Reviewed AI tracing and evaluation platforms ranked by recommendation-prompt presence across three configured model APIs.
RANK.AI DATA / LATEST PUBLICATION
LLM Observability citation share
16 companies ranked by how often their own pages are the source an AI answer cites.
Braintrust is out in front at 27.3%.
16 companieschecked Aug 5, 2026, 12:00 AM UTCdailyhow we measure this →CSV / JSON
In front today
Braintrust
27.3%citation share
- Ahead of second place
- 6.8%
- Held by the top three
- 64%
- Middle of the board
- 2.3%
- Below half the leader
- 12 of 16
Highest 27.3%Middle 2.3%
WHY THIS RANK / VERIFIED SNAPSHOT
Braintrust
Ranks a reviewed LLM Observability brand universe using a fixed, public set of neutral commercial prompts across 3 AI providers.
availablePermalink to this snapshot ↗
- Published rank
- #1
- Score
- 27.273 percent
- Sample size
- 44
100% confidence · 100% component coverage · as of Aug 5, 2026, 12:00 AM UTC
SCORE CONSTRUCTION
14/14 evidencedComponent ledger
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt anthropic brand citation share | 25 | 0% | — |
| public prompt anthropic brand mention coverage | 8.333333 | 0% | — |
| public prompt anthropic brand recommendation presence | 12.5 | 0% | — |
| public prompt brand citation share | 27.272727 | 100% | 27.273 |
| public prompt brand engine breadth | 3 | 0% | — |
| public prompt brand mention coverage | 36.111111 | 0% | — |
| public prompt brand mention share | 20.3125 | 0% | — |
| public prompt brand recommendation presence | 41.666667 | 0% | — |
| public prompt gemini brand citation share | 28.571429 | 0% | — |
| public prompt gemini brand mention coverage | 41.666667 | 0% | — |
| public prompt gemini brand recommendation presence | 50 | 0% | — |
| public prompt openai brand citation share | 26.923077 | 0% | — |
| public prompt openai brand mention coverage | 58.333333 | 0% | — |
| public prompt openai brand recommendation presence | 62.5 | 0% | — |
WHY IT MOVED
+1 ranksup since prior snapshot
- public prompt anthropic brand recommendation presence75 → 12.5-62.5
- public prompt anthropic brand mention coverage58.333 → 8.333-50
- public prompt brand recommendation presence62.5 → 41.667-20.833
- public prompt openai brand mention coverage41.667 → 58.333+16.667
- public prompt openai brand citation share42.857 → 26.923-15.934
- public prompt brand mention coverage50 → 36.111-13.889
- public prompt gemini brand recommendation presence62.5 → 50-12.5
- public prompt openai brand recommendation presence50 → 62.5+12.5
- public prompt gemini brand mention coverage50 → 41.667-8.333
- public prompt anthropic brand citation share17.857 → 25+7.143
- public prompt gemini brand citation share23.81 → 28.571+4.762
- public prompt brand citation share23.214 → 27.273+4.058
- public prompt brand mention share21.176 → 20.313-0.864
- public prompt brand engine breadth3 → 30
PRIMARY EVIDENCE
14 public recordsSource trail
Anthropic citation sharepublic prompt anthropic brand citation share · observed Aug 5, 2026, 12:00 AM UTC25 percent100% confidence
- Source
