Reviewed AI tracing and evaluation platforms ranked by how often answers to the category's recommendation questions name or cite them, across three model APIs.
LLM observability
LLM Observability brands in OpenAI model API answers
16 companies ranked by how often OpenAI's model API names or cites them.
50.0%
Langfuse ranks first
OpenAI recommendation prompt presence
16
Companies ranked
Oct 22
Snapshot recorded
2026 · Rotating schedule
8
Answers behind each row
From the OpenAI, Anthropic and Google model APIs
All 16 companies by OpenAI recommendation prompt presence
Langfuse leads at 50.0%; the middle of the board sits at 0%.
- Ahead of second place
- 25%
- Held by the top three
- 80%
- Middle of the board
- 0%
- Below half the leader
- 13 of 16
Rank, name and OpenAI recommendation prompt presenceMiddle 0%
- 1Langfuse50.0%
- 2Arize AI / Phoenix25.0%
- 3LangSmith25.0%
- 4Braintrust12.5%
- 5Helicone12.5%
- 6Datadog LLM Observability0.0%
- 7Fiddler0.0%
- 8Galileo0.0%
- 9Maxim AI0.0%
- 10Opik by Comet0.0%
- 11New Relic AI Observability0.0%
- 12HoneyHive0.0%
- 13Humanloop0.0%
- 14Patronus AI0.0%
- 15Traceloop0.0%
- 16W&B Weave0.0%
chatgpt recommends: 0 on 11 of 16 rows · chatgpt names it: 0 on 10 of 16 rows · 8 checks behind each row.
| Rank | Name | OpenAI recommendation prompt presence | Mention coverage | Share of names | Cited as source | Change | Why |
|---|---|---|---|---|---|---|---|
| 01 | Langfuse | 50.0% | 33.33% · 12 / 36 | 24% · 12 / 50 | 29.73% · 11 / 37 | ShowingMy rank | |
| 02 | Arize AI / Phoenix | 25.0% | 25% · 9 / 36 | 18% · 9 / 50 | 16.22% · 6 / 37 | 1 | This rankMy rank |
| 03 | LangSmith | 25.0% | 22.22% · 8 / 36 | 16% · 8 / 50 | 8.11% · 3 / 37 | 2 | This rankMy rank |
| 04 | Braintrust | 12.5% | 27.78% · 10 / 36 | 20% · 10 / 50 | 21.62% · 8 / 37 | 2 | This rankMy rank |
| 05 | Helicone | 12.5% | 5.56% · 2 / 36 | 4% · 2 / 50 | 8.11% · 3 / 37 | 4 | This rankMy rank |
| 06 | Datadog LLM Observability | 0.0% | 11.11% · 4 / 36 | 8% · 4 / 50 | 2.7% · 1 / 37 | 1 | This rankMy rank |
| 07 | Fiddler | 0.0% | 2.78% · 1 / 36 | 2% · 1 / 50 | 5.41% · 2 / 37 | 1 | This rankMy rank |
| 08 | Galileo | 0.0% | 2.78% · 1 / 36 | 2% · 1 / 50 | 2.7% · 1 / 37 | 2 | This rankMy rank |
| 09 | Maxim AI | 0.0% | 2.78% · 1 / 36 | 2% · 1 / 50 | 2.7% · 1 / 37 | 5 | This rankMy rank |
| 10 | Opik by Comet | 0.0% | 2.78% · 1 / 36 | 2% · 1 / 50 | 2.7% · 1 / 37 | 4 | This rankMy rank |
| 11 | New Relic AI Observability | 0.0% | 2.78% · 1 / 36 | 2% · 1 / 50 | 0% · 0 / 37 | 2 | This rankMy rank |
| 12 | HoneyHive | 0.0% | 0% · 0 / 36 | 0% · 0 / 50 | 0% · 0 / 37 | 1 | This rankMy rank |
| 13 | Humanloop | 0.0% | 0% · 0 / 36 | 0% · 0 / 50 | 0% · 0 / 37 | 1 | This rankMy rank |
| 14 | Patronus AI | 0.0% | 0% · 0 / 36 | 0% · 0 / 50 | 0% · 0 / 37 | 1 | This rankMy rank |
| 15 | Traceloop | 0.0% | 0% · 0 / 36 | 0% · 0 / 50 | 0% · 0 / 37 | 5 | This rankMy rank |
| 16 | W&B Weave | 0.0% | 0% · 0 / 36 | 0% · 0 / 50 | 0% · 0 / 37 | This rankMy rank |
Why this rank
Langfuse on LLM Observability Brands in OpenAI Model API Answers
Snapshot of Oct 22, 2026, 12:00 AM UTC · Link to this snapshot
Some explanation inputs are unavailable. Not published: comparable prior ranking.
Ranks a reviewed LLM Observability brand universe using a fixed, public set of neutral commercial prompts across 3 AI providers.
