PRODUCT INTELLIGENCE / PUBLISHED EVIDENCE
Qdrant
Qdrant in the public Vector Databases benchmark.
Ranking footprint
Each board links to its complete table and methodology.Every published position
| Board | Rank | Score | Movement | Confidence | As of | Method |
|---|---|---|---|---|---|---|
| Vector Database Platform Rank | #3 | 37.5 | — | 100% | Aug 4, 2026 | 4-vector-database-platforms-2026-07-27-models-64232fd32583 → |
| Vector Databases Brand Visibility | #3 | 30.5556 | ↓ 1 | 100% | Aug 4, 2026 | 4-vector-database-platforms-2026-07-27-models-64232fd32583 → |
| Vector Databases Citation Share | #1 | 26.9231 | ↑ 1 | 100% | Aug 4, 2026 | 4-vector-database-platforms-2026-07-27-models-64232fd32583 → |
| Vector Databases Engine Breadth | #3 | 3 | — | 100% | Aug 4, 2026 | 4-vector-database-platforms-2026-07-27-models-64232fd32583 → |
| Vector Databases Brands in OpenAI Model API Answers | #3 | 62.5 | — | 100% | Aug 4, 2026 | 4-vector-database-platforms-2026-07-27-models-64232fd32583 → |
| Vector Databases Brands in Anthropic Model API Answers | #3 | 12.5 | — | 100% | Aug 4, 2026 | 4-vector-database-platforms-2026-07-27-models-64232fd32583 → |
| Vector Databases Brands in Gemini Model API Answers | #3 | 37.5 | ↑ 2 | 100% | Aug 4, 2026 | 4-vector-database-platforms-2026-07-27-models-64232fd32583 → |
Product data matrix
28 public observations · source links open the underlying record.Visibility, citations + market position
| Metric | Published value | Category | Data kind | Period / observed | Confidence | Source |
|---|---|---|---|---|---|---|
| Gemini citation sharepublic-prompt-gemini-brand-citation-share | 13.3333 percent | public_prompt_benchmark | derived | Aug 4, 2026 | 100% | Rank.ai Vector Databases Prompt Benchmark ↗A |
| Anthropic mention coveragepublic-prompt-anthropic-brand-mention-coverage | 8.3333 percent | public_prompt_benchmark | measured | Aug 4, 2026 | 100% | Rank.ai Vector Databases Prompt Benchmark ↗A |
| OpenAI mention coveragepublic-prompt-openai-brand-mention-coverage | 50 percent | public_prompt_benchmark | measured | Aug 4, 2026 | 100% | Rank.ai Vector Databases Prompt Benchmark ↗A |
| Reviewed-brand presence sharepublic-prompt-brand-mention-share | 15.7143 percent | public_prompt_benchmark | derived | Aug 4, 2026 | 100% | Rank.ai Vector Databases Prompt Benchmark ↗A |
| Citation sharepublic-prompt-brand-citation-share | 26.9231 percent | public_prompt_benchmark | derived | Aug 4, 2026 | 100% | Rank.ai Vector Databases Prompt Benchmark ↗A |
| Recommendation-prompt presencepublic-prompt-brand-recommendation-presence | 37.5 percent | public_prompt_benchmark | measured | Aug 4, 2026 | 100% | Rank.ai Vector Databases Prompt Benchmark ↗A |
| Anthropic citation sharepublic-prompt-anthropic-brand-citation-share | 100 percent | public_prompt_benchmark | derived | Aug 4, 2026 | 100% | Rank.ai Vector Databases Prompt Benchmark ↗A |
| Anthropic recommendation-prompt presencepublic-prompt-anthropic-brand-recommendation-presence | 12.5 percent | public_prompt_benchmark | measured | Aug 4, 2026 | 100% | Rank.ai Vector Databases Prompt Benchmark ↗A |
| Gemini mention coveragepublic-prompt-gemini-brand-mention-coverage | 33.3333 percent | public_prompt_benchmark | measured | Aug 4, 2026 | 100% | Rank.ai Vector Databases Prompt Benchmark ↗A |
| Gemini recommendation-prompt presencepublic-prompt-gemini-brand-recommendation-presence | 37.5 percent | public_prompt_benchmark | measured | Aug 4, 2026 | 100% | Rank.ai Vector Databases Prompt Benchmark ↗A |