- Rank.ai LLM Observability Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["d0a41f41-65bc-4dc5-be55-4fa6297be23f","80117d34-a46f-4b1f-a78f-4909f0ad51b7","ef81a382-3ebd-4b61-ac2e-e3b3980264ed","b3fc7b2d-ae19-491c-b9d5-bfea4fd84ad5","c89bfaab-fdb5-490b-97ad-ab7d2d4841bb","c36a1d84-428b-4bbf-9baf-990a1e88bc13","b1ef3aa3-75e0-458a-9ce6-8cf6ee2abd0e","dc4dfdf0-3c4a-462f-b5a7-ee49420e552c","9cb90bb3-0203-4f41-ac36-c52b1cc06303","f9449d23-8fb3-488d-99c5-a323fcd97203","219ac49e-250d-4d77-bdaf-fadddef7c9b9","6a1d80b6-0903-41ab-a2fa-a2d7f8d7f75f","5f016752-e5ec-4a2a-9410-02ec3470d108","30f829a0-95e3-42a2-827e-57bb7555e259","8e59267c-ef85-4ab2-b943-702de5240f48","259dc164-9f54-4895-ab8b-cbca947235e1","0088a4ff-7d49-4202-91ae-ab6cb61dfd88","773003ee-3b21-4d3a-a75d-26fe25f0d468","60c3b7b2-ec0e-473d-9ea9-8a02abe2a2e9","4fd872f5-8405-46ca-a706-32370741d854","ee1e27a4-9f1f-4909-863f-90514d6c13a1","677156b9-1f8d-474b-be3c-326a992d2ca5","0bae9e8d-9c8c-45a4-bea2-de769dac8f0b","54067625-0560-4569-918c-e0d74d9a6666","ca51c1f6-d67e-4879-98c3-c76f72b5a87f","ffa226c9-d155-4e1f-aec5-242bcbc34e9b","b58080fa-8068-441c-89ba-efbb17cc02d2","5175d771-8a01-41cc-84fb-77a6137d141c","ed371435-744b-4299-bc57-c043d28d04f3","81bfcecb-a1df-46bd-be33-0e5d1e195991","10bd2629-78a8-4dda-be67-3784c56c3b91","9e1949cd-4bc8-40b1-8494-4e712fb439f1","9b4acc1c-1278-45a4-992b-54bb12aeca22","a6a6ac2b-6aee-435d-a1d5-fc3766941330","b6524f34-a5ca-4f28-8106-3446853f5382","860f6480-bc2a-400f-9124-90ff7d4bb020"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Anthropic mention coveragepublic prompt anthropic brand mention coverage · observed Aug 5, 2026, 12:00 AM UTC8.333 percent100% confidence
- Source
- Rank.ai LLM Observability Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["d0a41f41-65bc-4dc5-be55-4fa6297be23f","80117d34-a46f-4b1f-a78f-4909f0ad51b7","ef81a382-3ebd-4b61-ac2e-e3b3980264ed","b3fc7b2d-ae19-491c-b9d5-bfea4fd84ad5","c89bfaab-fdb5-490b-97ad-ab7d2d4841bb","c36a1d84-428b-4bbf-9baf-990a1e88bc13","b1ef3aa3-75e0-458a-9ce6-8cf6ee2abd0e","dc4dfdf0-3c4a-462f-b5a7-ee49420e552c","9cb90bb3-0203-4f41-ac36-c52b1cc06303","f9449d23-8fb3-488d-99c5-a323fcd97203","219ac49e-250d-4d77-bdaf-fadddef7c9b9","6a1d80b6-0903-41ab-a2fa-a2d7f8d7f75f","5f016752-e5ec-4a2a-9410-02ec3470d108","30f829a0-95e3-42a2-827e-57bb7555e259","8e59267c-ef85-4ab2-b943-702de5240f48","259dc164-9f54-4895-ab8b-cbca947235e1","0088a4ff-7d49-4202-91ae-ab6cb61dfd88","773003ee-3b21-4d3a-a75d-26fe25f0d468","60c3b7b2-ec0e-473d-9ea9-8a02abe2a2e9","4fd872f5-8405-46ca-a706-32370741d854","ee1e27a4-9f1f-4909-863f-90514d6c13a1","677156b9-1f8d-474b-be3c-326a992d2ca5","0bae9e8d-9c8c-45a4-bea2-de769dac8f0b","54067625-0560-4569-918c-e0d74d9a6666","ca51c1f6-d67e-4879-98c3-c76f72b5a87f","ffa226c9-d155-4e1f-aec5-242bcbc34e9b","b58080fa-8068-441c-89ba-efbb17cc02d2","5175d771-8a01-41cc-84fb-77a6137d141c","ed371435-744b-4299-bc57-c043d28d04f3","81bfcecb-a1df-46bd-be33-0e5d1e195991","10bd2629-78a8-4dda-be67-3784c56c3b91","9e1949cd-4bc8-40b1-8494-4e712fb439f1","9b4acc1c-1278-45a4-992b-54bb12aeca22","a6a6ac2b-6aee-435d-a1d5-fc3766941330","b6524f34-a5ca-4f28-8106-3446853f5382","860f6480-bc2a-400f-9124-90ff7d4bb020"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Anthropic recommendation-prompt presencepublic prompt anthropic brand recommendation presence · observed Aug 5, 2026, 12:00 AM UTC12.5 percent100% confidence
- Source