1
Rank on this board
50 percent
Score
8
Answers behind the score
100% confidence · 1 of 1 components evidenced
What the score is built from
1 of 1 evidencedEvery component evidenced · 1 evidence record each
| Component | Value | Contribution |
|---|---|---|
| OpenAI brand recommendation presence | 50 | 50 |
Unchanged since the previous snapshot
No change in rankmethodology_changed
The method changed since the previous snapshot, so the two are not directly comparable.
No component moved since the previous snapshot.
Where each number comes from
14 public recordsAnthropic citation shareAnthropic brand citation share · observed Oct 22, 2026, 12:00 AM UTC14.286 percent100% confidence
- Source
- Rank.ai LLM Observability Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["9e2a075d-3c64-485d-bdfd-13e9245f16f5","0eb1990c-941b-49a2-80d0-f3bc3cfbb426","70386ebd-4204-400c-bcdc-c1411631dff9","8780f9b8-3818-4862-9513-ecc905c3a0e7","ed5cf0b9-9957-4969-bb48-b24d38e23646","f2a28396-a94d-44e6-b0b6-eaf998ad5b6b","34a281bc-590a-4eb2-9c13-f3777cf9a541","e46bcc40-3682-4c64-8b4d-17989e6a4654","8c2c47af-c353-4cf0-824c-aacf2193b8e1","6ff2d38e-7f01-42cd-b044-bbfd5b5d5b56","e88e0529-0d37-4d8f-b516-f871cdd8c0de","b9ae6168-6aec-4389-8632-694f833da5cb","943be5e4-46cf-4f42-bbc3-4416b7677295","83df98d6-f8c7-4a59-8b31-7185eb1ebdc9","18605475-ed6b-42a5-85f5-a7deb970132f","19064a15-420d-4041-8723-8fccbb2a6456","b98f420d-e0ea-4d91-8733-2729e3b80ecf","4f901c58-051b-42db-9876-5ddc63419a1d","1963b455-fdc0-4a99-a55f-c296285728d0","38394a02-d6c2-4846-abf4-64ce8a4b9c4a","4fc8cde5-c00b-4ddb-8798-c16f2228d530","b31ac5e8-1280-4042-b419-03aa306f547c","c89d17a0-9c84-4377-a323-74fc7304fa8e","5ffa7349-6072-4424-ab05-2734d123425d","c0f2490d-e777-4e91-a116-8fc53bff299a","a88e6bab-ee3f-4eea-818e-8245f751aac1","ee1dbcfa-e3ab-4fc9-810b-9f2622473c56","bded4d61-f3fe-4543-8be7-00be577c1509","42299b33-91cb-495c-9965-81c755becc17","f2e0659f-510c-4a39-808c-ebe34163b330","7b488461-2238-422f-917a-e3ae541ce9ef","60378b0d-57de-4271-b5ac-389a9a62da62","fb053530-e6be-440d-9736-e4ec7ed20d53","fbd94541-8a94-4a9a-8c06-dd00187164c4","7cad07e0-10ce-48b1-b339-2799d416afd3","fa47562d-4c56-4dd1-bd7f-f607fdc7593b"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-16124f05e021","providerMatrixVersion":"16124f05e021"}
Anthropic mention coverageAnthropic brand mention coverage · observed Oct 22, 2026, 12:00 AM UTC33.333 percent100% confidence
- Source
- Rank.ai LLM Observability Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["9e2a075d-3c64-485d-bdfd-13e9245f16f5","0eb1990c-941b-49a2-80d0-f3bc3cfbb426","70386ebd-4204-400c-bcdc-c1411631dff9","8780f9b8-3818-4862-9513-ecc905c3a0e7","ed5cf0b9-9957-4969-bb48-b24d38e23646","f2a28396-a94d-44e6-b0b6-eaf998ad5b6b","34a281bc-590a-4eb2-9c13-f3777cf9a541","e46bcc40-3682-4c64-8b4d-17989e6a4654","8c2c47af-c353-4cf0-824c-aacf2193b8e1","6ff2d38e-7f01-42cd-b044-bbfd5b5d5b56","e88e0529-0d37-4d8f-b516-f871cdd8c0de","b9ae6168-6aec-4389-8632-694f833da5cb","943be5e4-46cf-4f42-bbc3-4416b7677295","83df98d6-f8c7-4a59-8b31-7185eb1ebdc9","18605475-ed6b-42a5-85f5-a7deb970132f","19064a15-420d-4041-8723-8fccbb2a6456","b98f420d-e0ea-4d91-8733-2729e3b80ecf","4f901c58-051b-42db-9876-5ddc63419a1d","1963b455-fdc0-4a99-a55f-c296285728d0","38394a02-d6c2-4846-abf4-64ce8a4b9c4a","4fc8cde5-c00b-4ddb-8798-c16f2228d530","b31ac5e8-1280-4042-b419-03aa306f547c","c89d17a0-9c84-4377-a323-74fc7304fa8e","5ffa7349-6072-4424-ab05-2734d123425d","c0f2490d-e777-4e91-a116-8fc53bff299a","a88e6bab-ee3f-4eea-818e-8245f751aac1","ee1dbcfa-e3ab-4fc9-810b-9f2622473c56","bded4d61-f3fe-4543-8be7-00be577c1509","42299b33-91cb-495c-9965-81c755becc17","f2e0659f-510c-4a39-808c-ebe34163b330","7b488461-2238-422f-917a-e3ae541ce9ef","60378b0d-57de-4271-b5ac-389a9a62da62","fb053530-e6be-440d-9736-e4ec7ed20d53","fbd94541-8a94-4a9a-8c06-dd00187164c4","7cad07e0-10ce-48b1-b339-2799d416afd3","fa47562d-4c56-4dd1-bd7f-f607fdc7593b"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-16124f05e021","providerMatrixVersion":"16124f05e021"}
Anthropic recommendation-prompt presenceAnthropic brand recommendation presence · observed Oct 22, 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":["9e2a075d-3c64-485d-bdfd-13e9245f16f5","0eb1990c-941b-49a2-80d0-f3bc3cfbb426","70386ebd-4204-400c-bcdc-c1411631dff9","8780f9b8-3818-4862-9513-ecc905c3a0e7","ed5cf0b9-9957-4969-bb48-b24d38e23646","f2a28396-a94d-44e6-b0b6-eaf998ad5b6b","34a281bc-590a-4eb2-9c13-f3777cf9a541","e46bcc40-3682-4c64-8b4d-17989e6a4654","8c2c47af-c353-4cf0-824c-aacf2193b8e1","6ff2d38e-7f01-42cd-b044-bbfd5b5d5b56","e88e0529-0d37-4d8f-b516-f871cdd8c0de","b9ae6168-6aec-4389-8632-694f833da5cb","943be5e4-46cf-4f42-bbc3-4416b7677295","83df98d6-f8c7-4a59-8b31-7185eb1ebdc9","18605475-ed6b-42a5-85f5-a7deb970132f","19064a15-420d-4041-8723-8fccbb2a6456","b98f420d-e0ea-4d91-8733-2729e3b80ecf","4f901c58-051b-42db-9876-5ddc63419a1d","1963b455-fdc0-4a99-a55f-c296285728d0","38394a02-d6c2-4846-abf4-64ce8a4b9c4a","4fc8cde5-c00b-4ddb-8798-c16f2228d530","b31ac5e8-1280-4042-b419-03aa306f547c","c89d17a0-9c84-4377-a323-74fc7304fa8e","5ffa7349-6072-4424-ab05-2734d123425d","c0f2490d-e777-4e91-a116-8fc53bff299a","a88e6bab-ee3f-4eea-818e-8245f751aac1","ee1dbcfa-e3ab-4fc9-810b-9f2622473c56","bded4d61-f3fe-4543-8be7-00be577c1509","42299b33-91cb-495c-9965-81c755becc17","f2e0659f-510c-4a39-808c-ebe34163b330","7b488461-2238-422f-917a-e3ae541ce9ef","60378b0d-57de-4271-b5ac-389a9a62da62","fb053530-e6be-440d-9736-e4ec7ed20d53","fbd94541-8a94-4a9a-8c06-dd00187164c4","7cad07e0-10ce-48b1-b339-2799d416afd3","fa47562d-4c56-4dd1-bd7f-f607fdc7593b"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-16124f05e021","providerMatrixVersion":"16124f05e021"}
Citation shareCitation share · observed Oct 22, 2026, 12:00 AM UTC29.73 percent100% confidence
- Source
- Rank.ai LLM Observability Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["9e2a075d-3c64-485d-bdfd-13e9245f16f5","0eb1990c-941b-49a2-80d0-f3bc3cfbb426","70386ebd-4204-400c-bcdc-c1411631dff9","8780f9b8-3818-4862-9513-ecc905c3a0e7","ed5cf0b9-9957-4969-bb48-b24d38e23646","f2a28396-a94d-44e6-b0b6-eaf998ad5b6b","34a281bc-590a-4eb2-9c13-f3777cf9a541","e46bcc40-3682-4c64-8b4d-17989e6a4654","8c2c47af-c353-4cf0-824c-aacf2193b8e1","6ff2d38e-7f01-42cd-b044-bbfd5b5d5b56","e88e0529-0d37-4d8f-b516-f871cdd8c0de","b9ae6168-6aec-4389-8632-694f833da5cb","943be5e4-46cf-4f42-bbc3-4416b7677295","83df98d6-f8c7-4a59-8b31-7185eb1ebdc9","18605475-ed6b-42a5-85f5-a7deb970132f","19064a15-420d-4041-8723-8fccbb2a6456","b98f420d-e0ea-4d91-8733-2729e3b80ecf","4f901c58-051b-42db-9876-5ddc63419a1d","1963b455-fdc0-4a99-a55f-c296285728d