade A |
| public_prompt_benchmarkEngine breadth | 2 enginesmeasured | Aug 7, 2026 | Rank.ai Enterprise Search Prompt Benchmark ↗Grade A |
| public_prompt_benchmarkGemini citation share | 25 percentderived | Aug 7, 2026 | Rank.ai Enterprise Search Prompt Benchmark ↗Grade A |
| public_prompt_benchmarkGemini mention coverage | 33.33 percentmeasured | Aug 7, 2026 | Rank.ai Enterprise Search Prompt Benchmark ↗Grade A |
| public_prompt_benchmarkGemini recommendation-prompt presence | 50 percentmeasured | Aug 7, 2026 | Rank.ai Enterprise Search Prompt Benchmark ↗Grade A |
| public_prompt_benchmarkMention coverage | 13.89 percentmeasured | Aug 7, 2026 | Rank.ai Enterprise Search Prompt Benchmark ↗Grade A |
| public_prompt_benchmarkOpenAI citation share | 0 percentderived | Aug 7, 2026 | Rank.ai Enterprise Search Prompt Benchmark ↗Grade A |
| public_prompt_benchmarkOpenAI mention coverage | 8.33 percentmeasured | Aug 7, 2026 | Rank.ai Enterprise Search Prompt Benchmark ↗Grade A |
| public_prompt_benchmarkOpenAI recommendation-prompt presence | 12.5 percentmeasured | Aug 7, 2026 | Rank.ai Enterprise Search Prompt Benchmark ↗Grade A |
| public_prompt_benchmarkRecommendation-prompt presence | 20.83 percentmeasured | Aug 7, 2026 | Rank.ai Enterprise Search Prompt Benchmark ↗Grade A |
| public_prompt_benchmarkReviewed-brand presence share | 9.62 percentderived | Aug 7, 2026 | Rank.ai Enterprise Search Prompt Benchmark ↗Grade A |
Recommendation rank, answer presence, owned-domain citation share, provider breadth, and provider-specific position from the same frozen daily cohorts. Open any cell for the full denominator and evidence.
| Market | Recommend | Presence | Citation | Breadth | OpenAI | Anthropic | Gemini | Market action |
|---|---|---|---|---|---|---|---|---|
| Vector databases | #104.2 | #102.8 | #83.8 | #101 | #130 | #100 | #1012.5 | Track market → |
| Enterprise search & RAG | #320.8 | #513.9 | #313.6 | #32 | #6 |
Every currently published position, 100% confidence.
| Rank | Leaderboard | Score | Movement | As of | Method | Explain |
|---|---|---|---|---|---|---|
| #10 | Vector Database Platform Rank | 4.17 | 3 ranks lost | Aug 4, 2026 | v4-vector-database-platforms-2026-07-27-models-64232fd32583 | Explain Vector Database Platform Rank rank → |
| #3 | Enterprise Search Platform Rank | 20.83 | 1 ranks gained | Aug 7, 2026 | v4-enterprise-search-platforms-2026-07-27-models-64232fd32583 | Explain Enterprise Search Platform Rank rank → |
| #10 | Vector Databases Brand Visibility | 2.78 | 3 ranks lost | Aug 4, 2026 | v4-vector-database-platforms-2026-07-27-models-64232fd32583 | Explain → |
Ranks a reviewed Vector Databases brand universe using a fixed, public set of neutral commercial prompts across 3 AI providers.
100% confidence · 100% component coverage · as of Aug 4, 2026, 12:00 AM UTC
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt anthropic brand citation share | 0 | 0% | — |
| public prompt anthropic brand mention coverage | 0 | 0% | — |
| public prompt anthropic brand recommendation presence | 0 | 0% | — |
| public prompt brand citation share | 3.846154 | 0% | — |
| public prompt brand engine breadth | 1 | 0% | — |
| public prompt brand mention coverage | 2.777778 | 0% | — |
| public prompt brand mention share |
50 published observations for Azure AI Search, all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Gemini recommendation-prompt presencepublic-prompt-gemini-brand-recommendation-presence | 50percent | measured | Aug 7, 2026 | View source
|
| #30 |
| #150 |
| Track market → |
| #8 | Vector Databases Citation Share | 3.85 | 1 ranks lost | Aug 4, 2026 | v4-vector-database-platforms-2026-07-27-models-64232fd32583 | Explain Vector Databases Citation Share rank → |
|---|
| #10 | Vector Databases Engine Breadth | 1 | — | Aug 4, 2026 | v4-vector-database-platforms-2026-07-27-models-64232fd32583 | Explain Vector Databases Engine Breadth rank → |
|---|
| #13 | Vector Databases Brands in OpenAI Model API Answers | 0 | 3 ranks lost | Aug 4, 2026 | v4-vector-database-platforms-2026-07-27-models-64232fd32583 | Explain Vector Databases Brands in OpenAI Model API Answers rank → |
|---|
| #10 | Vector Databases Brands in Anthropic Model API Answers | 0 | 4 ranks lost | Aug 4, 2026 | v4-vector-database-platforms-2026-07-27-models-64232fd32583 | Explain Vector Databases Brands in Anthropic Model API Answers rank → |