- Rank.ai LLM Observability Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["d0a41f41-65bc-4dc5-be55-4fa6297be23f","80117d34-a46f-4b1f-a78f-4909f0ad51b7","ef81a382-3ebd-4b61-ac2e-e3b3980264ed","b3fc7b2d-ae19-491c-b9d5-bfea4fd84ad5","c89bfaab-fdb5-490b-97ad-ab7d2d4841bb","c36a1d84-428b-4bbf-9baf-990a1e88bc13","b1ef3aa3-75e0-458a-9ce6-8cf6ee2abd0e","dc4dfdf0-3c4a-462f-b5a7-ee49420e552c","9cb90bb3-0203-4f41-ac36-c52b1cc06303","f9449d23-8fb3-488d-99c5-a323fcd97203","219ac49e-250d-4d77-bdaf-fadddef7c9b9","6a1d80b6-0903-41ab-a2fa-a2d7f8d7f75f","5f016752-e5ec-4a2a-9410-02ec3470d108","30f829a0-95e3-42a2-827e-57bb7555e259","8e59267c-ef85-4ab2-b943-702de5240f48","259dc164-9f54-4895-ab8b-cbca947235e1","0088a4ff-7d49-4202-91ae-ab6cb61dfd88","773003ee-3b21-4d3a-a75d-26fe25f0d468","60c3b7b2-ec0e-473d-9ea9-8a02abe2a2e9","4fd872f5-8405-46ca-a706-32370741d854","ee1e27a4-9f1f-4909-863f-90514d6c13a1","677156b9-1f8d-474b-be3c-326a992d2ca5","0bae9e8d-9c8c-45a4-bea2-de769dac8f0b","54067625-0560-4569-918c-e0d74d9a6666","ca51c1f6-d67e-4879-98c3-c76f72b5a87f","ffa226c9-d155-4e1f-aec5-242bcbc34e9b","b58080fa-8068-441c-89ba-efbb17cc02d2","5175d771-8a01-41cc-84fb-77a6137d141c","ed371435-744b-4299-bc57-c043d28d04f3","81bfcecb-a1df-46bd-be33-0e5d1e195991","10bd2629-78a8-4dda-be67-3784c56c3b91","9e1949cd-4bc8-40b1-8494-4e712fb439f1","9b4acc1c-1278-45a4-992b-54bb12aeca22","a6a6ac2b-6aee-435d-a1d5-fc3766941330","b6524f34-a5ca-4f28-8106-3446853f5382","860f6480-bc2a-400f-9124-90ff7d4bb020"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Citation sharepublic prompt brand citation share · observed Aug 5, 2026, 12:00 AM UTC27.273 percent100% confidence
- Source
- Rank.ai LLM Observability Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["d0a41f41-65bc-4dc5-be55-4fa6297be23f","80117d34-a46f-4b1f-a78f-4909f0ad51b7","ef81a382-3ebd-4b61-ac2e-e3b3980264ed","b3fc7b2d-ae19-491c-b9d5-bfea4fd84ad5","c89bfaab-fdb5-490b-97ad-ab7d2d4841bb","c36a1d84-428b-4bbf-9baf-990a1e88bc13","b1ef3aa3-75e0-458a-9ce6-8cf6ee2abd0e","dc4dfdf0-3c4a-462f-b5a7-ee49420e552c","9cb90bb3-0203-4f41-ac36-c52b1cc06303","f9449d23-8fb3-488d-99c5-a323fcd97203","219ac49e-250d-4d77-bdaf-fadddef7c9b9","6a1d80b6-0903-41ab-a2fa-a2d7f8d7f75f","5f016752-e5ec-4a2a-9410-02ec3470d108","30f829a0-95e3-42a2-827e-57bb7555e259","8e59267c-ef85-4ab2-b943-702de5240f48","259dc164-9f54-4895-ab8b-cbca947235e1","0088a4ff-7d49-4202-91ae-ab6cb61dfd88","773003ee-3b21-4d3a-a75d-26fe25f0d468","60c3b7b2-ec0e-473d-9ea9-8a02abe2a2e9","4fd872f5-8405-46ca-a706-32370741d854","ee1e27a4-9f1f-4909-863f-90514d6c13a1","677156b9-1f8d-474b-be3c-326a992d2ca5","0bae9e8d-9c8c-45a4-bea2-de769dac8f0b","54067625-0560-4569-918c-e0d74d9a6666","ca51c1f6-d67e-4879-98c3-c76f72b5a87f","ffa226c9-d155-4e1f-aec5-242bcbc34e9b","b58080fa-8068-441c-89ba-efbb17cc02d2","5175d771-8a01-41cc-84fb-77a6137d141c","ed371435-744b-4299-bc57-c043d28d04f3","81bfcecb-a1df-46bd-be33-0e5d1e195991","10bd2629-78a8-4dda-be67-3784c56c3b91","9e1949cd-4bc8-40b1-8494-4e712fb439f1","9b4acc1c-1278-45a4-992b-54bb12aeca22","a6a6ac2b-6aee-435d-a1d5-fc3766941330","b6524f34-a5ca-4f28-8106-3446853f5382","860f6480-bc2a-400f-9124-90ff7d4bb020"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Engine breadthpublic prompt brand engine breadth · observed Aug 5, 2026, 12:00 AM UTC3 engines100% confidence
- Source