0","38394a02-d6c2-4846-abf4-64ce8a4b9c4a","4fc8cde5-c00b-4ddb-8798-c16f2228d530","b31ac5e8-1280-4042-b419-03aa306f547c","c89d17a0-9c84-4377-a323-74fc7304fa8e","5ffa7349-6072-4424-ab05-2734d123425d","c0f2490d-e777-4e91-a116-8fc53bff299a","a88e6bab-ee3f-4eea-818e-8245f751aac1","ee1dbcfa-e3ab-4fc9-810b-9f2622473c56","bded4d61-f3fe-4543-8be7-00be577c1509","42299b33-91cb-495c-9965-81c755becc17","f2e0659f-510c-4a39-808c-ebe34163b330","7b488461-2238-422f-917a-e3ae541ce9ef","60378b0d-57de-4271-b5ac-389a9a62da62","fb053530-e6be-440d-9736-e4ec7ed20d53","fbd94541-8a94-4a9a-8c06-dd00187164c4","7cad07e0-10ce-48b1-b339-2799d416afd3","fa47562d-4c56-4dd1-bd7f-f607fdc7593b"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-16124f05e021","providerMatrixVersion":"16124f05e021"}
Engine breadthEngine breadth · observed Oct 22, 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":["9e2a075d-3c64-485d-bdfd-13e9245f16f5","0eb1990c-941b-49a2-80d0-f3bc3cfbb426","70386ebd-4204-400c-bcdc-c1411631dff9","8780f9b8-3818-4862-9513-ecc905c3a0e7","ed5cf0b9-9957-4969-bb48-b24d38e23646","f2a28396-a94d-44e6-b0b6-eaf998ad5b6b","34a281bc-590a-4eb2-9c13-f3777cf9a541","e46bcc40-3682-4c64-8b4d-17989e6a4654","8c2c47af-c353-4cf0-824c-aacf2193b8e1","6ff2d38e-7f01-42cd-b044-bbfd5b5d5b56","e88e0529-0d37-4d8f-b516-f871cdd8c0de","b9ae6168-6aec-4389-8632-694f833da5cb","943be5e4-46cf-4f42-bbc3-4416b7677295","83df98d6-f8c7-4a59-8b31-7185eb1ebdc9","18605475-ed6b-42a5-85f5-a7deb970132f","19064a15-420d-4041-8723-8fccbb2a6456","b98f420d-e0ea-4d91-8733-2729e3b80ecf","4f901c58-051b-42db-9876-5ddc63419a1d","1963b455-fdc0-4a99-a55f-c296285728d0","38394a02-d6c2-4846-abf4-64ce8a4b9c4a","4fc8cde5-c00b-4ddb-8798-c16f2228d530","b31ac5e8-1280-4042-b419-03aa306f547c","c89d17a0-9c84-4377-a323-74fc7304fa8e","5ffa7349-6072-4424-ab05-2734d123425d","c0f2490d-e777-4e91-a116-8fc53bff299a","a88e6bab-ee3f-4eea-818e-8245f751aac1","ee1dbcfa-e3ab-4fc9-810b-9f2622473c56","bded4d61-f3fe-4543-8be7-00be577c1509","42299b33-91cb-495c-9965-81c755becc17","f2e0659f-510c-4a39-808c-ebe34163b330","7b488461-2238-422f-917a-e3ae541ce9ef","60378b0d-57de-4271-b5ac-389a9a62da62","fb053530-e6be-440d-9736-e4ec7ed20d53","fbd94541-8a94-4a9a-8c06-dd00187164c4","7cad07e0-10ce-48b1-b339-2799d416afd3","fa47562d-4c56-4dd1-bd7f-f607fdc7593b"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-16124f05e021","providerMatrixVersion":"16124f05e021"}
Mention coverageMention coverage · observed Oct 22, 2026, 12:00 AM UTC33.333 percent100% confidence
- Source
- Rank.ai LLM Observability Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["9e2a075d-3c64-485d-bdfd-13e9245f16f5","0eb1990c-941b-49a2-80d0-f3bc3cfbb426","70386ebd-4204-400c-bcdc-c1411631dff9","8780f9b8-3818-4862-9513-ecc905c3a0e7","ed5cf0b9-9957-4969-bb48-b24d38e23646","f2a28396-a94d-44e6-b0b6-eaf998ad5b6b","34a281bc-590a-4eb2-9c13-f3777cf9a541","e46bcc40-3682-4c64-8b4d-17989e6a4654","8c2c47af-c353-4cf0-824c-aacf2193b8e1","6ff2d38e-7f01-42cd-b044-bbfd5b5d5b56","e88e0529-0d37-4d8f-b516-f871cdd8c0de","b9ae6168-6aec-4389-8632-694f833da5cb","943be5e4-46cf-4f42-bbc3-4416b7677295","83df98d6-f8c7-4a59-8b31-7185eb1ebdc9","18605475-ed6b-42a5-85f5-a7deb970132f","19064a15-420d-4041-8723-8fccbb2a6456","b98f420d-e0ea-4d91-8733-2729e3b80ecf","4f901c58-051b-42db-9876-5ddc63419a1d","1963b455-fdc0-4a99-a55