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RANK.AI DATA / LATEST PUBLICATION

Vector Database platform rank

16 companies ranked by recommendation prompt presence.
Pinecone is out in front at 45.8%.

16 companieschecked Aug 4, 2026, 12:00 AM UTCdailyhow we measure this →CSV / JSON

Follow changes
In front today

Pinecone

45.8%recommendation prompt presence

Ahead of second place
0%
Held by the top three
50%
Middle of the board
8.3%
Below half the leader
12 of 16
Highest 45.8%Middle 8.3%
1. Pinecone — 45.8%2. Weaviate — 45.8%3. Qdrant — 37.5%4. Zilliz Cloud / Milvus — 33.3%5. Redis — 20.8%6. Amazon OpenSearch Service — 16.7%7. Chroma — 16.7%8. Supabase Vector — 8.3%9. Google Vertex AI Vector Search — 8.3%10. Azure AI Search — 4.2%11. Elasticsearch — 4.2%12. LanceDB — 4.2%13. MongoDB Atlas Vector Search — 4.2%14. Turbopuffer — 4.2%15. Vespa — 4.2%16. Cloudflare Vectorize — 0.0%
Rank 1one bar per published rowRank 16
WHY THIS RANK / VERIFIED SNAPSHOT

Chroma

Ranks a reviewed Vector Databases brand universe using a fixed, public set of neutral commercial prompts across 3 AI providers.

availablePermalink to this snapshot ↗
Published rank
#7
Score
16.667 percent
Sample size
24

100% confidence · 100% component coverage · as of Aug 4, 2026, 12:00 AM UTC

SCORE CONSTRUCTION

Component ledger

14/14 evidenced

All components available · 1 evidence record each

Components contributing to Chroma's rank
ComponentValueWeightContribution
public prompt anthropic brand citation share00%—
public prompt anthropic brand mention coverage00%—
public prompt anthropic brand recommendation presence00%—
public prompt brand citation share00%—
public prompt brand engine breadth20%—
public prompt brand mention coverage11.1111110%—
public prompt brand mention share5.7142860%—
public prompt brand recommendation presence16.666667100%16.667
public prompt gemini brand citation share00%—
public prompt gemini brand mention coverage8.3333330%—
public prompt gemini brand recommendation presence12.50%—
public prompt openai brand citation share00%—
public prompt openai brand mention coverage250%—
public prompt openai brand recommendation presence37.50%—
WHY IT MOVED

down since prior snapshot

-1 ranks
  1. public prompt anthropic brand recommendation presence12.5 → 0
    -12.5
  2. public prompt gemini brand recommendation presence25 → 12.5
    -12.5
  3. public prompt openai brand recommendation presence25 → 37.5
    +12.5
  4. public prompt gemini brand mention coverage16.667 → 8.333
    -8.333
  5. public prompt anthropic brand mention coverage8.333 → 0
    -8.333
  6. public prompt openai brand mention coverage16.667 → 25
    +8.333
  7. public prompt brand recommendation presence20.833 → 16.667
    -4.167
  8. public prompt brand mention coverage13.889 → 11.111
    -2.778
  9. public prompt brand engine breadth3 → 2
    -1
  10. public prompt brand mention share4.95 → 5.714
    +0.764
  11. public prompt anthropic brand citation share0 → 0
    0
  12. public prompt brand citation share0 → 0
    0
  13. public prompt gemini brand citation share0 → 0
    0
  14. public prompt openai brand citation share0 → 0
    0
PRIMARY EVIDENCE

