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 Gemini model API answers
16 companies ranked by how often Google's Gemini model API names or cites them.
62.5%
Braintrust ranks first
Gemini 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 gemini recommendation prompt presence
Braintrust leads at 62.5%; the middle of the board sits at 0%.
- Ahead of second place
- 0%
- Held by the top three
- 70%
- Middle of the board
- 0%
- Below half the leader
- 12 of 16
Rank, name and gemini recommendation prompt presenceMiddle 0%
- 1Braintrust62.5%
- 2Arize AI / Phoenix62.5%
- 3Langfuse50.0%
- 4LangSmith37.5%
- 5Datadog LLM Observability12.5%
- 6Maxim AI12.5%
- 7Opik by Comet12.5%
- 8Helicone0.0%
- 9Fiddler0.0%
- 10Galileo0.0%
- 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 | Gemini recommendation prompt presence | Mention coverage | Share of names | Cited as source | Change | Why |
|---|---|---|---|---|---|---|---|
| 01 | Braintrust | 62.5% | 27.78% · 10 / 36 | 20% · 10 / 50 | 21.62% · 8 / 37 | This rankMy rank | |
| 02 | Arize AI / Phoenix | 62.5% | 25% · 9 / 36 | 18% · 9 / 50 | 16.22% · 6 / 37 | 2 | This rankMy rank |
| 03 | Langfuse | 50.0% | 33.33% · 12 / 36 | 24% · 12 / 50 | 29.73% · 11 / 37 | 1 | This rankMy rank |
| 04 | LangSmith | 37.5% | 22.22% · 8 / 36 | 16% · 8 / 50 | 8.11% · 3 / 37 | 1 | This rankMy rank |
| 05 | Datadog LLM Observability | 12.5% | 11.11% · 4 / 36 | 8% · 4 / 50 | 2.7% · 1 / 37 | 3 | This rankMy rank |
| 06 | Maxim AI | 12.5% | 2.78% · 1 / 36 | 2% · 1 / 50 | 2.7% · 1 / 37 | 1 | This rankMy rank |
| 07 | Opik by Comet | 12.5% | 2.78% · 1 / 36 | 2% · 1 / 50 | 2.7% · 1 / 37 | 7 | ShowingMy rank |
| 08 | Helicone | 0.0% | 5.56% · 2 / 36 | 4% · 2 / 50 | 8.11% · 3 / 37 | 2 | This rankMy rank |
| 09 | Fiddler | 0.0% | 2.78% · 1 / 36 | 2% · 1 / 50 | 5.41% · 2 / 37 | This rankMy rank | |
| 10 | Galileo | 0.0% | 2.78% · 1 / 36 | 2% · 1 / 50 | 2.7% · 1 / 37 | 3 | 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 | 9 | This rankMy rank |
| 16 | W&B Weave | 0.0% | 0% · 0 / 36 | 0% · 0 / 50 | 0% · 0 / 37 | This rankMy rank |
Why this rank
Opik by Comet on LLM Observability Brands in Gemini 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.
7
Rank on this board
12.5 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 |
|---|---|---|
| Gemini brand recommendation presence | 12.5 | 12.5 |
Moved up since the previous snapshot
+7 placesmethodology_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 UTC0 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 UTC0 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 UTC0 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 UTC2.703 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 UTC1 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 UTC2.778 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 UTC2 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 UTC4.167 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 UTC11.111 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 UTC8.333 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 UTC12.5 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 UTC0 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 UTC0 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 UTC0 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.