f-c296285728d0","38394a02-d6c2-4846-abf4-64ce8a4b9c4a","4fc8cde5-c00b-4ddb-8798-c16f2228d530","b31ac5e8-1280-4042-b419-03aa306f547c","c89d17a0-9c84-4377-a323-74fc7304fa8e","5ffa7349-6072-4424-ab05-2734d123425d","c0f2490d-e777-4e91-a116-8fc53bff299a","a88e6bab-ee3f-4eea-818e-8245f751aac1","ee1dbcfa-e3ab-4fc9-810b-9f2622473c56","bded4d61-f3fe-4543-8be7-00be577c1509","42299b33-91cb-495c-9965-81c755becc17","f2e0659f-510c-4a39-808c-ebe34163b330","7b488461-2238-422f-917a-e3ae541ce9ef","60378b0d-57de-4271-b5ac-389a9a62da62","fb053530-e6be-440d-9736-e4ec7ed20d53","fbd94541-8a94-4a9a-8c06-dd00187164c4","7cad07e0-10ce-48b1-b339-2799d416afd3","fa47562d-4c56-4dd1-bd7f-f607fdc7593b"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-16124f05e021","providerMatrixVersion":"16124f05e021"}
Reviewed-brand presence shareMention share · observed Oct 22, 2026, 12:00 AM UTC24 percent100% confidence
- Source
- Rank.ai LLM Observability Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["9e2a075d-3c64-485d-bdfd-13e9245f16f5","0eb1990c-941b-49a2-80d0-f3bc3cfbb426","70386ebd-4204-400c-bcdc-c1411631dff9","8780f9b8-3818-4862-9513-ecc905c3a0e7","ed5cf0b9-9957-4969-bb48-b24d38e23646","f2a28396-a94d-44e6-b0b6-eaf998ad5b6b","34a281bc-590a-4eb2-9c13-f3777cf9a541","e46bcc40-3682-4c64-8b4d-17989e6a4654","8c2c47af-c353-4cf0-824c-aacf2193b8e1","6ff2d38e-7f01-42cd-b044-bbfd5b5d5b56","e88e0529-0d37-4d8f-b516-f871cdd8c0de","b9ae6168-6aec-4389-8632-694f833da5cb","943be5e4-46cf-4f42-bbc3-4416b7677295","83df98d6-f8c7-4a59-8b31-7185eb1ebdc9","18605475-ed6b-42a5-85f5-a7deb970132f","19064a15-420d-4041-8723-8fccbb2a6456","b98f420d-e0ea-4d91-8733-2729e3b80ecf","4f901c58-051b-42db-9876-5ddc63419a1d","1963b455-fdc0-4a99-a55f-c296285728d0","38394a02-d6c2-4846-abf4-64ce8a4b9c4a","4fc8cde5-c00b-4ddb-8798-c16f2228d530","b31ac5e8-1280-4042-b419-03aa306f547c","c89d17a0-9c84-4377-a323-74fc7304fa8e","5ffa7349-6072-4424-ab05-2734d123425d","c0f2490d-e777-4e91-a116-8fc53bff299a","a88e6bab-ee3f-4eea-818e-8245f751aac1","ee1dbcfa-e3ab-4fc9-810b-9f2622473c56","bded4d61-f3fe-4543-8be7-00be577c1509","42299b33-91cb-495c-9965-81c755becc17","f2e0659f-510c-4a39-808c-ebe34163b330","7b488461-2238-422f-917a-e3ae541ce9ef","60378b0d-57de-4271-b5ac-389a9a62da62","fb053530-e6be-440d-9736-e4ec7ed20d53","fbd94541-8a94-4a9a-8c06-dd00187164c4","7cad07e0-10ce-48b1-b339-2799d416afd3","fa47562d-4c56-4dd1-bd7f-f607fdc7593b"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-16124f05e021","providerMatrixVersion":"16124f05e021"}
Recommendation-prompt presenceRecommendation presence · observed Oct 22, 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":["9e2a075d-3c64-485d-bdfd-13e9245f16f5","0eb1990c-941b-49a2-80d0-f3bc3cfbb426","70386ebd-4204-400c-bcdc-c1411631dff9","8780f9b8-3818-4862-9513-ecc905c3a0e7","ed5cf0b9-9957-4969-bb48-b24d38e23646","f2a28396-a94d-44e6-b0b6-eaf998ad5b6b","34a281bc-590a-4eb2-9c13-f3777cf9a541","e46bcc40-3682-4c64-8b4d-17989e6a4654","8c2c47af-c353-4cf0-824c-aacf2193b8e1","6ff2d38e-7f01-42cd-b044-bbfd5b5d5b56","e88e0529-0d37-4d8f-b516-f871cdd8c0de","b9ae6168-6aec-4389-8632-694f833da5cb","943be5e4-46cf-4f42-bbc3-4416b7677295","83df98d6-f8c7-4a59-8b31-7185eb1ebdc9","18605475-ed6b-42a5-85f5-a7deb970132f","19064a15-420d-4041-8723-8fccbb2a6456","b98f420d-e0ea-4d91-8733-2729e3b80ecf","4f901c58-051b-42