Loading company intelligence…
Loading the latest published snapshot and its supporting evidence.
Loading the latest published snapshot and its supporting evidence.
https://growthbook.io/insights/how-build-reliable-evaluation-pipelines-ai-systems as a canonical citation page in Rank.ai's public AI answer benchmark.
A current roll-up of published ranks, normalized facts, primary evidence, and entity relationships. No missing value is inferred.
| Metric | Value |
|---|---|
| public_prompt_pagesBest citation position | 8 positionmeasured |
| public_prompt_pagesCited answers | 1 answersmeasured |
| public_prompt_pagesCited-answer coverage | 2.78 percentderived |
| public_prompt_pagesEngine breadth | 1 enginesmeasured |
| public_prompt_pagesMean citation position | 8 positionderived |
| public_prompt_pagesMedian citation position | 8 positionderived |
| public_prompt_pagesPrompt breadth | 1 promptsmeasured |
Every currently published position, as of Sep 13, 2026 · 100% confidence · methodology v1-parent-07454729deac42d5.
| Rank | Leaderboard | Score | Explain |
|---|---|---|---|
| #132 | Most-cited pages in LLM Observability answers | 2.78 | Explain Most-cited pages in LLM Observability answers rank → |
Ranks privacy-safe canonical citation pages in the complete public prompt benchmark without additional provider calls.
Some explanation inputs are unavailable Missing: publicFrozenEvidence, comparablePriorRanking.
100% confidence · 41% component coverage · as of Sep 13, 2026, 12:00 AM UTC
| Component | Value | Weight | Contribution | Evidence | Status |
|---|---|---|---|---|---|
| aggregateArtifactHash | 39f5904e6f96d59a29f689b4ce4c4954bf518dbd65f3b8ab1c3aafeff55cf30e | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
| answerDenominator | 36 | Unavailable | 36 | 0 | unavailableno_public_frozen_evidence |
| canonicalHostname | growthbook.io |
7 published observations for growthbook.io/insights/how-build-reliable-evaluation-pipelines-ai-systems, all at 100% confidence, as of Sep 13, 2026. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | Evidence |
|---|---|---|---|
| Prompt breadthpublic-prompt-page-prompt-breadth | 1prompts | measured | View source
|
| Unavailable |
| — |
| 0 |
| unavailableno_public_frozen_evidence |
| canonicalPageUrl | https://growthbook.io/insights/how-build-reliable-evaluation-pipelines-ai-systems | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
|---|
| engineDenominator | 3 | Unavailable | 3 | 0 | unavailableno_public_frozen_evidence |
|---|
| positionDenominator | 1 | Unavailable | 1 | 0 | unavailableno_public_frozen_evidence |
|---|
| positionNumerator | 8 | Unavailable | 8 | 0 | unavailableno_public_frozen_evidence |
|---|
| promptDenominator | 12 | Unavailable | 12 | 0 | unavailableno_public_frozen_evidence |
|---|
| public prompt page answer coverage | 2.777778 | 100% | 2.778 | 1 | available |
|---|
| public prompt page best position | 8 | 0% | 0 | 1 | available |
|---|
| public prompt page cited answer count | 1 | 0% | 0 | 1 | available |
|---|
| public prompt page engine breadth | 1 | 0% | 0 | 1 | available |
|---|
| public prompt page mean position | 8 | 0% | 0 | 1 | available |
|---|
| public prompt page median position | 8 | 0% | 0 | 1 | available |
|---|
| public prompt page prompt breadth | 1 | 0% | 0 | 1 | available |
|---|
| queryStringsPublished | 0 | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
|---|
| sourceVisibilityOnly | 1 | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
|---|
entity_not_ranked_in_prior_snapshot
No component moved since the prior snapshot.