- Rank.ai LLM Observability Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["d0a41f41-65bc-4dc5-be55-4fa6297be23f","80117d34-a46f-4b1f-a78f-4909f0ad51b7","ef81a382-3ebd-4b61-ac2e-e3b3980264ed","b3fc7b2d-ae19-491c-b9d5-bfea4fd84ad5","c89bfaab-fdb5-490b-97ad-ab7d2d4841bb","c36a1d84-428b-4bbf-9baf-990a1e88bc13","b1ef3aa3-75e0-458a-9ce6-8cf6ee2abd0e","dc4dfdf0-3c4a-462f-b5a7-ee49420e552c","9cb90bb3-0203-4f41-ac36-c52b1cc06303","f9449d23-8fb3-488d-99c5-a323fcd97203","219ac49e-250d-4d77-bdaf-fadddef7c9b9","6a1d80b6-0903-41ab-a2fa-a2d7f8d7f75f","5f016752-e5ec-4a2a-9410-02ec3470d108","30f829a0-95e3-42a2-827e-57bb7555e259","8e59267c-ef85-4ab2-b943-702de5240f48","259dc164-9f54-4895-ab8b-cbca947235e1","0088a4ff-7d49-4202-91ae-ab6cb61dfd88","773003ee-3b21-4d3a-a75d-26fe25f0d468","60c3b7b2-ec0e-473d-9ea9-8a02abe2a2e9","4fd872f5-8405-46ca-a706-32370741d854","ee1e27a4-9f1f-4909-863f-90514d6c13a1","677156b9-1f8d-474b-be3c-326a992d2ca5","0bae9e8d-9c8c-45a4-bea2-de769dac8f0b","54067625-0560-4569-918c-e0d74d9a6666","ca51c1f6-d67e-4879-98c3-c76f72b5a87f","ffa226c9-d155-4e1f-aec5-242bcbc34e9b","b58080fa-8068-441c-89ba-efbb17cc02d2","5175d771-8a01-41cc-84fb-77a6137d141c","ed371435-744b-4299-bc57-c043d28d04f3","81bfcecb-a1df-46bd-be33-0e5d1e195991","10bd2629-78a8-4dda-be67-3784c56c3b91","9e1949cd-4bc8-40b1-8494-4e712fb439f1","9b4acc1c-1278-45a4-992b-54bb12aeca22","a6a6ac2b-6aee-435d-a1d5-fc3766941330","b6524f34-a5ca-4f28-8106-3446853f5382","860f6480-bc2a-400f-9124-90ff7d4bb020"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Mention coveragepublic prompt brand mention coverage · observed Aug 5, 2026, 12:00 AM UTC36.111 percent100% confidence
- Source
- Rank.ai LLM Observability Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["d0a41f41-65bc-4dc5-be55-4fa6297be23f","80117d34-a46f-4b1f-a78f-4909f0ad51b7","ef81a382-3ebd-4b61-ac2e-e3b3980264ed","b3fc7b2d-ae19-491c-b9d5-bfea4fd84ad5","c89bfaab-fdb5-490b-97ad-ab7d2d4841bb","c36a1d84-428b-4bbf-9baf-990a1e88bc13","b1ef3aa3-75e0-458a-9ce6-8cf6ee2abd0e","dc4dfdf0-3c4a-462f-b5a7-ee49420e552c","9cb90bb3-0203-4f41-ac36-c52b1cc06303","f9449d23-8fb3-488d-99c5-a323fcd97203","219ac49e-250d-4d77-bdaf-fadddef7c9b9","6a1d80b6-0903-41ab-a2fa-a2d7f8d7f75f","5f016752-e5ec-4a2a-9410-02ec3470d108","30f829a0-95e3-42a2-827e-57bb7555e259","8e59267c-ef85-4ab2-b943-702de5240f48","259dc164-9f54-4895-ab8b-cbca947235e1","0088a4ff-7d49-4202-91ae-ab6cb61dfd88","773003ee-3b21-4d3a-a75d-26fe25f0d468","60c3b7b2-ec0e-473d-9ea9-8a02abe2a2e9","4fd872f5-8405-46ca-a706-32370741d854","ee1e27a4-9f1f-4909-863f-90514d6c13a1","677156b9-1f8d-474b-be3c-326a992d2ca5","0bae9e8d-9c8c-45a4-bea2-de769dac8f0b","54067625-0560-4569-918c-e0d74d9a6666","ca51c1f6-d67e-4879-98c3-c76f72b5a87f","ffa226c9-d155-4e1f-aec5-242bcbc34e9b","b58080fa-8068-441c-89ba-efbb17cc02d2","5175d771-8a01-41cc-84fb-77a6137d141c","ed371435-744b-4299-bc57-c043d28d04f3","81bfcecb-a1df-46bd-be33-0e5d1e195991","10bd2629-78a8-4dda-be67-3784c56c3b91","9e1949cd-4bc8-40b1-8494-4e712fb439f1","9b4acc1c-1278-45a4-992b-54bb12aeca22","a6a6ac2b-6aee-435d-a1d5-fc3766941330","b6524f34-a5ca-4f28-8106-3446853f5382","860f6480-bc2a-400f-9124-90ff7d4bb020"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Reviewed-brand presence sharepublic prompt brand mention share · observed Aug 5, 2026, 12:00 AM UTC20.313 percent100% confidence
- Source