db-9876-5ddc63419a1d","1963b455-fdc0-4a99-a55f-c296285728d0","38394a02-d6c2-4846-abf4-64ce8a4b9c4a","4fc8cde5-c00b-4ddb-8798-c16f2228d530","b31ac5e8-1280-4042-b419-03aa306f547c","c89d17a0-9c84-4377-a323-74fc7304fa8e","5ffa7349-6072-4424-ab05-2734d123425d","c0f2490d-e777-4e91-a116-8fc53bff299a","a88e6bab-ee3f-4eea-818e-8245f751aac1","ee1dbcfa-e3ab-4fc9-810b-9f2622473c56","bded4d61-f3fe-4543-8be7-00be577c1509","42299b33-91cb-495c-9965-81c755becc17","f2e0659f-510c-4a39-808c-ebe34163b330","7b488461-2238-422f-917a-e3ae541ce9ef","60378b0d-57de-4271-b5ac-389a9a62da62","fb053530-e6be-440d-9736-e4ec7ed20d53","fbd94541-8a94-4a9a-8c06-dd00187164c4","7cad07e0-10ce-48b1-b339-2799d416afd3","fa47562d-4c56-4dd1-bd7f-f607fdc7593b"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-16124f05e021","providerMatrixVersion":"16124f05e021"}
Gemini citation shareGemini brand citation share · observed Oct 22, 2026, 12:00 AM UTC33.333 percent100% confidence
- Source
- Rank.ai LLM Observability Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["9e2a075d-3c64-485d-bdfd-13e9245f16f5","0eb1990c-941b-49a2-80d0-f3bc3cfbb426","70386ebd-4204-400c-bcdc-c1411631dff9","8780f9b8-3818-4862-9513-ecc905c3a0e7","ed5cf0b9-9957-4969-bb48-b24d38e23646","f2a28396-a94d-44e6-b0b6-eaf998ad5b6b","34a281bc-590a-4eb2-9c13-f3777cf9a541","e46bcc40-3682-4c64-8b4d-17989e6a4654","8c2c47af-c353-4cf0-824c-aacf2193b8e1","6ff2d38e-7f01-42cd-b044-bbfd5b5d5b56","e88e0529-0d37-4d8f-b516-f871cdd8c0de","b9ae6168-6aec-4389-8632-694f833da5cb","943be5e4-46cf-4f42-bbc3-4416b7677295","83df98d6-f8c7-4a59-8b31-7185eb1ebdc9","18605475-ed6b-42a5-85f5-a7deb970132f","19064a15-420d-4041-8723-8fccbb2a6456","b98f420d-e0ea-4d91-8733-2729e3b80ecf","4f901c58-051b-42db-9876-5ddc63419a1d","1963b455-fdc0-4a99-a55f-c296285728d0","38394a02-d6c2-4846-abf4-64ce8a4b9c4a","4fc8cde5-c00b-4ddb-8798-c16f2228d530","b31ac5e8-1280-4042-b419-03aa306f547c","c89d17a0-9c84-4377-a323-74fc7304fa8e","5ffa7349-6072-4424-ab05-2734d123425d","c0f2490d-e777-4e91-a116-8fc53bff299a","a88e6bab-ee3f-4eea-818e-8245f751aac1","ee1dbcfa-e3ab-4fc9-810b-9f2622473c56","bded4d61-f3fe-4543-8be7-00be577c1509","42299b33-91cb-495c-9965-81c755becc17","f2e0659f-510c-4a39-808c-ebe34163b330","7b488461-2238-422f-917a-e3ae541ce9ef","60378b0d-57de-4271-b5ac-389a9a62da62","fb053530-e6be-440d-9736-e4ec7ed20d53","fbd94541-8a94-4a9a-8c06-dd00187164c4","7cad07e0-10ce-48b1-b339-2799d416afd3","fa47562d-4c56-4dd1-bd7f-f607fdc7593b"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-16124f05e021","providerMatrixVersion":"16124f05e021"}
Gemini mention coverageGemini brand mention coverage · observed Oct 22, 2026, 12:00 AM UTC33.333 percent100% confidence
- Source
- Rank.ai LLM Observability Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["9e2a075d-3c64-485d-bdfd-13e9245f16f5","0eb1990c-941b-49a2-80d0-f3bc3cfbb426","70386ebd-4204-400c-bcdc-c1411631dff9","8780f9b8-3818-4862-9513-ecc905c3a0e7","ed5cf0b9-9957-4969-bb48-b24d38e23646","f2a28396-a94d-44e6-b0b6-eaf998ad5b6b","34a281bc-590a-4eb2-9c13-f3777cf9a541","e46bcc40-3682-4c64-8b4d-17989e6a4654","8c2c47af-c353-4cf0-824c-aacf2193b8e1","6ff2d38e-7f01-42cd-b044-bbfd5b5d5b56","e88e0529-0d37-4d8f-b516-f871cdd8c0de","b9ae6168-6aec-4389-8632-694f833da5cb","943be5e4-46cf-4f42-bbc3-4416b7677295","83df98d6-f8c7-4a59-8b31-7185eb1ebdc9","