{"corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["27fa197f-ee19-4471-8c55-91ee09bd7994","20119caa-71aa-45a5-a248-e63b744ed125","e39e0720-00c5-4575-b5e1-52f6c101a98c","51bc6f18-6719-4ca6-8130-a55d6746ab92","bf337e82-7914-499a-ab77-8c4a1c3b8d8a","816c6f98-71fa-43e1-883c-80fec5f77439","61f0cb6d-61fb-49a3-b25f-8ce92f828b3f","8f763200-62b8-4760-ad0c-844b7199cdea","14ed7c52-ee74-41f3-b653-a79ac738a664","3a7a1ad3-6be0-4bdf-8471-2f71c8c28920","5144e204-ff40-4cc1-b2ad-e8851a6f254b","e92d9a1c-6047-4938-93e1-339f6b365b1a","e72922ed-cb02-4237-8795-467614ce65e0","c2c50e87-aa3a-49f0-92ff-27f72d6e137f","2b2a533f-5dbd-45c2-aeea-11c0dac1776b","455eab69-e896-45fc-9e73-1ede7d3eb8ba","0bc1afad-2355-4d5e-b84d-69cbfbebda4d","7794a0e4-b5d4-4451-8f34-8f1b0fee5601","c4fd76d8-5fe6-4c7e-a8ef-9bf06ad5f44c","9a3110af-e5bf-49df-9747-5aa244fc2260","edfcba37-ba5f-48de-9871-25e69b2e4fb2","a5566881-6f44-4043-8e24-8ae5f6569b08","9397bce3-af27-4872-8a9f-98fe0e352248","092edcc7-2a69-427b-8801-8f80ac3cf0a5","c084b8e4-e923-4466-bb51-46db68a6e384","49565fcf-10e3-4ee2-a5f3-12ae31c00272","e521d941-24c7-4b57-a5e4-74574b5556c4","2105b4d0-d2da-4d3b-b00a-c952d2106572","1edb5bb2-ae29-4c5c-8a2c-710cbee1c56a","7c42697b-9654-4f40-9b44-58b8721bf3fd","bcc8137d-19fe-43cb-a98b-894f02451d94","11bce99e-18cd-4dde-a2e6-109d625c7277","a526a55f-98c9-4b10-ac12-8d43dd323f3d","ee59e92a-e892-451f-8e14-5787d1bab8c0","fbde0b88-e1a7-4577-b407-d32bfbd80aad","cfd3251c-3f97-46ab-a1a5-7408d76d9f67"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["27fa197f-ee19-4471-8c55-91ee09bd7994","20119caa-71aa-45a5-a248-e63b744ed125","e39e0720-00c5-4575-b5e1-52f6c101a98c","51bc6f18-6719-4ca6-8130-a55d6746ab92","bf337e82-7914-499a-ab77-8c4a1c3b8d8a","816c6f98-71fa-43e1-883c-80fec5f77439","61f0cb6d-61fb-49a3-b25f-8ce92f828b3f","8f763200-62b8-4760-ad0c-844b7199cdea","14ed7c52-ee74-41f3-b653-a79ac738a664","3a7a1ad3-6be0-4bdf-8471-2f71c8c28920","5144e204-ff40-4cc1-b2ad-e8851a6f254b","e92d9a1c-6047-4938-93e1-339f6b365b1a","e72922ed-cb02-4237-8795-467614ce65e0","c2c50e87-aa3a-49f0-92ff-27f72d6e137f","2b2a533f-5dbd-45c2-aeea-11c0dac1776b","455eab69-e896-45fc-9e73-1ede7d3eb8ba","0bc1afad-2355-4d5e-b84d-69cbfbebda4d","7794a0e4-b5d4-4451-8f34-8f1b0fee5601","c4fd76d8-5fe6-4c7e-a8ef-9bf06ad5f44c","9a3110af-e5bf-49df-9747-5aa244fc2260","edfcba37-ba5f-48de-9871-25e69b2e4fb2","a5566881-6f44-4043-8e24-8ae5f6569b08","9397bce3-af27-4872-8a9f-98fe0e352248","092edcc7-2a69-427b-8801-8f80ac3cf0a5","c084b8e4-e923-4466-bb51-46db68a6e384","49565fcf-10e3-4ee2-a5f3-12ae31c00272","e521d941-24c7-4b57-a5e4-74574b5556c4","2105b4d0-d2da-4d3b-b00a-c952d2106572","1edb5bb2-ae29-4c5c-8a2c-710cbee1c56a","7c42697b-9654-4f40-9b44-58b8721bf3fd","bcc8137d-19fe-43cb-a98b-894f02451d94","11bce99e-18cd-4dde