Source trail

14 public records
  • Anthropic citation sharepublic prompt anthropic brand citation share · observed Aug 4, 2026, 12:00 AM UTC0 percent100% confidence
    Source
    Rank.ai Vector Databases Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"vector-database-platforms-2026-07-27","runArtifactIds":["1d2304fe-4caf-4eff-a303-d745fccefa3a","13fb534c-a74c-4514-a3c6-0ab324630a01","b3ca6315-6ba0-40f5-bea4-739dc364e698","a1a1d7c9-6218-46b0-8af2-1f1e9059c0a2","e195c096-1ed9-4e1c-8568-0ff69cc6851e","899f58a5-f75b-44ad-a102-103449600fa9","ffdb2e81-c2be-4a0b-a2b4-6f2ba1d9618c","657a2bb5-aee8-49fb-9baa-f6e784cef438","19046fe5-2a1e-497f-93ea-aeb53312e4f9","ab05d251-5a69-4365-9f54-c7b2174ae222","580d1181-4bc6-4ed8-aefd-4c84c861d901","1d0a7636-705d-40ef-ac65-b9f58180d858","88600047-4a5e-4894-892a-934d4e255b22","a1c8c749-4e16-4fa9-84fc-7ee5a7ed0a02","961ae04f-e6cc-42bd-81fc-b89e583a6c14","d7733b38-8b4f-46ba-9eee-44894bad539d","7b32e70b-d69c-445e-a3ca-c50d9c27139e","78fd23e4-aba8-4342-9363-8cca75798517","bef1ef13-d992-4c82-b1bd-89c834f466cd","2478b994-7bc1-4620-9d82-3137e0736022","b472492d-44d1-4b9a-9cfa-d6142993e96b","b1817f64-06ce-4783-bc39-9bc04decbb71","261dbf27-4360-4faa-80f2-fca543630d92","7291e104-d44c-4f04-b880-af5909231949","53bdb1fd-52d6-4a0e-8a80-fd997d60a6a1","e7278834-f2c0-411e-bd49-b6a785776806","138a3045-3166-4051-a3c8-987471a43d21","70bdcf87-bc9a-4b14-b3d0-de8701be8754","254e2628-e19c-464b-9854-10295b1afe26","f5b25e63-ae25-40ea-9b35-6d0607db4c4e","4953d826-fd76-487b-a416-bc3a1c2d1eb5","77066b75-85df-4cef-9750-bc1b5f4dc343","28474bc1-0d08-4b4f-a45c-a56619923704","390a26e8-1c40-4924-ac93-319d156dc0b3","7aaef998-8539-4d6b-921f-823d4d46a9b6","1479b6b4-9744-4e44-a514-a121f31baed7"],"benchmarkVersion":"4-vector-database-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • Anthropic mention coveragepublic prompt anthropic brand mention coverage · observed Aug 4, 2026, 12:00 AM UTC0 percent100% confidence
    Source
    Rank.ai Vector Databases Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"vector-database-platforms-2026-07-27","runArtifactIds":["1d2304fe-4caf-4eff-a303-d745fccefa3a","13fb534c-a74c-4514-a3c6-0ab324630a01","b3ca6315-6ba0-40f5-bea4-739dc364e698","a1a1d7c9-6218-46b0-8af2-1f1e9059c0a2","e195c096-1ed9-4e1c-8568-0ff69cc6851e","899f58a5-f75b-44ad-a102-103449600fa9","ffdb2e81-c2be-4a0b-a2b4-6f2ba1d9618c","657a2bb5-aee8-49fb-9baa-f6e784cef438","19046fe5-2a1e-497f-93ea-aeb53312e4f9","ab05d251-5a69-4365-9f54-c7b2174ae222","580d1181-4bc6-4ed8-aefd-4c84c861d901","1d0a7636-705d-40ef-ac65-b9f58180d858","88600047-4a5e-4894-892a-934d4e255b22","a1c8c749-4e16-4fa9-84fc-7ee5a7ed0a02","961ae04f-e6cc-42bd-81fc-b89e583a6c14","d7733b38-8b4f-46ba-9eee-44894bad539d","7b32e70b-d69c-445e-a3ca-c50d9c27139e","78fd23e4-aba8-4342-9363-8cca75798517","bef1ef13-d992-4c82-b1bd-89c834f466cd","2478b994-7bc1-4620-9d82-3137e0736022","b472492d-44d1-4b9a-9cfa-d6142993e96b","b1817f64-06ce-4783-bc39-9bc04decbb71","261dbf27-4360-4faa-80f2-fca543630d92","7291e104-d44c-4f04-b880-af5909231949","53bdb1fd-52d6-4a0e-8a80-fd997d60a6a1","e7278834-f2c0-411e-bd49-b6a785776806","138a3045-3166-4051-a3c8-987471a43d21","70bdcf87-bc9a-4b14-b3d0-de8701be8754","254e2628-e19c-464b-9854-10295b1afe26","f5b25e63-ae25-40ea-9b35-6d0607db4c4e","4953d826-fd76-487b-a416-bc3a1c2d1eb5","77066b75-85df-4cef-9750-bc1b5f4dc343","28474bc1-0d08-4b4f-a45c-a56619923704","390a26e8-1c40-4924-ac93-319d156dc0b3","7aaef998-8539-4d6b-921f-823d4d46a9b6","1479b6b4-9744-4e44-a514-a121f31baed7"],"benchmarkVersion":"4-vector-database-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • Anthropic recommendation-prompt presencepublic prompt anthropic brand recommendation presence · observed Aug 4, 2026, 12:00 AM UTC0 percent100% confidence