| Mention coveragepublic-prompt-brand-mention-coverage | 30.5556 percent | public_prompt_benchmark | measured | Aug 4, 2026 | 100% | Rank.ai Vector Databases Prompt Benchmark ↗A |
| OpenAI citation sharepublic-prompt-openai-brand-citation-share | 40 percent | public_prompt_benchmark | derived | Aug 4, 2026 | 100% | Rank.ai Vector Databases Prompt Benchmark ↗A |
| Engine breadthpublic-prompt-brand-engine-breadth | 3 engines | public_prompt_benchmark | measured | Aug 4, 2026 | 100% | Rank.ai Vector Databases Prompt Benchmark ↗A |
| OpenAI recommendation-prompt presencepublic-prompt-openai-brand-recommendation-presence | 62.5 percent | public_prompt_benchmark | measured | Aug 4, 2026 | 100% | Rank.ai Vector Databases Prompt Benchmark ↗A |
| Anthropic mention coveragepublic-prompt-anthropic-brand-mention-coverage | 58.3333 percent | public_prompt_benchmark | measured | Jul 27, 2026 | 100% | Rank.ai Vector Databases Prompt Benchmark ↗A |
| OpenAI recommendation-prompt presencepublic-prompt-openai-brand-recommendation-presence | 75 percent | public_prompt_benchmark | measured | Jul 27, 2026 | 100% | Rank.ai Vector Databases Prompt Benchmark ↗A |
| Gemini recommendation-prompt presencepublic-prompt-gemini-brand-recommendation-presence | 25 percent | public_prompt_benchmark | measured | Jul 27, 2026 | 100% | Rank.ai Vector Databases Prompt Benchmark ↗A |
| Reviewed-brand presence sharepublic-prompt-brand-mention-share | 16.8317 percent | public_prompt_benchmark | derived | Jul 27, 2026 | 100% | Rank.ai Vector Databases Prompt Benchmark ↗A |
| Anthropic recommendation-prompt presencepublic-prompt-anthropic-brand-recommendation-presence | 75 percent | public_prompt_benchmark | measured | Jul 27, 2026 | 100% | Rank.ai Vector Databases Prompt Benchmark ↗A |
| Gemini mention coveragepublic-prompt-gemini-brand-mention-coverage | 25 percent | public_prompt_benchmark | measured | Jul 27, 2026 | 100% | Rank.ai Vector Databases Prompt Benchmark ↗A |
| Engine breadthpublic-prompt-brand-engine-breadth | 3 engines | public_prompt_benchmark | measured | Jul 27, 2026 | 100% | Rank.ai Vector Databases Prompt Benchmark ↗A |
| Recommendation-prompt presencepublic-prompt-brand-recommendation-presence | 58.3333 percent | public_prompt_benchmark | measured | Jul 27, 2026 | 100% | Rank.ai Vector Databases Prompt Benchmark ↗A |
| Mention coveragepublic-prompt-brand-mention-coverage | 47.2222 percent | public_prompt_benchmark | measured | Jul 27, 2026 | 100% | Rank.ai Vector Databases Prompt Benchmark ↗A |
| Citation sharepublic-prompt-brand-citation-share | 13.3333 percent | public_prompt_benchmark | derived | Jul 27, 2026 | 100% | Rank.ai Vector Databases Prompt Benchmark ↗A |
| OpenAI citation sharepublic-prompt-openai-brand-citation-share | 26.6667 percent | public_prompt_benchmark | derived | Jul 27, 2026 | 100% | Rank.ai Vector Databases Prompt Benchmark ↗A |
| OpenAI mention coveragepublic-prompt-openai-brand-mention-coverage | 58.3333 percent | public_prompt_benchmark | measured | Jul 27, 2026 | 100% | Rank.ai Vector Databases Prompt Benchmark ↗A |
| Anthropic citation sharepublic-prompt-anthropic-brand-citation-share | 7.6923 percent | public_prompt_benchmark | derived | Jul 27, 2026 | 100% | Rank.ai Vector Databases Prompt Benchmark ↗A |
| Gemini citation sharepublic-prompt-gemini-brand-citation-share | 5.8824 percent | public_prompt_benchmark | derived | Jul 27, 2026 | 100% | Rank.ai Vector Databases Prompt Benchmark ↗A |
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