-a2e6-109d625c7277","a526a55f-98c9-4b10-ac12-8d43dd323f3d","ee59e92a-e892-451f-8e14-5787d1bab8c0","fbde0b88-e1a7-4577-b407-d32bfbd80aad","cfd3251c-3f97-46ab-a1a5-7408d76d9f67"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["27fa197f-ee19-4471-8c55-91ee09bd7994","20119caa-71aa-45a5-a248-e63b744ed125","e39e0720-00c5-4575-b5e1-52f6c101a98c","51bc6f18-6719-4ca6-8130-a55d6746ab92","bf337e82-7914-499a-ab77-8c4a1c3b8d8a","816c6f98-71fa-43e1-883c-80fec5f77439","61f0cb6d-61fb-49a3-b25f-8ce92f828b3f","8f763200-62b8-4760-ad0c-844b7199cdea","14ed7c52-ee74-41f3-b653-a79ac738a664","3a7a1ad3-6be0-4bdf-8471-2f71c8c28920","5144e204-ff40-4cc1-b2ad-e8851a6f254b","e92d9a1c-6047-4938-93e1-339f6b365b1a","e72922ed-cb02-4237-8795-467614ce65e0","c2c50e87-aa3a-49f0-92ff-27f72d6e137f","2b2a533f-5dbd-45c2-aeea-11c0dac1776b","455eab69-e896-45fc-9e73-1ede7d3eb8ba","0bc1afad-2355-4d5e-b84d-69cbfbebda4d","7794a0e4-b5d4-4451-8f34-8f1b0fee5601","c4fd76d8-5fe6-4c7e-a8ef-9bf06ad5f44c","9a3110af-e5bf-49df-9747-5aa244fc2260","edfcba37-ba5f-48de-9871-25e69b2e4fb2","a5566881-6f44-4043-8e24-8ae5f6569b08","9397bce3-af27-4872-8a9f-98fe0e352248","092edcc7-2a69-427b-8801-8f80ac3cf0a5","c084b8e4-e923-4466-bb51-46db68a6e384","49565fcf-10e3-4ee2-a5f3-12ae31c00272","e521d941-24c7-4b57-a5e4-74574b5556c4","2105b4d0-d2da-4d3b-b00a-c952d2106572","1edb5bb2-ae29-4c5c-8a2c-710cbee1c56a","7c42697b-9654-4f40-9b44-58b8721bf3fd","bcc8137d-19fe-43cb-a98b-894f02451d94","11bce99e-18cd-4dde-a2e6-109d625c7277","a526a55f-98c9-4b10-ac12-8d43dd323f3d","ee59e92a-e892-451f-8e14-5787d1bab8c0","fbde0b88-e1a7-4577-b407-d32bfbd80aad","cfd3251c-3f97-46ab-a1a5-7408d76d9f67"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["27fa197f-ee19-4471-8c55-91ee09bd7994","20119caa-71aa-45a5-a248-e63b744ed125","e39e0720-00c5-4575-b5e1-52f6c101a98c","51bc6f18-6719-4ca6-8130-a55d6746ab92","bf337e82-7914-499a-ab77-8c4a1c3b8d8a","816c6f98-71fa-43e1-883c-80fec5f77439","61f0cb6d-61fb-49a3-b25f-8ce92f828b3f","8f763200-62b8-4760-ad0c-844b7199cdea","14ed7c52-ee74-41f3-b653-a79ac738a664","3a7a1ad3-6be0-4bdf-8471-2f71c8c28920","5144e204-ff40-4cc1-b2ad-e8851a6f254b","e92d9a1c-6047-4938-93e1-339f6b365b1a","e72922ed-cb02-4237-8795-467614ce65e0","c2c50e87-aa3a-49f0-92ff-27f72d6e137f","2b2a533f-5dbd-45c2-aeea-11c0dac1776b","455eab69-e896-45fc-9e73-1ede7d3eb8ba","0bc1afad-2355-4d5e-b84d-69cbfbebda4d","7794a0e4-b5d4-4451-8f34-8f1b0fee5601","c4fd76d8-5fe6-4c7e-a8ef-9bf06ad5f44c","9a3110af-e5bf-49df-9747-5aa244fc2260","edfcba37-ba5f-48de-9871-25e69b2e4fb2","a5566881-6f44-4043-8e24-8ae5f6569b08","9397bce3-af27-4872-8a9f-98fe0e352248","092edcc7-2a69-427b-8801-8f80ac3cf0a5","c084b8e4-e923-4466-bb51-46db68a6e384","49565fcf-10e3-4ee2-a5f3-12ae31c00272","e521d941-24c7-4b57-a5e4-74574b5556c4","2105