LLM observability platform rank

As of

All 16 companies by recommendation prompt presence

Braintrust leads at 41.7%; the middle of the board sits at 8.3%.

Ahead of second place: 8.3%
Held by the top three: 48%
Middle of the board: 8.3%
Below half the leader: 11 of 16

Rank, name and recommendation prompt presenceMiddle 8.3%

1Braintrust41.7%
2Arize AI / Phoenix33.3%
3Langfuse33.3%
4Maxim AI29.2%
5LangSmith25.0%
6Helicone16.7%
7Galileo12.5%
8Fiddler8.3%
9Opik by Comet8.3%
10W&B Weave8.3%
11Datadog LLM Observability4.2%
12Traceloop4.2%
13New Relic AI Observability0.0%
14HoneyHive0.0%
15Humanloop0.0%
16Patronus AI0.0%

24 checks behind each row · 100% confidence across rows.

LLM Observability platform rank current rankings
Rank	Name	Recommendation prompt presence	Mention coverage	Share of names	Cited as source	Change	Why
01	Braintrust	41.7%	36.11% · 13 / 36	20.31% · 13 / 64	27.27% · 12 / 44		This rank My rank
02	Arize AI / Phoenix	33.3%	25% · 9 / 36	14.06% · 9 / 64	4.55% · 2 / 44	2	This rank My rank
03	Langfuse	33.3%	22.22% · 8 / 36	12.5% · 8 / 64	20.45% · 9 / 44	1	This rank My rank
04	Maxim AI	29.2%	19.44% · 7 / 36	10.94% · 7 / 64	13.64% · 6 / 44	1	This rank My rank
05	LangSmith	25.0%	16.67% · 6 / 36	9.38% · 6 / 64	2.27% · 1 / 44		This rank My rank
06	Helicone	16.7%	11.11% · 4 / 36	6.25% · 4 / 64	0% · 0 / 44	2	This rank My rank
07	Galileo	12.5%	8.33% · 3 / 36	4.69% · 3 / 64	4.55% · 2 / 44	1	This rank My rank
08	Fiddler	8.3%	11.11% · 4 / 36	6.25% · 4 / 64	15.91% · 7 / 44	1	This rank My rank
09	Opik by Comet	8.3%	5.56% · 2 / 36	3.13% · 2 / 64	2.27% · 1 / 44	2	This rank My rank
10	W&B Weave	8.3%	5.56% · 2 / 36	3.13% · 2 / 64	0% · 0 / 44	6	This rank My rank
11	Datadog LLM Observability	4.2%	11.11% · 4 / 36	6.25% · 4 / 64	6.82% · 3 / 44	2	This rank My rank
12	Traceloop	4.2%	2.78% · 1 / 36	1.56% · 1 / 64	0% · 0 / 44	2	Showing My rank
13	New Relic AI Observability	0.0%	2.78% · 1 / 36	1.56% · 1 / 64	2.27% · 1 / 44	1	This rank My rank
14	HoneyHive	0.0%	0% · 0 / 36	0% · 0 / 64	0% · 0 / 44	1	This rank My rank
15	Humanloop	0.0%	0% · 0 / 36	0% · 0 / 64	0% · 0 / 44	1	This rank My rank
16	Patronus AI	0.0%	0% · 0 / 36	0% · 0 / 64	0% · 0 / 44	1	This rank My rank

24 checks behind each row · 100% confidence across rows.

LLM Observability platform rank current rankings
Rank	Name	Recommendation prompt presence	Mention coverage	Share of names	Cited as source	Change	Why
01	Braintrust	41.7%	36.11% · 13 / 36	20.31% · 13 / 64	27.27% · 12 / 44		This rank My rank
02	Arize AI / Phoenix	33.3%	25% · 9 / 36	14.06% · 9 / 64	4.55% · 2 / 44	2	This rank My rank
03	Langfuse	33.3%	22.22% · 8 / 36	12.5% · 8 / 64	20.45% · 9 / 44	1	This rank My rank
04	Maxim AI	29.2%	19.44% · 7 / 36	10.94% · 7 / 64	13.64% · 6 / 44	1	This rank My rank
05	LangSmith	25.0%	16.67% · 6 / 36	9.38% · 6 / 64	2.27% · 1 / 44		This rank My rank
06	Helicone	16.7%	11.11% · 4 / 36	6.25% · 4 / 64	0% · 0 / 44	2	This rank My rank
07	Galileo	12.5%	8.33% · 3 / 36	4.69% · 3 / 64	4.55% · 2 / 44	1	This rank My rank
08	Fiddler	8.3%	11.11% · 4 / 36	6.25% · 4 / 64	15.91% · 7 / 44	1	This rank My rank
09	Opik by Comet	8.3%	5.56% · 2 / 36	3.13% · 2 / 64	2.27% · 1 / 44	2	This rank My rank
10	W&B Weave	8.3%	5.56% · 2 / 36	3.13% · 2 / 64	0% · 0 / 44	6	This rank My rank
11	Datadog LLM Observability	4.2%	11.11% · 4 / 36	6.25% · 4 / 64	6.82% · 3 / 44	2	This rank My rank
12	Traceloop	4.2%	2.78% · 1 / 36	1.56% · 1 / 64	0% · 0 / 44	2	Showing My rank
13	New Relic AI Observability	0.0%	2.78% · 1 / 36	1.56% · 1 / 64	2.27% · 1 / 44	1	This rank My rank
14	HoneyHive	0.0%	0% · 0 / 36	0% · 0 / 64	0% · 0 / 44	1	This rank My rank
15	Humanloop	0.0%	0% · 0 / 36	0% · 0 / 64	0% · 0 / 44	1	This rank My rank
16	Patronus AI	0.0%	0% · 0 / 36	0% · 0 / 64	0% · 0 / 44	1	This rank My rank