- Rank.ai LLM Observability Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["d0a41f41-65bc-4dc5-be55-4fa6297be23f","80117d34-a46f-4b1f-a78f-4909f0ad51b7","ef81a382-3ebd-4b61-ac2e-e3b3980264ed","b3fc7b2d-ae19-491c-b9d5-bfea4fd84ad5","c89bfaab-fdb5-490b-97ad-ab7d2d4841bb","c36a1d84-428b-4bbf-9baf-990a1e88bc13","b1ef3aa3-75e0-458a-9ce6-8cf6ee2abd0e","dc4dfdf0-3c4a-462f-b5a7-ee49420e552c","9cb90bb3-0203-4f41-ac36-c52b1cc06303","f9449d23-8fb3-488d-99c5-a323fcd97203","219ac49e-250d-4d77-bdaf-fadddef7c9b9","6a1d80b6-0903-41ab-a2fa-a2d7f8d7f75f","5f016752-e5ec-4a2a-9410-02ec3470d108","30f829a0-95e3-42a2-827e-57bb7555e259","8e59267c-ef85-4ab2-b943-702de5240f48","259dc164-9f54-4895-ab8b-cbca947235e1","0088a4ff-7d49-4202-91ae-ab6cb61dfd88","773003ee-3b21-4d3a-a75d-26fe25f0d468","60c3b7b2-ec0e-473d-9ea9-8a02abe2a2e9","4fd872f5-8405-46ca-a706-32370741d854","ee1e27a4-9f1f-4909-863f-90514d6c13a1","677156b9-1f8d-474b-be3c-326a992d2ca5","0bae9e8d-9c8c-45a4-bea2-de769dac8f0b","54067625-0560-4569-918c-e0d74d9a6666","ca51c1f6-d67e-4879-98c3-c76f72b5a87f","ffa226c9-d155-4e1f-aec5-242bcbc34e9b","b58080fa-8068-441c-89ba-efbb17cc02d2","5175d771-8a01-41cc-84fb-77a6137d141c","ed371435-744b-4299-bc57-c043d28d04f3","81bfcecb-a1df-46bd-be33-0e5d1e195991","10bd2629-78a8-4dda-be67-3784c56c3b91","9e1949cd-4bc8-40b1-8494-4e712fb439f1","9b4acc1c-1278-45a4-992b-54bb12aeca22","a6a6ac2b-6aee-435d-a1d5-fc3766941330","b6524f34-a5ca-4f28-8106-3446853f5382","860f6480-bc2a-400f-9124-90ff7d4bb020"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Recommendation-prompt presencepublic prompt brand recommendation presence · observed Aug 5, 2026, 12:00 AM UTC41.667 percent100% confidence
- Source
- Rank.ai LLM Observability Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["d0a41f41-65bc-4dc5-be55-4fa6297be23f","80117d34-a46f-4b1f-a78f-4909f0ad51b7","ef81a382-3ebd-4b61-ac2e-e3b3980264ed","b3fc7b2d-ae19-491c-b9d5-bfea4fd84ad5","c89bfaab-fdb5-490b-97ad-ab7d2d4841bb","c36a1d84-428b-4bbf-9baf-990a1e88bc13","b1ef3aa3-75e0-458a-9ce6-8cf6ee2abd0e","dc4dfdf0-3c4a-462f-b5a7-ee49420e552c","9cb90bb3-0203-4f41-ac36-c52b1cc06303","f9449d23-8fb3-488d-99c5-a323fcd97203","219ac49e-250d-4d77-bdaf-fadddef7c9b9","6a1d80b6-0903-41ab-a2fa-a2d7f8d7f75f","5f016752-e5ec-4a2a-9410-02ec3470d108","30f829a0-95e3-42a2-827e-57bb7555e259","8e59267c-ef85-4ab2-b943-702de5240f48","259dc164-9f54-4895-ab8b-cbca947235e1","0088a4ff-7d49-4202-91ae-ab6cb61dfd88","773003ee-3b21-4d3a-a75d-26fe25f0d468","60c3b7b2-ec0e-473d-9ea9-8a02abe2a2e9","4fd872f5-8405-46ca-a706-32370741d854","ee1e27a4-9f1f-4909-863f-90514d6c13a1","677156b9-1f8d-474b-be3c-326a992d2ca5","0bae9e8d-9c8c-45a4-bea2-de769dac8f0b","54067625-0560-4569-918c-e0d74d9a6666","ca51c1f6-d67e-4879-98c3-c76f72b5a87f","ffa226c9-d155-4e1f-aec5-242bcbc34e9b","b58080fa-8068-441c-89ba-efbb17cc02d2","5175d771-8a01-41cc-84fb-77a6137d141c","ed371435-744b-4299-bc57-c043d28d04f3","81bfcecb-a1df-46bd-be33-0e5d1e195991","10bd2629-78a8-4dda-be67-3784c56c3b91","9e1949cd-4bc8-40b1-8494-4e712fb439f1","9b4acc1c-1278-45a4-992b-54bb12aeca22","a6a6ac2b-6aee-435d-a1d5-fc3766941330","b6524f34-a5ca-4f28-8106-3446853f5382","860f6480-bc2a-400f-9124-90ff7d4bb020"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Gemini citation sharepublic prompt gemini brand citation share · observed Aug 5, 2026, 12:00 AM UTC28.571 percent100% confidence
- Source