b4d0-d2da-4d3b-b00a-c952d2106572","1edb5bb2-ae29-4c5c-8a2c-710cbee1c56a","7c42697b-9654-4f40-9b44-58b8721bf3fd","bcc8137d-19fe-43cb-a98b-894f02451d94","11bce99e-18cd-4dde-a2e6-109d625c7277","a526a55f-98c9-4b10-ac12-8d43dd323f3d","ee59e92a-e892-451f-8e14-5787d1bab8c0","fbde0b88-e1a7-4577-b407-d32bfbd80aad","cfd3251c-3f97-46ab-a1a5-7408d76d9f67"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["27fa197f-ee19-4471-8c55-91ee09bd7994","20119caa-71aa-45a5-a248-e63b744ed125","e39e0720-00c5-4575-b5e1-52f6c101a98c","51bc6f18-6719-4ca6-8130-a55d6746ab92","bf337e82-7914-499a-ab77-8c4a1c3b8d8a","816c6f98-71fa-43e1-883c-80fec5f77439","61f0cb6d-61fb-49a3-b25f-8ce92f828b3f","8f763200-62b8-4760-ad0c-844b7199cdea","14ed7c52-ee74-41f3-b653-a79ac738a664","3a7a1ad3-6be0-4bdf-8471-2f71c8c28920","5144e204-ff40-4cc1-b2ad-e8851a6f254b","e92d9a1c-6047-4938-93e1-339f6b365b1a","e72922ed-cb02-4237-8795-467614ce65e0","c2c50e87-aa3a-49f0-92ff-27f72d6e137f","2b2a533f-5dbd-45c2-aeea-11c0dac1776b","455eab69-e896-45fc-9e73-1ede7d3eb8ba","0bc1afad-2355-4d5e-b84d-69cbfbebda4d","7794a0e4-b5d4-4451-8f34-8f1b0fee5601","c4fd76d8-5fe6-4c7e-a8ef-9bf06ad5f44c","9a3110af-e5bf-49df-9747-5aa244fc2260","edfcba37-ba5f-48de-9871-25e69b2e4fb2","a5566881-6f44-4043-8e24-8ae5f6569b08","9397bce3-af27-4872-8a9f-98fe0e352248","092edcc7-2a69-427b-8801-8f80ac3cf0a5","c084b8e4-e923-4466-bb51-46db68a6e384","49565fcf-10e3-4ee2-a5f3-12ae31c00272","e521d941-24c7-4b57-a5e4-74574b5556c4","2105b4d0-d2da-4d3b-b00a-c952d2106572","1edb5bb2-ae29-4c5c-8a2c-710cbee1c56a","7c42697b-9654-4f40-9b44-58b8721bf3fd","bcc8137d-19fe-43cb-a98b-894f02451d94","11bce99e-18cd-4dde-a2e6-109d625c7277","a526a55f-98c9-4b10-ac12-8d43dd323f3d","ee59e92a-e892-451f-8e14-5787d1bab8c0","fbde0b88-e1a7-4577-b407-d32bfbd80aad","cfd3251c-3f97-46ab-a1a5-7408d76d9f67"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["27fa197f-ee19-4471-8c55-91ee09bd7994","20119caa-71aa-45a5-a248-e63b744ed125","e39e0720-00c5-4575-b5e1-52f6c101a98c","51bc6f18-6719-4ca6-8130-a55d6746ab92","bf337e82-7914-499a-ab77-8c4a1c3b8d8a","816c6f98-71fa-43e1-883c-80fec5f77439","61f0cb6d-61fb-49a3-b25f-8ce92f828b3f","8f763200-62b8-4760-ad0c-844b7199cdea","14ed7c52-ee74-41f3-b653-a79ac738a664","3a7a1ad3-6be0-4bdf-8471-2f71c8c28920","5144e204-ff40-4cc1-b2ad-e8851a6f254b","e92d9a1c-6047-4938-93e1-339f6b365b1a","e72922ed-cb02-4237-8795-467614ce65e0","c2c50e87-aa3a-49f0-92ff-27f72d6e137f","2b2a533f-5dbd-45c2-aeea-11c0dac1776b","455eab69-e896-45fc-9e73-1ede7d3eb8ba","0bc1afad-2355-4d5e-b84d-69cbfbebda4d","7794a0e4-b5d4-4451-8f34-8f1b0fee5601","c4fd76d8-5fe6-4c7e-a8ef-9bf06ad5f44c","9a3110af-e5bf-49df-9747-5aa244fc2260","edfcba37-ba5f-48de-9871-25e69b2e4fb2","a5566881-6f44-4043-8e24-8ae5f6569b08","9397bce3-af27-4872-8a9f-98