18605475-ed6b-42a5-85f5-a7deb970132f","19064a15-420d-4041-8723-8fccbb2a6456","b98f420d-e0ea-4d91-8733-2729e3b80ecf","4f901c58-051b-42db-9876-5ddc63419a1d","1963b455-fdc0-4a99-a55f-c296285728d0","38394a02-d6c2-4846-abf4-64ce8a4b9c4a","4fc8cde5-c00b-4ddb-8798-c16f2228d530","b31ac5e8-1280-4042-b419-03aa306f547c","c89d17a0-9c84-4377-a323-74fc7304fa8e","5ffa7349-6072-4424-ab05-2734d123425d","c0f2490d-e777-4e91-a116-8fc53bff299a","a88e6bab-ee3f-4eea-818e-8245f751aac1","ee1dbcfa-e3ab-4fc9-810b-9f2622473c56","bded4d61-f3fe-4543-8be7-00be577c1509","42299b33-91cb-495c-9965-81c755becc17","f2e0659f-510c-4a39-808c-ebe34163b330","7b488461-2238-422f-917a-e3ae541ce9ef","60378b0d-57de-4271-b5ac-389a9a62da62","fb053530-e6be-440d-9736-e4ec7ed20d53","fbd94541-8a94-4a9a-8c06-dd00187164c4","7cad07e0-10ce-48b1-b339-2799d416afd3","fa47562d-4c56-4dd1-bd7f-f607fdc7593b"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-16124f05e021","providerMatrixVersion":"16124f05e021"}
Gemini recommendation-prompt presenceGemini brand recommendation presence · observed Oct 22, 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":["9e2a075d-3c64-485d-bdfd-13e9245f16f5","0eb1990c-941b-49a2-80d0-f3bc3cfbb426","70386ebd-4204-400c-bcdc-c1411631dff9","8780f9b8-3818-4862-9513-ecc905c3a0e7","ed5cf0b9-9957-4969-bb48-b24d38e23646","f2a28396-a94d-44e6-b0b6-eaf998ad5b6b","34a281bc-590a-4eb2-9c13-f3777cf9a541","e46bcc40-3682-4c64-8b4d-17989e6a4654","8c2c47af-c353-4cf0-824c-aacf2193b8e1","6ff2d38e-7f01-42cd-b044-bbfd5b5d5b56","e88e0529-0d37-4d8f-b516-f871cdd8c0de","b9ae6168-6aec-4389-8632-694f833da5cb","943be5e4-46cf-4f42-bbc3-4416b7677295","83df98d6-f8c7-4a59-8b31-7185eb1ebdc9","18605475-ed6b-42a5-85f5-a7deb970132f","19064a15-420d-4041-8723-8fccbb2a6456","b98f420d-e0ea-4d91-8733-2729e3b80ecf","4f901c58-051b-42db-9876-5ddc63419a1d","1963b455-fdc0-4a99-a55f-c296285728d0","38394a02-d6c2-4846-abf4-64ce8a4b9c4a","4fc8cde5-c00b-4ddb-8798-c16f2228d530","b31ac5e8-1280-4042-b419-03aa306f547c","c89d17a0-9c84-4377-a323-74fc7304fa8e","5ffa7349-6072-4424-ab05-2734d123425d","c0f2490d-e777-4e91-a116-8fc53bff299a","a88e6bab-ee3f-4eea-818e-8245f751aac1","ee1dbcfa-e3ab-4fc9-810b-9f2622473c56","bded4d61-f3fe-4543-8be7-00be577c1509","42299b33-91cb-495c-9965-81c755becc17","f2e0659f-510c-4a39-808c-ebe34163b330","7b488461-2238-422f-917a-e3ae541ce9ef","60378b0d-57de-4271-b5ac-389a9a62da62","fb053530-e6be-440d-9736-e4ec7ed20d53","fbd94541-8a94-4a9a-8c06-dd00187164c4","7cad07e0-10ce-48b1-b339-2799d416afd3","fa47562d-4c56-4dd1-bd7f-f607fdc7593b"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-16124f05e021","providerMatrixVersion":"16124f05e021"}
OpenAI citation shareOpenAI brand citation share · observed Oct 22, 2026, 12:00 AM UTC33.333 percent100% confidence
- Source
- Rank.ai LLM Observability Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["9e2a075d-3c64-485d-bdfd-13e9245f16f5","0eb1990c-941b-49a2-80d0-f3bc3cfbb426","70386ebd-4204-400c-bcdc-c1411631dff9","8780f9b8-3818-4862-9513-ecc905c3a0e7","ed5cf0b9-9957-4969-bb48-b24d38e23646","f2a28396-a94d-44e6-b0b6-eaf998ad5b6b","34a281bc-590a-4eb2-9c13-f3777cf9a541","e46bcc40-3682-4c64-8b4d-17989e6a4654","8c2c47af-c353-4cf0-824c-aacf2193b8e1","6ff2d38e-7f01-42cd-b044-bbfd5b5d5b56","e88e0529-0d37-4d8f-b516-f871cdd8c0de","b9ae6168-6aec-4389-8632-694f833da5cb","943