    Source
    Rank.ai Vector Databases Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"vector-database-platforms-2026-07-27","runArtifactIds":["1d2304fe-4caf-4eff-a303-d745fccefa3a","13fb534c-a74c-4514-a3c6-0ab324630a01","b3ca6315-6ba0-40f5-bea4-739dc364e698","a1a1d7c9-6218-46b0-8af2-1f1e9059c0a2","e195c096-1ed9-4e1c-8568-0ff69cc6851e","899f58a5-f75b-44ad-a102-103449600fa9","ffdb2e81-c2be-4a0b-a2b4-6f2ba1d9618c","657a2bb5-aee8-49fb-9baa-f6e784cef438","19046fe5-2a1e-497f-93ea-aeb53312e4f9","ab05d251-5a69-4365-9f54-c7b2174ae222","580d1181-4bc6-4ed8-aefd-4c84c861d901","1d0a7636-705d-40ef-ac65-b9f58180d858","88600047-4a5e-4894-892a-934d4e255b22","a1c8c749-4e16-4fa9-84fc-7ee5a7ed0a02","961ae04f-e6cc-42bd-81fc-b89e583a6c14","d7733b38-8b4f-46ba-9eee-44894bad539d","7b32e70b-d69c-445e-a3ca-c50d9c27139e","78fd23e4-aba8-4342-9363-8cca75798517","bef1ef13-d992-4c82-b1bd-89c834f466cd","2478b994-7bc1-4620-9d82-3137e0736022","b472492d-44d1-4b9a-9cfa-d6142993e96b","b1817f64-06ce-4783-bc39-9bc04decbb71","261dbf27-4360-4faa-80f2-fca543630d92","7291e104-d44c-4f04-b880-af5909231949","53bdb1fd-52d6-4a0e-8a80-fd997d60a6a1","e7278834-f2c0-411e-bd49-b6a785776806","138a3045-3166-4051-a3c8-987471a43d21","70bdcf87-bc9a-4b14-b3d0-de8701be8754","254e2628-e19c-464b-9854-10295b1afe26","f5b25e63-ae25-40ea-9b35-6d0607db4c4e","4953d826-fd76-487b-a416-bc3a1c2d1eb5","77066b75-85df-4cef-9750-bc1b5f4dc343","28474bc1-0d08-4b4f-a45c-a56619923704","390a26e8-1c40-4924-ac93-319d156dc0b3","7aaef998-8539-4d6b-921f-823d4d46a9b6","1479b6b4-9744-4e44-a514-a121f31baed7"],"benchmarkVersion":"4-vector-database-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • Citation sharepublic prompt brand citation share · observed Aug 4, 2026, 12:00 AM UTC0 percent100% confidence
    Source
    Rank.ai Vector Databases Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"vector-database-platforms-2026-07-27","runArtifactIds":["1d2304fe-4caf-4eff-a303-d745fccefa3a","13fb534c-a74c-4514-a3c6-0ab324630a01","b3ca6315-6ba0-40f5-bea4-739dc364e698","a1a1d7c9-6218-46b0-8af2-1f1e9059c0a2","e195c096-1ed9-4e1c-8568-0ff69cc6851e","899f58a5-f75b-44ad-a102-103449600fa9","ffdb2e81-c2be-4a0b-a2b4-6f2ba1d9618c","657a2bb5-aee8-49fb-9baa-f6e784cef438","19046fe5-2a1e-497f-93ea-aeb53312e4f9","ab05d251-5a69-4365-9f54-c7b2174ae222","580d1181-4bc6-4ed8-aefd-4c84c861d901","1d0a7636-705d-40ef-ac65-b9f58180d858","88600047-4a5e-4894-892a-934d4e255b22","a1c8c749-4e16-4fa9-84fc-7ee5a7ed0a02","961ae04f-e6cc-42bd-81fc-b89e583a6c14","d7733b38-8b4f-46ba-9eee-44894bad539d","7b32e70b-d69c-445e-a3ca-c50d9c27139e","78fd23e4-aba8-4342-9363-8cca75798517","bef1ef13-d992-4c82-b1bd-89c834f466cd","2478b994-7bc1-4620-9d82-3137e0736022","b472492d-44d1-4b9a-9cfa-d6142993e96b","b1817f64-06ce-4783-bc39-9bc04decbb71","261dbf27-4360-4faa-80f2-fca543630d92","7291e104-d44c-4f04-b880-af5909231949","53bdb1fd-52d6-4a0e-8a80-fd997d60a6a1","e7278834-f2c0-411e-bd49-b6a785776806","138a3045-3166-4051-a3c8-987471a43d21","70bdcf87-bc9a-4b14-b3d0-de8701be8754","254e2628-e19c-464b-9854-10295b1afe26","f5b25e63-ae25-40ea-9b35-6d0607db4c4e","4953d826-fd76-487b-a416-bc3a1c2d1eb5","77066b75-85df-4cef-9750-bc1b5f4dc343","28474bc1-0d08-4b4f-a45c-a56619923704","390a26e8-1c40-4924-ac93-319d156dc0b3","7aaef998-8539-4d6b-921f-823d4d46a9b6","1479b6b4-9744-4e44-a514-a121f31baed7"],"benchmarkVersion":"4-vector-database-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • Engine breadthpublic prompt brand engine breadth · observed Aug 4, 2026, 12:00 AM UTC2 engines100% confidence