- Rank.ai LLM Observability Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["d0a41f41-65bc-4dc5-be55-4fa6297be23f","80117d34-a46f-4b1f-a78f-4909f0ad51b7","ef81a382-3ebd-4b61-ac2e-e3b3980264ed","b3fc7b2d-ae19-491c-b9d5-bfea4fd84ad5","c89bfaab-fdb5-490b-97ad-ab7d2d4841bb","c36a1d84-428b-4bbf-9baf-990a1e88bc13","b1ef3aa3-75e0-458a-9ce6-8cf6ee2abd0e","dc4dfdf0-3c4a-462f-b5a7-ee49420e552c","9cb90bb3-0203-4f41-ac36-c52b1cc06303","f9449d23-8fb3-488d-99c5-a323fcd97203","219ac49e-250d-4d77-bdaf-fadddef7c9b9","6a1d80b6-0903-41ab-a2fa-a2d7f8d7f75f","5f016752-e5ec-4a2a-9410-02ec3470d108","30f829a0-95e3-42a2-827e-57bb7555e259","8e59267c-ef85-4ab2-b943-702de5240f48","259dc164-9f54-4895-ab8b-cbca947235e1","0088a4ff-7d49-4202-91ae-ab6cb61dfd88","773003ee-3b21-4d3a-a75d-26fe25f0d468","60c3b7b2-ec0e-473d-9ea9-8a02abe2a2e9","4fd872f5-8405-46ca-a706-32370741d854","ee1e27a4-9f1f-4909-863f-90514d6c13a1","677156b9-1f8d-474b-be3c-326a992d2ca5","0bae9e8d-9c8c-45a4-bea2-de769dac8f0b","54067625-0560-4569-918c-e0d74d9a6666","ca51c1f6-d67e-4879-98c3-c76f72b5a87f","ffa226c9-d155-4e1f-aec5-242bcbc34e9b","b58080fa-8068-441c-89ba-efbb17cc02d2","5175d771-8a01-41cc-84fb-77a6137d141c","ed371435-744b-4299-bc57-c043d28d04f3","81bfcecb-a1df-46bd-be33-0e5d1e195991","10bd2629-78a8-4dda-be67-3784c56c3b91","9e1949cd-4bc8-40b1-8494-4e712fb439f1","9b4acc1c-1278-45a4-992b-54bb12aeca22","a6a6ac2b-6aee-435d-a1d5-fc3766941330","b6524f34-a5ca-4f28-8106-3446853f5382","860f6480-bc2a-400f-9124-90ff7d4bb020"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Gemini mention coveragepublic prompt gemini brand mention coverage · observed Aug 5, 2026, 12:00 AM UTC41.667 percent100% confidence
- Source
- Rank.ai LLM Observability Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["d0a41f41-65bc-4dc5-be55-4fa6297be23f","80117d34-a46f-4b1f-a78f-4909f0ad51b7","ef81a382-3ebd-4b61-ac2e-e3b3980264ed","b3fc7b2d-ae19-491c-b9d5-bfea4fd84ad5","c89bfaab-fdb5-490b-97ad-ab7d2d4841bb","c36a1d84-428b-4bbf-9baf-990a1e88bc13","b1ef3aa3-75e0-458a-9ce6-8cf6ee2abd0e","dc4dfdf0-3c4a-462f-b5a7-ee49420e552c","9cb90bb3-0203-4f41-ac36-c52b1cc06303","f9449d23-8fb3-488d-99c5-a323fcd97203","219ac49e-250d-4d77-bdaf-fadddef7c9b9","6a1d80b6-0903-41ab-a2fa-a2d7f8d7f75f","5f016752-e5ec-4a2a-9410-02ec3470d108","30f829a0-95e3-42a2-827e-57bb7555e259","8e59267c-ef85-4ab2-b943-702de5240f48","259dc164-9f54-4895-ab8b-cbca947235e1","0088a4ff-7d49-4202-91ae-ab6cb61dfd88","773003ee-3b21-4d3a-a75d-26fe25f0d468","60c3b7b2-ec0e-473d-9ea9-8a02abe2a2e9","4fd872f5-8405-46ca-a706-32370741d854","ee1e27a4-9f1f-4909-863f-90514d6c13a1","677156b9-1f8d-474b-be3c-326a992d2ca5","0bae9e8d-9c8c-45a4-bea2-de769dac8f0b","54067625-0560-4569-918c-e0d74d9a6666","ca51c1f6-d67e-4879-98c3-c76f72b5a87f","ffa226c9-d155-4e1f-aec5-242bcbc34e9b","b58080fa-8068-441c-89ba-efbb17cc02d2","5175d771-8a01-41cc-84fb-77a6137d141c","ed371435-744b-4299-bc57-c043d28d04f3","81bfcecb-a1df-46bd-be33-0e5d1e195991","10bd2629-78a8-4dda-be67-3784c56c3b91","9e1949cd-4bc8-40b1-8494-4e712fb439f1","9b4acc1c-1278-45a4-992b-54bb12aeca22","a6a6ac2b-6aee-435d-a1d5-fc3766941330","b6524f34-a5ca-4f28-8106-3446853f5382","860f6480-bc2a-400f-9124-90ff7d4bb020"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Gemini recommendation-prompt presencepublic prompt gemini brand recommendation presence · observed Aug 5, 2026, 12:00 AM UTC50 percent100% confidence
- Source
