Reviewed AI tracing and evaluation platforms ranked by recommendation-prompt presence across three configured model APIs.
RANK.AI DATA / LATEST PUBLICATION
LLM Observability engine breadth
16 companies ranked by how many AI engines name them.
Braintrust is out in front at 3 engines.
16 companieschecked Aug 5, 2026, 12:00 AM UTCdailyhow we measure this →CSV / JSON
In front today
Braintrust
3 enginesengine breadth
- Ahead of second place
- 0
- Held by the top three
- 33%
- Middle of the board
- 2
- Below half the leader
- 5 of 16
Highest 3 enginesMiddle 2
WHY THIS RANK / VERIFIED SNAPSHOT
Opik by Comet
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
- #9
- Score
- 2 engines
- Sample size
- 3
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 | 0 | 0% | — |
| public prompt anthropic brand mention coverage | 0 | 0% | — |
| public prompt anthropic brand recommendation presence | 0 | 0% | — |
| public prompt brand citation share | 2.272727 | 0% | — |
| public prompt brand engine breadth | 2 | 100% | 2 |
| public prompt brand mention coverage | 5.555556 | 0% | — |
| public prompt brand mention share | 3.125 | 0% | — |
| public prompt brand recommendation presence | 8.333333 | 0% | — |
| public prompt gemini brand citation share | 0 | 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 | 3.846154 | 0% | — |
| public prompt openai brand mention coverage | 8.333333 | 0% | — |
| public prompt openai brand recommendation presence | 12.5 | 0% | — |
WHY IT MOVED
+2 ranksup since prior snapshot
- public prompt anthropic brand recommendation presence12.5 → 0-12.5
- public prompt openai brand recommendation presence0 → 12.5+12.5
- public prompt anthropic brand mention coverage8.333 → 0-8.333
- public prompt openai brand mention coverage0 → 8.333+8.333
- public prompt openai brand citation share0 → 3.846+3.846
- public prompt anthropic brand citation share3.571 → 0-3.571
- public prompt brand mention share2.353 → 3.125+0.772
- public prompt brand citation share1.786 → 2.273+0.487
- public prompt brand engine breadth2 → 20
- public prompt brand mention coverage5.556 → 5.5560
- public prompt brand recommendation presence8.333 → 8.3330
- public prompt gemini brand citation share0 → 00
- public prompt gemini brand mention coverage8.333 → 8.3330
- public prompt gemini brand recommendation presence12.5 → 12.50
PRIMARY EVIDENCE
14 public recordsSource trail
Anthropic citation sharepublic prompt anthropic brand citation share · observed Aug 5, 2026, 12:00 AM UTC0 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 UTC0 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 UTC0 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 UTC2.273 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 UTC2 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 UTC5.556 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 UTC3.125 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 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"}
Gemini citation sharepublic prompt gemini brand citation share · observed Aug 5, 2026, 12:00 AM UTC0 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 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"}
Gemini recommendation-prompt presencepublic prompt gemini 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"}
OpenAI citation sharepublic prompt openai brand citation share · observed Aug 5, 2026, 12:00 AM UTC3.846 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 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"}
OpenAI recommendation-prompt presencepublic prompt openai 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
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