    Source
    Rank.ai Vector Databases Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"vector-database-platforms-2026-07-27","runArtifactIds":["1d2304fe-4caf-4eff-a303-d745fccefa3a","13fb534c-a74c-4514-a3c6-0ab324630a01","b3ca6315-6ba0-40f5-bea4-739dc364e698","a1a1d7c9-6218-46b0-8af2-1f1e9059c0a2","e195c096-1ed9-4e1c-8568-0ff69cc6851e","899f58a5-f75b-44ad-a102-103449600fa9","ffdb2e81-c2be-4a0b-a2b4-6f2ba1d9618c","657a2bb5-aee8-49fb-9baa-f6e784cef438","19046fe5-2a1e-497f-93ea-aeb53312e4f9","ab05d251-5a69-4365-9f54-c7b2174ae222","580d1181-4bc6-4ed8-aefd-4c84c861d901","1d0a7636-705d-40ef-ac65-b9f58180d858","88600047-4a5e-4894-892a-934d4e255b22","a1c8c749-4e16-4fa9-84fc-7ee5a7ed0a02","961ae04f-e6cc-42bd-81fc-b89e583a6c14","d7733b38-8b4f-46ba-9eee-44894bad539d","7b32e70b-d69c-445e-a3ca-c50d9c27139e","78fd23e4-aba8-4342-9363-8cca75798517","bef1ef13-d992-4c82-b1bd-89c834f466cd","2478b994-7bc1-4620-9d82-3137e0736022","b472492d-44d1-4b9a-9cfa-d6142993e96b","b1817f64-06ce-4783-bc39-9bc04decbb71","261dbf27-4360-4faa-80f2-fca543630d92","7291e104-d44c-4f04-b880-af5909231949","53bdb1fd-52d6-4a0e-8a80-fd997d60a6a1","e7278834-f2c0-411e-bd49-b6a785776806","138a3045-3166-4051-a3c8-987471a43d21","70bdcf87-bc9a-4b14-b3d0-de8701be8754","254e2628-e19c-464b-9854-10295b1afe26","f5b25e63-ae25-40ea-9b35-6d0607db4c4e","4953d826-fd76-487b-a416-bc3a1c2d1eb5","77066b75-85df-4cef-9750-bc1b5f4dc343","28474bc1-0d08-4b4f-a45c-a56619923704","390a26e8-1c40-4924-ac93-319d156dc0b3","7aaef998-8539-4d6b-921f-823d4d46a9b6","1479b6b4-9744-4e44-a514-a121f31baed7"],"benchmarkVersion":"4-vector-database-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • Mention coveragepublic prompt brand mention coverage · observed Aug 4, 2026, 12:00 AM UTC11.111 percent100% confidence
    Source
    Rank.ai Vector Databases Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"vector-database-platforms-2026-07-27","runArtifactIds":["1d2304fe-4caf-4eff-a303-d745fccefa3a","13fb534c-a74c-4514-a3c6-0ab324630a01","b3ca6315-6ba0-40f5-bea4-739dc364e698","a1a1d7c9-6218-46b0-8af2-1f1e9059c0a2","e195c096-1ed9-4e1c-8568-0ff69cc6851e","899f58a5-f75b-44ad-a102-103449600fa9","ffdb2e81-c2be-4a0b-a2b4-6f2ba1d9618c","657a2bb5-aee8-49fb-9baa-f6e784cef438","19046fe5-2a1e-497f-93ea-aeb53312e4f9","ab05d251-5a69-4365-9f54-c7b2174ae222","580d1181-4bc6-4ed8-aefd-4c84c861d901","1d0a7636-705d-40ef-ac65-b9f58180d858","88600047-4a5e-4894-892a-934d4e255b22","a1c8c749-4e16-4fa9-84fc-7ee5a7ed0a02","961ae04f-e6cc-42bd-81fc-b89e583a6c14","d7733b38-8b4f-46ba-9eee-44894bad539d","7b32e70b-d69c-445e-a3ca-c50d9c27139e","78fd23e4-aba8-4342-9363-8cca75798517","bef1ef13-d992-4c82-b1bd-89c834f466cd","2478b994-7bc1-4620-9d82-3137e0736022","b472492d-44d1-4b9a-9cfa-d6142993e96b","b1817f64-06ce-4783-bc39-9bc04decbb71","261dbf27-4360-4faa-80f2-fca543630d92","7291e104-d44c-4f04-b880-af5909231949","53bdb1fd-52d6-4a0e-8a80-fd997d60a6a1","e7278834-f2c0-411e-bd49-b6a785776806","138a3045-3166-4051-a3c8-987471a43d21","70bdcf87-bc9a-4b14-b3d0-de8701be8754","254e2628-e19c-464b-9854-10295b1afe26","f5b25e63-ae25-40ea-9b35-6d0607db4c4e","4953d826-fd76-487b-a416-bc3a1c2d1eb5","77066b75-85df-4cef-9750-bc1b5f4dc343","28474bc1-0d08-4b4f-a45c-a56619923704","390a26e8-1c40-4924-ac93-319d156dc0b3","7aaef998-8539-4d6b-921f-823d4d46a9b6","1479b6b4-9744-4e44-a514-a121f31baed7"],"benchmarkVersion":"4-vector-database-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • Reviewed-brand presence sharepublic prompt brand mention share · observed Aug 4, 2026, 12:00 AM UTC5.714 percent100% confidence
    Source