- Rank.ai LLM Observability Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["d0a41f41-65bc-4dc5-be55-4fa6297be23f","80117d34-a46f-4b1f-a78f-4909f0ad51b7","ef81a382-3ebd-4b61-ac2e-e3b3980264ed","b3fc7b2d-ae19-491c-b9d5-bfea4fd84ad5","c89bfaab-fdb5-490b-97ad-ab7d2d4841bb","c36a1d84-428b-4bbf-9baf-990a1e88bc13","b1ef3aa3-75e0-458a-9ce6-8cf6ee2abd0e","dc4dfdf0-3c4a-462f-b5a7-ee49420e552c","9cb90bb3-0203-4f41-ac36-c52b1cc06303","f9449d23-8fb3-488d-99c5-a323fcd97203","219ac49e-250d-4d77-bdaf-fadddef7c9b9","6a1d80b6-0903-41ab-a2fa-a2d7f8d7f75f","5f016752-e5ec-4a2a-9410-02ec3470d108","30f829a0-95e3-42a2-827e-57bb7555e259","8e59267c-ef85-4ab2-b943-702de5240f48","259dc164-9f54-4895-ab8b-cbca947235e1","0088a4ff-7d49-4202-91ae-ab6cb61dfd88","773003ee-3b21-4d3a-a75d-26fe25f0d468","60c3b7b2-ec0e-473d-9ea9-8a02abe2a2e9","4fd872f5-8405-46ca-a706-32370741d854","ee1e27a4-9f1f-4909-863f-90514d6c13a1","677156b9-1f8d-474b-be3c-326a992d2ca5","0bae9e8d-9c8c-45a4-bea2-de769dac8f0b","54067625-0560-4569-918c-e0d74d9a6666","ca51c1f6-d67e-4879-98c3-c76f72b5a87f","ffa226c9-d155-4e1f-aec5-242bcbc34e9b","b58080fa-8068-441c-89ba-efbb17cc02d2","5175d771-8a01-41cc-84fb-77a6137d141c","ed371435-744b-4299-bc57-c043d28d04f3","81bfcecb-a1df-46bd-be33-0e5d1e195991","10bd2629-78a8-4dda-be67-3784c56c3b91","9e1949cd-4bc8-40b1-8494-4e712fb439f1","9b4acc1c-1278-45a4-992b-54bb12aeca22","a6a6ac2b-6aee-435d-a1d5-fc3766941330","b6524f34-a5ca-4f28-8106-3446853f5382","860f6480-bc2a-400f-9124-90ff7d4bb020"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
OpenAI citation sharepublic prompt openai brand citation share · observed Aug 5, 2026, 12:00 AM UTC26.923 percent100% confidence
- Source
- Rank.ai LLM Observability Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["d0a41f41-65bc-4dc5-be55-4fa6297be23f","80117d34-a46f-4b1f-a78f-4909f0ad51b7","ef81a382-3ebd-4b61-ac2e-e3b3980264ed","b3fc7b2d-ae19-491c-b9d5-bfea4fd84ad5","c89bfaab-fdb5-490b-97ad-ab7d2d4841bb","c36a1d84-428b-4bbf-9baf-990a1e88bc13","b1ef3aa3-75e0-458a-9ce6-8cf6ee2abd0e","dc4dfdf0-3c4a-462f-b5a7-ee49420e552c","9cb90bb3-0203-4f41-ac36-c52b1cc06303","f9449d23-8fb3-488d-99c5-a323fcd97203","219ac49e-250d-4d77-bdaf-fadddef7c9b9","6a1d80b6-0903-41ab-a2fa-a2d7f8d7f75f","5f016752-e5ec-4a2a-9410-02ec3470d108","30f829a0-95e3-42a2-827e-57bb7555e259","8e59267c-ef85-4ab2-b943-702de5240f48","259dc164-9f54-4895-ab8b-cbca947235e1","0088a4ff-7d49-4202-91ae-ab6cb61dfd88","773003ee-3b21-4d3a-a75d-26fe25f0d468","60c3b7b2-ec0e-473d-9ea9-8a02abe2a2e9","4fd872f5-8405-46ca-a706-32370741d854","ee1e27a4-9f1f-4909-863f-90514d6c13a1","677156b9-1f8d-474b-be3c-326a992d2ca5","0bae9e8d-9c8c-45a4-bea2-de769dac8f0b","54067625-0560-4569-918c-e0d74d9a6666","ca51c1f6-d67e-4879-98c3-c76f72b5a87f","ffa226c9-d155-4e1f-aec5-242bcbc34e9b","b58080fa-8068-441c-89ba-efbb17cc02d2","5175d771-8a01-41cc-84fb-77a6137d141c","ed371435-744b-4299-bc57-c043d28d04f3","81bfcecb-a1df-46bd-be33-0e5d1e195991","10bd2629-78a8-4dda-be67-3784c56c3b91","9e1949cd-4bc8-40b1-8494-4e712fb439f1","9b4acc1c-1278-45a4-992b-54bb12aeca22","a6a6ac2b-6aee-435d-a1d5-fc3766941330","b6524f34-a5ca-4f28-8106-3446853f5382","860f6480-bc2a-400f-9124-90ff7d4bb020"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
OpenAI mention coveragepublic prompt openai brand mention coverage · observed Aug 5, 2026, 12:00 AM UTC58.333 percent100% confidence
- Source