be5e4-46cf-4f42-bbc3-4416b7677295","83df98d6-f8c7-4a59-8b31-7185eb1ebdc9","18605475-ed6b-42a5-85f5-a7deb970132f","19064a15-420d-4041-8723-8fccbb2a6456","b98f420d-e0ea-4d91-8733-2729e3b80ecf","4f901c58-051b-42db-9876-5ddc63419a1d","1963b455-fdc0-4a99-a55f-c296285728d0","38394a02-d6c2-4846-abf4-64ce8a4b9c4a","4fc8cde5-c00b-4ddb-8798-c16f2228d530","b31ac5e8-1280-4042-b419-03aa306f547c","c89d17a0-9c84-4377-a323-74fc7304fa8e","5ffa7349-6072-4424-ab05-2734d123425d","c0f2490d-e777-4e91-a116-8fc53bff299a","a88e6bab-ee3f-4eea-818e-8245f751aac1","ee1dbcfa-e3ab-4fc9-810b-9f2622473c56","bded4d61-f3fe-4543-8be7-00be577c1509","42299b33-91cb-495c-9965-81c755becc17","f2e0659f-510c-4a39-808c-ebe34163b330","7b488461-2238-422f-917a-e3ae541ce9ef","60378b0d-57de-4271-b5ac-389a9a62da62","fb053530-e6be-440d-9736-e4ec7ed20d53","fbd94541-8a94-4a9a-8c06-dd00187164c4","7cad07e0-10ce-48b1-b339-2799d416afd3","fa47562d-4c56-4dd1-bd7f-f607fdc7593b"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-16124f05e021","providerMatrixVersion":"16124f05e021"}
OpenAI mention coverageOpenAI brand mention coverage · observed Oct 22, 2026, 12:00 AM UTC33.333 percent100% confidence
- Source
- Rank.ai LLM Observability Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["9e2a075d-3c64-485d-bdfd-13e9245f16f5","0eb1990c-941b-49a2-80d0-f3bc3cfbb426","70386ebd-4204-400c-bcdc-c1411631dff9","8780f9b8-3818-4862-9513-ecc905c3a0e7","ed5cf0b9-9957-4969-bb48-b24d38e23646","f2a28396-a94d-44e6-b0b6-eaf998ad5b6b","34a281bc-590a-4eb2-9c13-f3777cf9a541","e46bcc40-3682-4c64-8b4d-17989e6a4654","8c2c47af-c353-4cf0-824c-aacf2193b8e1","6ff2d38e-7f01-42cd-b044-bbfd5b5d5b56","e88e0529-0d37-4d8f-b516-f871cdd8c0de","b9ae6168-6aec-4389-8632-694f833da5cb","943be5e4-46cf-4f42-bbc3-4416b7677295","83df98d6-f8c7-4a59-8b31-7185eb1ebdc9","18605475-ed6b-42a5-85f5-a7deb970132f","19064a15-420d-4041-8723-8fccbb2a6456","b98f420d-e0ea-4d91-8733-2729e3b80ecf","4f901c58-051b-42db-9876-5ddc63419a1d","1963b455-fdc0-4a99-a55f-c296285728d0","38394a02-d6c2-4846-abf4-64ce8a4b9c4a","4fc8cde5-c00b-4ddb-8798-c16f2228d530","b31ac5e8-1280-4042-b419-03aa306f547c","c89d17a0-9c84-4377-a323-74fc7304fa8e","5ffa7349-6072-4424-ab05-2734d123425d","c0f2490d-e777-4e91-a116-8fc53bff299a","a88e6bab-ee3f-4eea-818e-8245f751aac1","ee1dbcfa-e3ab-4fc9-810b-9f2622473c56","bded4d61-f3fe-4543-8be7-00be577c1509","42299b33-91cb-495c-9965-81c755becc17","f2e0659f-510c-4a39-808c-ebe34163b330","7b488461-2238-422f-917a-e3ae541ce9ef","60378b0d-57de-4271-b5ac-389a9a62da62","fb053530-e6be-440d-9736-e4ec7ed20d53","fbd94541-8a94-4a9a-8c06-dd00187164c4","7cad07e0-10ce-48b1-b339-2799d416afd3","fa47562d-4c56-4dd1-bd7f-f607fdc7593b"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-16124f05e021","providerMatrixVersion":"16124f05e021"}
OpenAI recommendation-prompt presenceOpenAI brand recommendation presence · observed Oct 22, 2026, 12:00 AM UTC50 percent100% confidence
- Source
- Rank.ai LLM Observability Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
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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 the share of all the category's answers that name or cite them.
Reviewed platforms ranked by distinct answer-level citations to their canonical domains.
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.