|---|
| #10 | Vector Databases Brands in Gemini Model API Answers | 12.5 | 7 ranks lost | Aug 4, 2026 | v4-vector-database-platforms-2026-07-27-models-64232fd32583 | Explain Vector Databases Brands in Gemini Model API Answers rank → |
|---|
| #5 | Enterprise Search Brand Visibility | 13.89 | 1 ranks lost | Aug 7, 2026 | v4-enterprise-search-platforms-2026-07-27-models-64232fd32583 | Explain Enterprise Search Brand Visibility rank → |
|---|
| #3 | Enterprise Search Citation Share | 13.64 | — | Aug 7, 2026 | v4-enterprise-search-platforms-2026-07-27-models-64232fd32583 | Explain Enterprise Search Citation Share rank → |
|---|
| #3 | Enterprise Search Engine Breadth | 2 | 1 ranks gained | Aug 7, 2026 | v4-enterprise-search-platforms-2026-07-27-models-64232fd32583 | Explain Enterprise Search Engine Breadth rank → |
|---|
| #6 | Enterprise Search Brands in OpenAI Model API Answers | 12.5 | 1 ranks lost | Aug 7, 2026 | v4-enterprise-search-platforms-2026-07-27-models-64232fd32583 | Explain Enterprise Search Brands in OpenAI Model API Answers rank → |
|---|
| #3 | Enterprise Search Brands in Anthropic Model API Answers | 0 | 3 ranks gained | Aug 7, 2026 | v4-enterprise-search-platforms-2026-07-27-models-64232fd32583 | Explain Enterprise Search Brands in Anthropic Model API Answers rank → |
|---|
| #1 | Enterprise Search Brands in Gemini Model API Answers | 50 | 2 ranks gained | Aug 7, 2026 | v4-enterprise-search-platforms-2026-07-27-models-64232fd32583 | Explain Enterprise Search Brands in Gemini Model API Answers rank → |
|---|
| 1.428571 |
| 0% |
| — |
| public prompt brand recommendation presence | 4.166667 | 100% | 4.167 |
|---|
| public prompt gemini brand citation share | 6.666667 | 0% | — |
|---|
| public prompt gemini brand mention coverage | 8.333333 | 0% | — |
|---|
| public prompt gemini brand recommendation presence | 12.5 | 0% | — |
|---|
| public prompt openai brand citation share | 0 | 0% | — |
|---|
| public prompt openai brand mention coverage | 0 | 0% | — |
|---|
| public prompt openai brand recommendation presence | 0 | 0% | — |
|---|
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Engine breadthpublic-prompt-brand-engine-breadth | 2engines | measured | Aug 7, 2026 | View source
|
|---|
| OpenAI citation sharepublic-prompt-openai-brand-citation-share | 0percent | derived | Aug 7, 2026 | View source
|
|---|
| Citation sharepublic-prompt-brand-citation-share | 13.6364percent | derived | Aug 7, 2026 | View source
|
|---|
| OpenAI recommendation-prompt presencepublic-prompt-openai-brand-recommendation-presence | 12.5percent | measured | Aug 7, 2026 | View source
|
|---|
| Mention coveragepublic-prompt-brand-mention-coverage | 13.8889percent | measured | Aug 7, 2026 | View source
|
|---|
| Reviewed-brand presence sharepublic-prompt-brand-mention-share | 9.6154percent | derived | Aug 7, 2026 | View source
|
|---|
| Anthropic recommendation-prompt presencepublic-prompt-anthropic-brand-recommendation-presence | 0percent | measured | Aug 7, 2026 | View source
|
|---|
| Recommendation-prompt presencepublic-prompt-brand-recommendation-presence | 20.8333percent | measured | Aug 7, 2026 | View source
|
|---|
| Gemini citation sharepublic-prompt-gemini-brand-citation-share | 25percent | derived | Aug 7, 2026 | View source
|
|---|
| Gemini mention coveragepublic-prompt-gemini-brand-mention-coverage | 33.3333percent | measured | Aug 7, 2026 | View source
|
|---|
| Anthropic mention coveragepublic-prompt-anthropic-brand-mention-coverage | 0percent | measured | Aug 7, 2026 | View source
|
|---|
| OpenAI mention coveragepublic-prompt-openai-brand-mention-coverage | 8.3333percent | measured | Aug 7, 2026 | View source
|
|---|
| Engine breadthpublic-prompt-brand-engine-breadth | 1engines | measured | Aug 4, 2026 | View source
|
|---|
| Anthropic mention coveragepublic-prompt-anthropic-brand-mention-coverage | 0percent | measured | Aug 4, 2026 | View source
|
|---|
| OpenAI recommendation-prompt presencepublic-prompt-openai-brand-recommendation-presence | 0percent | measured | Aug 4, 2026 | View source
|
|---|
| OpenAI mention coveragepublic-prompt-openai-brand-mention-coverage | 0percent | measured | Aug 4, 2026 | View source
|
|---|