- Rank.ai LLM Observability Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["d0a41f41-65bc-4dc5-be55-4fa6297be23f","80117d34-a46f-4b1f-a78f-4909f0ad51b7","ef81a382-3ebd-4b61-ac2e-e3b3980264ed","b3fc7b2d-ae19-491c-b9d5-bfea4fd84ad5","c89bfaab-fdb5-490b-97ad-ab7d2d4841bb","c36a1d84-428b-4bbf-9baf-990a1e88bc13","b1ef3aa3-75e0-458a-9ce6-8cf6ee2abd0e","dc4dfdf0-3c4a-462f-b5a7-ee49420e552c","9cb90bb3-0203-4f41-ac36-c52b1cc06303","f9449d23-8fb3-488d-99c5-a323fcd97203","219ac49e-250d-4d77-bdaf-fadddef7c9b9","6a1d80b6-0903-41ab-a2fa-a2d7f8d7f75f","5f016752-e5ec-4a2a-9410-02ec3470d108","30f829a0-95e3-42a2-827e-57bb7555e259","8e59267c-ef85-4ab2-b943-702de5240f48","259dc164-9f54-4895-ab8b-cbca947235e1","0088a4ff-7d49-4202-91ae-ab6cb61dfd88","773003ee-3b21-4d3a-a75d-26fe25f0d468","60c3b7b2-ec0e-473d-9ea9-8a02abe2a2e9","4fd872f5-8405-46ca-a706-32370741d854","ee1e27a4-9f1f-4909-863f-90514d6c13a1","677156b9-1f8d-474b-be3c-326a992d2ca5","0bae9e8d-9c8c-45a4-bea2-de769dac8f0b","54067625-0560-4569-918c-e0d74d9a6666","ca51c1f6-d67e-4879-98c3-c76f72b5a87f","ffa226c9-d155-4e1f-aec5-242bcbc34e9b","b58080fa-8068-441c-89ba-efbb17cc02d2","5175d771-8a01-41cc-84fb-77a6137d141c","ed371435-744b-4299-bc57-c043d28d04f3","81bfcecb-a1df-46bd-be33-0e5d1e195991","10bd2629-78a8-4dda-be67-3784c56c3b91","9e1949cd-4bc8-40b1-8494-4e712fb439f1","9b4acc1c-1278-45a4-992b-54bb12aeca22","a6a6ac2b-6aee-435d-a1d5-fc3766941330","b6524f34-a5ca-4f28-8106-3446853f5382","860f6480-bc2a-400f-9124-90ff7d4bb020"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
OpenAI recommendation-prompt presencepublic prompt openai brand recommendation presence · observed Aug 5, 2026, 12:00 AM UTC62.5 percent100% confidence
- Source
- Rank.ai LLM Observability Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["d0a41f41-65bc-4dc5-be55-4fa6297be23f","80117d34-a46f-4b1f-a78f-4909f0ad51b7","ef81a382-3ebd-4b61-ac2e-e3b3980264ed","b3fc7b2d-ae19-491c-b9d5-bfea4fd84ad5","c89bfaab-fdb5-490b-97ad-ab7d2d4841bb","c36a1d84-428b-4bbf-9baf-990a1e88bc13","b1ef3aa3-75e0-458a-9ce6-8cf6ee2abd0e","dc4dfdf0-3c4a-462f-b5a7-ee49420e552c","9cb90bb3-0203-4f41-ac36-c52b1cc06303","f9449d23-8fb3-488d-99c5-a323fcd97203","219ac49e-250d-4d77-bdaf-fadddef7c9b9","6a1d80b6-0903-41ab-a2fa-a2d7f8d7f75f","5f016752-e5ec-4a2a-9410-02ec3470d108","30f829a0-95e3-42a2-827e-57bb7555e259","8e59267c-ef85-4ab2-b943-702de5240f48","259dc164-9f54-4895-ab8b-cbca947235e1","0088a4ff-7d49-4202-91ae-ab6cb61dfd88","773003ee-3b21-4d3a-a75d-26fe25f0d468","60c3b7b2-ec0e-473d-9ea9-8a02abe2a2e9","4fd872f5-8405-46ca-a706-32370741d854","ee1e27a4-9f1f-4909-863f-90514d6c13a1","677156b9-1f8d-474b-be3c-326a992d2ca5","0bae9e8d-9c8c-45a4-bea2-de769dac8f0b","54067625-0560-4569-918c-e0d74d9a6666","ca51c1f6-d67e-4879-98c3-c76f72b5a87f","ffa226c9-d155-4e1f-aec5-242bcbc34e9b","b58080fa-8068-441c-89ba-efbb17cc02d2","5175d771-8a01-41cc-84fb-77a6137d141c","ed371435-744b-4299-bc57-c043d28d04f3","81bfcecb-a1df-46bd-be33-0e5d1e195991","10bd2629-78a8-4dda-be67-3784c56c3b91","9e1949cd-4bc8-40b1-8494-4e712fb439f1","9b4acc1c-1278-45a4-992b-54bb12aeca22","a6a6ac2b-6aee-435d-a1d5-fc3766941330","b6524f34-a5ca-4f28-8106-3446853f5382","860f6480-bc2a-400f-9124-90ff7d4bb020"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
More in LLM observability
Tracing, evaluation, monitoring, and AI reliability platforms ranked across a fixed buying corpus—with brand, prompt, engine, and citation-source views.
Reviewed platforms ranked by presence across every answer in the complete category prompt-and-engine cohort.
Reviewed platforms ranked by the number of configured model APIs on which they appear.