fe0e352248","092edcc7-2a69-427b-8801-8f80ac3cf0a5","c084b8e4-e923-4466-bb51-46db68a6e384","49565fcf-10e3-4ee2-a5f3-12ae31c00272","e521d941-24c7-4b57-a5e4-74574b5556c4","2105b4d0-d2da-4d3b-b00a-c952d2106572","1edb5bb2-ae29-4c5c-8a2c-710cbee1c56a","7c42697b-9654-4f40-9b44-58b8721bf3fd","bcc8137d-19fe-43cb-a98b-894f02451d94","11bce99e-18cd-4dde-a2e6-109d625c7277","a526a55f-98c9-4b10-ac12-8d43dd323f3d","ee59e92a-e892-451f-8e14-5787d1bab8c0","fbde0b88-e1a7-4577-b407-d32bfbd80aad","cfd3251c-3f97-46ab-a1a5-7408d76d9f67"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"llm-observability-platforms-2026-07-27","runArtifactIds":["27fa197f-ee19-4471-8c55-91ee09bd7994","20119caa-71aa-45a5-a248-e63b744ed125","e39e0720-00c5-4575-b5e1-52f6c101a98c","51bc6f18-6719-4ca6-8130-a55d6746ab92","bf337e82-7914-499a-ab77-8c4a1c3b8d8a","816c6f98-71fa-43e1-883c-80fec5f77439","61f0cb6d-61fb-49a3-b25f-8ce92f828b3f","8f763200-62b8-4760-ad0c-844b7199cdea","14ed7c52-ee74-41f3-b653-a79ac738a664","3a7a1ad3-6be0-4bdf-8471-2f71c8c28920","5144e204-ff40-4cc1-b2ad-e8851a6f254b","e92d9a1c-6047-4938-93e1-339f6b365b1a","e72922ed-cb02-4237-8795-467614ce65e0","c2c50e87-aa3a-49f0-92ff-27f72d6e137f","2b2a533f-5dbd-45c2-aeea-11c0dac1776b","455eab69-e896-45fc-9e73-1ede7d3eb8ba","0bc1afad-2355-4d5e-b84d-69cbfbebda4d","7794a0e4-b5d4-4451-8f34-8f1b0fee5601","c4fd76d8-5fe6-4c7e-a8ef-9bf06ad5f44c","9a3110af-e5bf-49df-9747-5aa244fc2260","edfcba37-ba5f-48de-9871-25e69b2e4fb2","a5566881-6f44-4043-8e24-8ae5f6569b08","9397bce3-af27-4872-8a9f-98fe0e352248","092edcc7-2a69-427b-8801-8f80ac3cf0a5","c084b8e4-e923-4466-bb51-46db68a6e384","49565fcf-10e3-4ee2-a5f3-12ae31c00272","e521d941-24c7-4b57-a5e4-74574b5556c4","2105b4d0-d2da-4d3b-b00a-c952d2106572","1edb5bb2-ae29-4c5c-8a2c-710cbee1c56a","7c42697b-9654-4f40-9b44-58b8721bf3fd","bcc8137d-19fe-43cb-a98b-894f02451d94","11bce99e-18cd-4dde-a2e6-109d625c7277","a526a55f-98c9-4b10-ac12-8d43dd323f3d","ee59e92a-e892-451f-8e14-5787d1bab8c0","fbde0b88-e1a7-4577-b407-d32bfbd80aad","cfd3251c-3f97-46ab-a1a5-7408d76d9f67"],"benchmarkVersion":"4-llm-observability-platforms-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}| Mean citation positionpublic-prompt-page-mean-position | 8position | derived | View source
|
|---|
| Median citation positionpublic-prompt-page-median-position | 8position | derived | View source
|
|---|
| Best citation positionpublic-prompt-page-best-position | 8position | measured | View source
|
|---|
| Cited-answer coveragepublic-prompt-page-answer-coverage | 2.7778percent | derived | View source
|
|---|
| Engine breadthpublic-prompt-page-engine-breadth | 1engines | measured | View source
|
|---|
| Cited answerspublic-prompt-page-cited-answer-count | 1answers | measured | View source
|
|---|