    Rank.ai Vector Databases Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"vector-database-platforms-2026-07-27","runArtifactIds":["1d2304fe-4caf-4eff-a303-d745fccefa3a","13fb534c-a74c-4514-a3c6-0ab324630a01","b3ca6315-6ba0-40f5-bea4-739dc364e698","a1a1d7c9-6218-46b0-8af2-1f1e9059c0a2","e195c096-1ed9-4e1c-8568-0ff69cc6851e","899f58a5-f75b-44ad-a102-103449600fa9","ffdb2e81-c2be-4a0b-a2b4-6f2ba1d9618c","657a2bb5-aee8-49fb-9baa-f6e784cef438","19046fe5-2a1e-497f-93ea-aeb53312e4f9","ab05d251-5a69-4365-9f54-c7b2174ae222","580d1181-4bc6-4ed8-aefd-4c84c861d901","1d0a7636-705d-40ef-ac65-b9f58180d858","88600047-4a5e-4894-892a-934d4e255b22","a1c8c749-4e16-4fa9-84fc-7ee5a7ed0a02","961ae04f-e6cc-42bd-81fc-b89e583a6c14","d7733b38-8b4f-46ba-9eee-44894bad539d","7b32e70b-d69c-445e-a3ca-c50d9c27139e","78fd23e4-aba8-4342-9363-8cca75798517","bef1ef13-d992-4c82-b1bd-89c834f466cd","2478b994-7bc1-4620-9d82-3137e0736022","b472492d-44d1-4b9a-9cfa-d6142993e96b","b1817f64-06ce-4783-bc39-9bc04decbb71","261dbf27-4360-4faa-80f2-fca543630d92","7291e104-d44c-4f04-b880-af5909231949","53bdb1fd-52d6-4a0e-8a80-fd997d60a6a1","e7278834-f2c0-411e-bd49-b6a785776806","138a3045-3166-4051-a3c8-987471a43d21","70bdcf87-bc9a-4b14-b3d0-de8701be8754","254e2628-e19c-464b-9854-10295b1afe26","f5b25e63-ae25-40ea-9b35-6d0607db4c4e","4953d826-fd76-487b-a416-bc3a1c2d1eb5","77066b75-85df-4cef-9750-bc1b5f4dc343","28474bc1-0d08-4b4f-a45c-a56619923704","390a26e8-1c40-4924-ac93-319d156dc0b3","7aaef998-8539-4d6b-921f-823d4d46a9b6","1479b6b4-9744-4e44-a514-a121f31baed7"],"benchmarkVersion":"4-vector-database-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • Recommendation-prompt presencepublic prompt brand recommendation presence · observed Aug 4, 2026, 12:00 AM UTC16.667 percent100% confidence
    Source
    Rank.ai Vector Databases Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"vector-database-platforms-2026-07-27","runArtifactIds":["1d2304fe-4caf-4eff-a303-d745fccefa3a","13fb534c-a74c-4514-a3c6-0ab324630a01","b3ca6315-6ba0-40f5-bea4-739dc364e698","a1a1d7c9-6218-46b0-8af2-1f1e9059c0a2","e195c096-1ed9-4e1c-8568-0ff69cc6851e","899f58a5-f75b-44ad-a102-103449600fa9","ffdb2e81-c2be-4a0b-a2b4-6f2ba1d9618c","657a2bb5-aee8-49fb-9baa-f6e784cef438","19046fe5-2a1e-497f-93ea-aeb53312e4f9","ab05d251-5a69-4365-9f54-c7b2174ae222","580d1181-4bc6-4ed8-aefd-4c84c861d901","1d0a7636-705d-40ef-ac65-b9f58180d858","88600047-4a5e-4894-892a-934d4e255b22","a1c8c749-4e16-4fa9-84fc-7ee5a7ed0a02","961ae04f-e6cc-42bd-81fc-b89e583a6c14","d7733b38-8b4f-46ba-9eee-44894bad539d","7b32e70b-d69c-445e-a3ca-c50d9c27139e","78fd23e4-aba8-4342-9363-8cca75798517","bef1ef13-d992-4c82-b1bd-89c834f466cd","2478b994-7bc1-4620-9d82-3137e0736022","b472492d-44d1-4b9a-9cfa-d6142993e96b","b1817f64-06ce-4783-bc39-9bc04decbb71","261dbf27-4360-4faa-80f2-fca543630d92","7291e104-d44c-4f04-b880-af5909231949","53bdb1fd-52d6-4a0e-8a80-fd997d60a6a1","e7278834-f2c0-411e-bd49-b6a785776806","138a3045-3166-4051-a3c8-987471a43d21","70bdcf87-bc9a-4b14-b3d0-de8701be8754","254e2628-e19c-464b-9854-10295b1afe26","f5b25e63-ae25-40ea-9b35-6d0607db4c4e","4953d826-fd76-487b-a416-bc3a1c2d1eb5","77066b75-85df-4cef-9750-bc1b5f4dc343","28474bc1-0d08-4b4f-a45c-a56619923704","390a26e8-1c40-4924-ac93-319d156dc0b3","7aaef998-8539-4d6b-921f-823d4d46a9b6","1479b6b4-9744-4e44-a514-a121f31baed7"],"benchmarkVersion":"4-vector-database-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • Gemini citation sharepublic prompt gemini brand citation share · observed Aug 4, 2026, 12:00 AM UTC0 percent100% confidence
    Source