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

Rank on this board

4.167 percent

Score

Answers behind the score

100% confidence · 1 of 1 components evidenced

What the score is built from

1 of 1 evidenced

Every component evidenced · 1 evidence record each

Components of Traceloop's score
Component	Value	Contribution
Recommendation presence	4.166667	4.167

Moved down since the previous snapshot

-2 places

Anthropic brand recommendation presence12.5 to 0
-12.5
Gemini brand recommendation presence25 to 12.5
-12.5
Gemini brand mention coverage16.667 to 8.333
-8.333
Anthropic brand mention coverage8.333 to 0
-8.333
Recommendation presence12.5 to 4.167
-8.333
Mention coverage8.333 to 2.778
-5.556
Gemini brand citation share4.762 to 0
-4.762
Mention share3.529 to 1.563
-1.967
Citation share1.786 to 0
-1.786
Engine breadth2 to 1
-1
Anthropic brand citation share0 to 0
0
OpenAI brand citation share0 to 0
0
OpenAI brand mention coverage0 to 0
0
OpenAI brand recommendation presence0 to 0
0

Where each number comes from

14 public records

Anthropic citation shareAnthropic 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"}
Open the source
Anthropic mention coverageAnthropic 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"}
Open the source
Anthropic recommendation-prompt presenceAnthropic 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"}
Open the source
Citation shareCitation 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"}
Open the source
Engine breadthEngine breadth · observed Aug 5, 2026, 12:00 AM UTC1 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"}
Open the source
Mention coverageMention coverage · observed Aug 5, 2026, 12:00 AM UTC2.778 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"}
Open the source
Reviewed-brand presence shareMention share · observed Aug 5, 2026, 12:00 AM UTC1.563 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"}
Open the source
Recommendation-prompt presenceRecommendation presence · observed Aug 5, 2026, 12:00 AM UTC4.167 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"}
Open the source
Gemini citation shareGemini 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"}
Open the source
Gemini mention coverageGemini 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"}
Open the source
Gemini recommendation-prompt presenceGemini 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"}
Open the source
OpenAI citation shareOpenAI 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"}
Open the source
OpenAI mention coverageOpenAI 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"}
Open the source
OpenAI recommendation-prompt presenceOpenAI 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"}
Open the source

Cite this data

Free to use with attribution. Copy a citation, or link to this page: it keeps its address when the board updates.

Plain textLLM Observability platform rank. Rank.ai, data as of August 5, 2026. https://www.rank.ai/rankings/llm-observability/llm-observability-platform-brand-rank
HTML<a href="https://www.rank.ai/rankings/llm-observability/llm-observability-platform-brand-rank">LLM Observability platform rank</a>, Rank.ai, data as of August 5, 2026
Markdown[LLM Observability platform rank](https://www.rank.ai/rankings/llm-observability/llm-observability-platform-brand-rank), Rank.ai, data as of August 5, 2026
APARank.ai. (2026). LLM Observability platform rank. Retrieved October 12, 2026, from https://www.rank.ai/rankings/llm-observability/llm-observability-platform-brand-rank

Embed this table

Paste this on your site. It shows the latest published snapshot, and the credit line links readers to the full ranking.

<iframe src="https://www.rank.ai/embed/boards/llm-observability-platform-brand-rank" title="LLM Observability platform rank" width="100%" height="420" loading="lazy" style="border:1px solid #111;max-width:720px"></iframe>
<p style="font-size:12px">Source: <a href="https://www.rank.ai/rankings/llm-observability/llm-observability-platform-brand-rank">LLM Observability platform rank</a> by Rank.ai</p>

See how often AI names you.

Enter your website. In about two minutes, Rank.ai asks ChatGPT, Claude and Gemini 12 questions your customers ask and grades how often they name you.

Your grade out of 100How often AI names you, cites your site, and how high it ranks you.
Who gets namedEvery competitor in the answers, most named first.
The pages AI readsThe sources behind each answer.
Three fixesWhat to fix first, with a brief for the first article.

LLM Observability platform rank

All 16 companies by recommendation prompt presence

Traceloop on LLM Observability Platform Rank

What the score is built from

Moved down since the previous snapshot

Where each number comes from

More in LLM observability

See how often AI names you.