| Anthropic recommendation-prompt presencepublic-prompt-anthropic-brand-recommendation-presence | 0percent | measured | Aug 4, 2026 | View source
|
|---|
| Mention coveragepublic-prompt-brand-mention-coverage | 2.7778percent | measured | Aug 4, 2026 | View source
|
|---|
| OpenAI citation sharepublic-prompt-openai-brand-citation-share | 0percent | derived | Aug 4, 2026 | View source
|
|---|
| Citation sharepublic-prompt-brand-citation-share | 3.8462percent | derived | Aug 4, 2026 | View source
|
|---|
| Gemini citation sharepublic-prompt-gemini-brand-citation-share | 6.6667percent | derived | Aug 4, 2026 | View source
|
|---|
| Anthropic citation sharepublic-prompt-anthropic-brand-citation-share | 0percent | derived | Aug 4, 2026 | View source
|
|---|
| Reviewed-brand presence sharepublic-prompt-brand-mention-share | 1.4286percent | derived | Aug 4, 2026 | View source
|
|---|
| Recommendation-prompt presencepublic-prompt-brand-recommendation-presence | 4.1667percent | measured | Aug 4, 2026 | View source
|
|---|
| Gemini mention coveragepublic-prompt-gemini-brand-mention-coverage | 8.3333percent | measured | Aug 4, 2026 | View source
|
|---|
| Gemini recommendation-prompt presencepublic-prompt-gemini-brand-recommendation-presence | 12.5percent | measured | Aug 4, 2026 | View source
|
|---|
| Gemini recommendation-prompt presencepublic-prompt-gemini-brand-recommendation-presence | 37.5percent | measured | Jul 27, 2026 | View source
|
|---|
| Gemini mention coveragepublic-prompt-gemini-brand-mention-coverage | 33.3333percent | measured | Jul 27, 2026 | View source
|
|---|
| OpenAI mention coveragepublic-prompt-openai-brand-mention-coverage | 0percent | measured | Jul 27, 2026 | View source
|
|---|
| Mention coveragepublic-prompt-brand-mention-coverage | 13.8889percent | measured | Jul 27, 2026 | View source
|
|---|
| Anthropic recommendation-prompt presencepublic-prompt-anthropic-brand-recommendation-presence | 25percent | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence sharepublic-prompt-brand-mention-share | 4.9505percent | derived | Jul 27, 2026 | View source
|
|---|
| Citation sharepublic-prompt-brand-citation-share | 8.8889percent | derived | Jul 27, 2026 | View source
|
|---|
| Engine breadthpublic-prompt-brand-engine-breadth | 3engines | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence sharepublic-prompt-brand-mention-share | 10.2041percent | derived | Jul 27, 2026 | View source
|
|---|
| Anthropic citation sharepublic-prompt-anthropic-brand-citation-share | 7.6923percent | derived | Jul 27, 2026 | View source
|
|---|
| OpenAI recommendation-prompt presencepublic-prompt-openai-brand-recommendation-presence | 12.5percent | measured | Jul 27, 2026 | View source
|
|---|
| Anthropic mention coveragepublic-prompt-anthropic-brand-mention-coverage | 33.3333percent | measured | Jul 27, 2026 | View source
|
|---|
| OpenAI citation sharepublic-prompt-openai-brand-citation-share | 0percent | derived | Jul 27, 2026 | View source
|
|---|
| OpenAI recommendation-prompt presencepublic-prompt-openai-brand-recommendation-presence | 0percent | measured | Jul 27, 2026 | View source
|
|---|
| OpenAI mention coveragepublic-prompt-openai-brand-mention-coverage | 16.6667percent | measured | Jul 27, 2026 | View source
|
|---|
| Mention coveragepublic-prompt-brand-mention-coverage | 27.7778percent | measured | Jul 27, 2026 | View source
|
|---|
| Anthropic recommendation-prompt presencepublic-prompt-anthropic-brand-recommendation-presence | 25percent | measured | Jul 27, 2026 | View source
|
|---|
| Engine breadthpublic-prompt-brand-engine-breadth | 2engines | measured | Jul 27, 2026 | View source
|
|---|
| Citation sharepublic-prompt-brand-citation-share | 13.7931percent | derived | Jul 27, 2026 | View source
|
|---|
| OpenAI citation sharepublic-prompt-openai-brand-citation-share | 0percent | derived | Jul 27, 2026 | View source
|
|---|
| Gemini recommendation-prompt presencepublic-prompt-gemini-brand-recommendation-presence | 37.5percent | measured | Jul 27, 2026 | View source
|
|---|
| Anthropic mention coveragepublic-prompt-anthropic-brand-mention-coverage | 16.6667percent | measured | Jul 27, 2026 | View source
|
|---|
| Gemini mention coveragepublic-prompt-gemini-brand-mention-coverage | 25percent | measured | Jul 27, 2026 | View source
|
|---|