    Rank.ai Vector Databases Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"vector-database-platforms-2026-07-27","runArtifactIds":["1d2304fe-4caf-4eff-a303-d745fccefa3a","13fb534c-a74c-4514-a3c6-0ab324630a01","b3ca6315-6ba0-40f5-bea4-739dc364e698","a1a1d7c9-6218-46b0-8af2-1f1e9059c0a2","e195c096-1ed9-4e1c-8568-0ff69cc6851e","899f58a5-f75b-44ad-a102-103449600fa9","ffdb2e81-c2be-4a0b-a2b4-6f2ba1d9618c","657a2bb5-aee8-49fb-9baa-f6e784cef438","19046fe5-2a1e-497f-93ea-aeb53312e4f9","ab05d251-5a69-4365-9f54-c7b2174ae222","580d1181-4bc6-4ed8-aefd-4c84c861d901","1d0a7636-705d-40ef-ac65-b9f58180d858","88600047-4a5e-4894-892a-934d4e255b22","a1c8c749-4e16-4fa9-84fc-7ee5a7ed0a02","961ae04f-e6cc-42bd-81fc-b89e583a6c14","d7733b38-8b4f-46ba-9eee-44894bad539d","7b32e70b-d69c-445e-a3ca-c50d9c27139e","78fd23e4-aba8-4342-9363-8cca75798517","bef1ef13-d992-4c82-b1bd-89c834f466cd","2478b994-7bc1-4620-9d82-3137e0736022","b472492d-44d1-4b9a-9cfa-d6142993e96b","b1817f64-06ce-4783-bc39-9bc04decbb71","261dbf27-4360-4faa-80f2-fca543630d92","7291e104-d44c-4f04-b880-af5909231949","53bdb1fd-52d6-4a0e-8a80-fd997d60a6a1","e7278834-f2c0-411e-bd49-b6a785776806","138a3045-3166-4051-a3c8-987471a43d21","70bdcf87-bc9a-4b14-b3d0-de8701be8754","254e2628-e19c-464b-9854-10295b1afe26","f5b25e63-ae25-40ea-9b35-6d0607db4c4e","4953d826-fd76-487b-a416-bc3a1c2d1eb5","77066b75-85df-4cef-9750-bc1b5f4dc343","28474bc1-0d08-4b4f-a45c-a56619923704","390a26e8-1c40-4924-ac93-319d156dc0b3","7aaef998-8539-4d6b-921f-823d4d46a9b6","1479b6b4-9744-4e44-a514-a121f31baed7"],"benchmarkVersion":"4-vector-database-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • Gemini mention coveragepublic prompt gemini brand mention coverage · observed Aug 4, 2026, 12:00 AM UTC8.333 percent100% confidence
    Source
    Rank.ai Vector Databases Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"vector-database-platforms-2026-07-27","runArtifactIds":["1d2304fe-4caf-4eff-a303-d745fccefa3a","13fb534c-a74c-4514-a3c6-0ab324630a01","b3ca6315-6ba0-40f5-bea4-739dc364e698","a1a1d7c9-6218-46b0-8af2-1f1e9059c0a2","e195c096-1ed9-4e1c-8568-0ff69cc6851e","899f58a5-f75b-44ad-a102-103449600fa9","ffdb2e81-c2be-4a0b-a2b4-6f2ba1d9618c","657a2bb5-aee8-49fb-9baa-f6e784cef438","19046fe5-2a1e-497f-93ea-aeb53312e4f9","ab05d251-5a69-4365-9f54-c7b2174ae222","580d1181-4bc6-4ed8-aefd-4c84c861d901","1d0a7636-705d-40ef-ac65-b9f58180d858","88600047-4a5e-4894-892a-934d4e255b22","a1c8c749-4e16-4fa9-84fc-7ee5a7ed0a02","961ae04f-e6cc-42bd-81fc-b89e583a6c14","d7733b38-8b4f-46ba-9eee-44894bad539d","7b32e70b-d69c-445e-a3ca-c50d9c27139e","78fd23e4-aba8-4342-9363-8cca75798517","bef1ef13-d992-4c82-b1bd-89c834f466cd","2478b994-7bc1-4620-9d82-3137e0736022","b472492d-44d1-4b9a-9cfa-d6142993e96b","b1817f64-06ce-4783-bc39-9bc04decbb71","261dbf27-4360-4faa-80f2-fca543630d92","7291e104-d44c-4f04-b880-af5909231949","53bdb1fd-52d6-4a0e-8a80-fd997d60a6a1","e7278834-f2c0-411e-bd49-b6a785776806","138a3045-3166-4051-a3c8-987471a43d21","70bdcf87-bc9a-4b14-b3d0-de8701be8754","254e2628-e19c-464b-9854-10295b1afe26","f5b25e63-ae25-40ea-9b35-6d0607db4c4e","4953d826-fd76-487b-a416-bc3a1c2d1eb5","77066b75-85df-4cef-9750-bc1b5f4dc343","28474bc1-0d08-4b4f-a45c-a56619923704","390a26e8-1c40-4924-ac93-319d156dc0b3","7aaef998-8539-4d6b-921f-823d4d46a9b6","1479b6b4-9744-4e44-a514-a121f31baed7"],"benchmarkVersion":"4-vector-database-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • Gemini recommendation-prompt presencepublic prompt gemini brand recommendation presence · observed Aug 4, 2026, 12:00 AM UTC12.5 percent100% confidence
    Source
