Vendor website benchmark · category
Vector databases and retrieval vendors, measured on their own websites
Vector stores and retrieval engines. What the vendor's own site serves a crawler, not a benchmark of recall or speed.
Listed
9
Currently measurable
8
Median website score
80
Categories are editorial and unscored; membership never moves a score. Ungraded vendors sort after measured ones and are never coerced to zero. Score version 28.
| Vendor | Website score | Reach | Read | Quote | Findings | llms.txt | Entity map | Measured |
|---|---|---|---|---|---|---|---|---|
| Pinecone pinecone.io | 85 C | 93 | 74 | 84 | 1 | present | absent | 2026-10-04 12:18Z |
| Vespa vespa.ai | 84 B | 86 | 79 | 87 | 1 | present | absent | 2026-10-05 11:18Z |
| Weaviate weaviate.io | 83 C | 90 | 76 | 81 | 6 | present | absent | 2026-10-05 12:19Z |
| Marqo marqo.ai | 80 C | 92 | 75 | 70 | 6 | present | absent | 2026-10-07 16:20Z |
| Zilliz zilliz.com | 80 C | 83 | 78 | 78 | 4 | present | absent | 2026-10-05 16:18Z |
| Activeloop activeloop.ai | 79 C | 90 | 83 | 59 | 3 | present | absent | 2026-10-05 22:17Z |
| Qdrant qdrant.tech | 76 C | 84 | 78 | 63 | 4 | present | absent | 2026-10-08 06:19Z |
| Chroma chroma.com | 72 C | 86 | 80 | 46 | 5 | absent | absent | 2026-10-06 07:17Z |
| Milvus milvus.io | Measurement incomplete — no grade | — | — | — | — | absent | absent | 2026-10-04 04:18Z |
Compare within this category
Open any two to four of these side by side: /directory/compare/pinecone/vespa — slugs in any order resolve to one canonical page.