    Rank.ai Vector Databases Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"vector-database-platforms-2026-07-27","runArtifactIds":["1d2304fe-4caf-4eff-a303-d745fccefa3a","13fb534c-a74c-4514-a3c6-0ab324630a01","b3ca6315-6ba0-40f5-bea4-739dc364e698","a1a1d7c9-6218-46b0-8af2-1f1e9059c0a2","e195c096-1ed9-4e1c-8568-0ff69cc6851e","899f58a5-f75b-44ad-a102-103449600fa9","ffdb2e81-c2be-4a0b-a2b4-6f2ba1d9618c","657a2bb5-aee8-49fb-9baa-f6e784cef438","19046fe5-2a1e-497f-93ea-aeb53312e4f9","ab05d251-5a69-4365-9f54-c7b2174ae222","580d1181-4bc6-4ed8-aefd-4c84c861d901","1d0a7636-705d-40ef-ac65-b9f58180d858","88600047-4a5e-4894-892a-934d4e255b22","a1c8c749-4e16-4fa9-84fc-7ee5a7ed0a02","961ae04f-e6cc-42bd-81fc-b89e583a6c14","d7733b38-8b4f-46ba-9eee-44894bad539d","7b32e70b-d69c-445e-a3ca-c50d9c27139e","78fd23e4-aba8-4342-9363-8cca75798517","bef1ef13-d992-4c82-b1bd-89c834f466cd","2478b994-7bc1-4620-9d82-3137e0736022","b472492d-44d1-4b9a-9cfa-d6142993e96b","b1817f64-06ce-4783-bc39-9bc04decbb71","261dbf27-4360-4faa-80f2-fca543630d92","7291e104-d44c-4f04-b880-af5909231949","53bdb1fd-52d6-4a0e-8a80-fd997d60a6a1","e7278834-f2c0-411e-bd49-b6a785776806","138a3045-3166-4051-a3c8-987471a43d21","70bdcf87-bc9a-4b14-b3d0-de8701be8754","254e2628-e19c-464b-9854-10295b1afe26","f5b25e63-ae25-40ea-9b35-6d0607db4c4e","4953d826-fd76-487b-a416-bc3a1c2d1eb5","77066b75-85df-4cef-9750-bc1b5f4dc343","28474bc1-0d08-4b4f-a45c-a56619923704","390a26e8-1c40-4924-ac93-319d156dc0b3","7aaef998-8539-4d6b-921f-823d4d46a9b6","1479b6b4-9744-4e44-a514-a121f31baed7"],"benchmarkVersion":"4-vector-database-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • OpenAI citation sharepublic prompt openai brand citation share · observed Aug 4, 2026, 12:00 AM UTC0 percent100% confidence
    Source
    Rank.ai Vector Databases Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"vector-database-platforms-2026-07-27","runArtifactIds":["1d2304fe-4caf-4eff-a303-d745fccefa3a","13fb534c-a74c-4514-a3c6-0ab324630a01","b3ca6315-6ba0-40f5-bea4-739dc364e698","a1a1d7c9-6218-46b0-8af2-1f1e9059c0a2","e195c096-1ed9-4e1c-8568-0ff69cc6851e","899f58a5-f75b-44ad-a102-103449600fa9","ffdb2e81-c2be-4a0b-a2b4-6f2ba1d9618c","657a2bb5-aee8-49fb-9baa-f6e784cef438","19046fe5-2a1e-497f-93ea-aeb53312e4f9","ab05d251-5a69-4365-9f54-c7b2174ae222","580d1181-4bc6-4ed8-aefd-4c84c861d901","1d0a7636-705d-40ef-ac65-b9f58180d858","88600047-4a5e-4894-892a-934d4e255b22","a1c8c749-4e16-4fa9-84fc-7ee5a7ed0a02","961ae04f-e6cc-42bd-81fc-b89e583a6c14","d7733b38-8b4f-46ba-9eee-44894bad539d","7b32e70b-d69c-445e-a3ca-c50d9c27139e","78fd23e4-aba8-4342-9363-8cca75798517","bef1ef13-d992-4c82-b1bd-89c834f466cd","2478b994-7bc1-4620-9d82-3137e0736022","b472492d-44d1-4b9a-9cfa-d6142993e96b","b1817f64-06ce-4783-bc39-9bc04decbb71","261dbf27-4360-4faa-80f2-fca543630d92","7291e104-d44c-4f04-b880-af5909231949","53bdb1fd-52d6-4a0e-8a80-fd997d60a6a1","e7278834-f2c0-411e-bd49-b6a785776806","138a3045-3166-4051-a3c8-987471a43d21","70bdcf87-bc9a-4b14-b3d0-de8701be8754","254e2628-e19c-464b-9854-10295b1afe26","f5b25e63-ae25-40ea-9b35-6d0607db4c4e","4953d826-fd76-487b-a416-bc3a1c2d1eb5","77066b75-85df-4cef-9750-bc1b5f4dc343","28474bc1-0d08-4b4f-a45c-a56619923704","390a26e8-1c40-4924-ac93-319d156dc0b3","7aaef998-8539-4d6b-921f-823d4d46a9b6","1479b6b4-9744-4e44-a514-a121f31baed7"],"benchmarkVersion":"4-vector-database-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • OpenAI mention coveragepublic prompt openai brand mention coverage · observed Aug 4, 2026, 12:00 AM UTC25 percent100% confidence
    Source
    Rank.ai Vector Databases Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"vector-database-platforms-2026-07-27","runArtifactIds":["1d2304fe-4caf-4eff-a303-d745fccefa3a","13fb534c-a74c-4514-a3c6-0ab324630a01","b3ca6315-6ba0-40f5-bea4-739dc364e698","a1a1d7c9-6218-46b0-8af2-1f1e9059c0a2","e195c096-1ed9-4e1c-8568-0ff69cc6851e","899f58a5-f75b-44ad-a102-103449600fa9","ffdb2e81-c2be-4a0b-a2b4-6f2ba1d9618c","657a2bb5-aee8-49fb-9baa-f6e784cef438","19046fe5-2a1e-497f-93ea-aeb53312e4f9","ab05d251-5a69-4365-9f54-c7b2174ae222","580d1181-4bc6-4ed8-aefd-4c84c861d901","1d0a7636-705d-40ef-ac65-b9f58180d858","88600047-4a5e-4894-892a-934d4e255b22","a1c8c749-4e16-4fa9-84fc-7ee5a7ed0a02","961ae04f-e6cc-42bd-81fc-b89e583a6c14","d7733b38-8b4f-46ba-9eee-44894bad539d","7b32e70b-d69c-445e-a3ca-c50d9c27139e","78fd23e4-aba8-4342-9363-8cca75798517","bef1ef13-d992-4c82-b1bd-89c834f466cd","2478b994-7bc1-4620-9d82-3137e0736022","b472492d-44d1-4b9a-9cfa-d6142993e96b","b1817f64-06ce-4783-bc39-9bc04decbb71","261dbf27-4360-4faa-80f2-fca543630d92","7291e104-d44c-4f04-b880-af5909231949","53bdb1fd-52d6-4a0e-8a80-fd997d60a6a1","e7278834-f2c0-411e-bd49-b6a785776806","138a3045-3166-4051-a3c8-987471a43d21","70bdcf87-bc9a-4b14-b3d0-de8701be8754","254e2628-e19c-464b-9854-10295b1afe26","f5b25e63-ae25-40ea-9b35-6d0607db4c4e","4953d826-fd76-487b-a416-bc3a1c2d1eb5","77066b75-85df-4cef-9750-bc1b5f4dc343","28474bc1-0d08-4b4f-a45c-a56619923704","390a26e8-1c40-4924-ac93-319d156dc0b3","7aaef998-8539-4d6b-921f-823d4d46a9b6","1479b6b4-9744-4e44-a514-a121f31baed7"],"benchmarkVersion":"4-vector-database-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • OpenAI recommendation-prompt presencepublic prompt openai brand recommendation presence · observed Aug 4, 2026, 12:00 AM UTC37.5 percent100% confidence
    Source
    Rank.ai Vector Databases Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"vector-database-platforms-2026-07-27","runArtifactIds":["1d2304fe-4caf-4eff-a303-d745fccefa3a","13fb534c-a74c-4514-a3c6-0ab324630a01","b3ca6315-6ba0-40f5-bea4-739dc364e698","a1a1d7c9-6218-46b0-8af2-1f1e9059c0a2","e195c096-1ed9-4e1c-8568-0ff69cc6851e","899f58a5-f75b-44ad-a102-103449600fa9","ffdb2e81-c2be-4a0b-a2b4-6f2ba1d9618c","657a2bb5-aee8-49fb-9baa-f6e784cef438","19046fe5-2a1e-497f-93ea-aeb53312e4f9","ab05d251-5a69-4365-9f54-c7b2174ae222","580d1181-4bc6-4ed8-aefd-4c84c861d901","1d0a7636-705d-40ef-ac65-b9f58180d858","88600047-4a5e-4894-892a-934d4e255b22","a1c8c749-4e16-4fa9-84fc-7ee5a7ed0a02","961ae04f-e6cc-42bd-81fc-b89e583a6c14","d7733b38-8b4f-46ba-9eee-44894bad539d","7b32e70b-d69c-445e-a3ca-c50d9c27139e","78fd23e4-aba8-4342-9363-8cca75798517","bef1ef13-d992-4c82-b1bd-89c834f466cd","2478b994-7bc1-4620-9d82-3137e0736022","b472492d-44d1-4b9a-9cfa-d6142993e96b","b1817f64-06ce-4783-bc39-9bc04decbb71","261dbf27-4360-4faa-80f2-fca543630d92","7291e104-d44c-4f04-b880-af5909231949","53bdb1fd-52d6-4a0e-8a80-fd997d60a6a1","e7278834-f2c0-411e-bd49-b6a785776806","138a3045-3166-4051-a3c8-987471a43d21","70bdcf87-bc9a-4b14-b3d0-de8701be8754","254e2628-e19c-464b-9854-10295b1afe26","f5b25e63-ae25-40ea-9b35-6d0607db4c4e","4953d826-fd76-487b-a416-bc3a1c2d1eb5","77066b75-85df-4cef-9750-bc1b5f4dc343","28474bc1-0d08-4b4f-a45c-a56619923704","390a26e8-1c40-4924-ac93-319d156dc0b3","7aaef998-8539-4d6b-921f-823d4d46a9b6","1479b6b4-9744-4e44-a514-a121f31baed7"],"benchmarkVersion":"4-vector-database-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
REPRODUCIBILITYPublic Vector Databases brand benchmark · v4-vector-database-platforms-2026-07-27-models-64232fd32583224 observations · 1 sources · passed quality
Snapshot
b124696f-f8e4-4b21-8539-c7fd45268eeb
Data hash
76f758c7917e90e505462f8780e006bf71647eca1f0e6fc1ba77fe6223b16468
Method hash
6177c775411f4478d653730a8be54fb08c06de97711787f617342f13843aeedb

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