Loading company intelligence…
Loading the latest published snapshot and its supporting evidence.
Loading the latest published snapshot and its supporting evidence.
https://marceldigital.com/services/answer-engine-optimization 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 | 6 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 | 6 positionderived |
| public_prompt_pagesMedian citation position | 6 positionderived |
| public_prompt_pagesPrompt breadth | 1 promptsmeasured |
Every currently published position, as of Jul 31, 2026 · 100% confidence · methodology v1-parent-b5955dacfab0d771.
| Rank | Leaderboard | Score | Explain |
|---|---|---|---|
| #92 | Most-cited pages in AI Visibility · Agency Owner answers | 2.78 | Explain Most-cited pages in AI Visibility · Agency Owner 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 Jul 31, 2026, 12:00 AM UTC
| Component | Value | Weight | Contribution | Evidence | Status |
|---|---|---|---|---|---|
| aggregateArtifactHash | 528d522e27d59dbf3592319417f16d6d335205532e850fd068c51c88b0498950 | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
| answerDenominator | 36 | Unavailable | 36 | 0 | unavailableno_public_frozen_evidence |
| canonicalHostname | marceldigital.com | Unavailable | — |
7 published observations for marceldigital.com/services/answer-engine-optimization, all at 100% confidence, as of Jul 31, 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
|
| 0 |
| unavailableno_public_frozen_evidence |
| canonicalPageUrl | https://marceldigital.com/services/answer-engine-optimization | 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 | 6 | Unavailable | 6 | 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 | 6 | 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 | 6 | 0% | 0 | 1 | available |
|---|
| public prompt page median position | 6 | 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 |
|---|
no_prior_published_snapshot
No component moved since the prior snapshot.
{"corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["2df61b8c-d28c-4089-b558-edb73ef82ba2","74a8ccbb-7005-41bb-bb31-2701e8af2317","8b210d24-dd9d-4519-98da-7fdb7d53ee24","42ae6d73-1aa5-46bb-8874-cebfed03711d","1b8b83cf-f1ef-49a0-8e77-da97c2d96380","121178f3-aca3-46a7-b906-69b67f402238","1c884ee5-cbcc-4322-8536-5d654c0a0c16","57cddb06-5306-4ac8-8c4c-fc9e64be6c3d","7218eb6a-6ab1-4116-ad9f-2ff7311b5c6f","b1e071de-66f7-4ab6-ba3f-65e8045268a8","cba9ce9c-ab77-49e6-a39e-3422285f0d22","0c276ffe-1ef2-43ec-837a-213827095fc0","d83927a7-f9ae-4687-a6c4-294ce408f89e","b8c96015-9c50-45b5-a2dc-9db20281a4c0","9f91bd50-480c-49b0-89eb-43ab4c86424d","91585d24-76f9-4ed7-9228-8391c0cf0918","4a77d0c9-144b-44b5-98db-87315462d597","5abf04b9-d8ae-4b3f-8a75-7cb81016f5d4","0a4b76f9-7d59-4f3a-86e3-9a6757b3e401","9147239a-6f84-4c1c-8857-133fd38e3390","d5fd097b-c43a-444a-b9d7-3c5fdf99e13b","0f4a19f6-d127-409b-9301-44006fb8cc16","c3ad2528-fbcb-4eda-a711-106017ade891","38d6d14f-f2fa-4a50-bbe1-eca84cbca2b3","563d4f3b-3de0-4a7b-a798-16a46a6eb316","fe2b599b-bed0-4e52-8980-e95e0baef98e","3e263af7-e7af-493b-a0d7-c5035f94daca","55b39bf0-8e14-4d94-839e-b5e8d116b062","c12b50fd-4d20-48e9-b313-f6e8604b4984","f29c3e44-2326-4c34-831f-a257f0391016","56dea122-77e3-459e-9ce8-89fcd50cb316","fbf6e911-dbee-4690-882d-9db04d5cbfd8","da7e0df8-fe18-4ccd-aba6-1c3e842d817a","aaea5783-485a-451d-9902-7ae35ae012f8","8740ea73-be15-49b8-8dfe-07777d2055ef","d28059db-6581-4923-a0e4-2ad09ff8eb34"],"benchmarkVersion":"4-ai-search-visibility-persona-agency-owner-b5df22d710b5ad5a","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["2df61b8c-d28c-4089-b558-edb73ef82ba2","74a8ccbb-7005-41bb-bb31-2701e8af2317","8b210d24-dd9d-4519-98da-7fdb7d53ee24","42ae6d73-1aa5-46bb-8874-cebfed03711d","1b8b83cf-f1ef-49a0-8e77-da97c2d96380","121178f3-aca3-46a7-b906-69b67f402238","1c884ee5-cbcc-4322-8536-5d654c0a0c16","57cddb06-5306-4ac8-8c4c-fc9e64be6c3d","7218eb6a-6ab1-4116-ad9f-2ff7311b5c6f","b1e071de-66f7-4ab6-ba3f-65e8045268a8","cba9ce9c-ab77-49e6-a39e-3422285f0d22","0c276ffe-1ef2-43ec-837a-213827095fc0","d83927a7-f9ae-4687-a6c4-294ce408f89e","b8c96015-9c50-45b5-a2dc-9db20281a4c0","9f91bd50-480c-49b0-89eb-43ab4c86424d","91585d24-76f9-4ed7-9228-8391c0cf0918","4a77d0c9-144b-44b5-98db-87315462d597","5abf04b9-d8ae-4b3f-8a75-7cb81016f5d4","0a4b76f9-7d59-4f3a-86e3-9a6757b3e401","9147239a-6f84-4c1c-8857-133fd38e3390","d5fd097b-c43a-444a-b9d7-3c5fdf99e13b","0f4a19f6-d127-409b-9301-44006fb8cc16","c3ad2528-fbcb-4eda-a711-106017ade891","38d6d14f-f2fa-4a50-bbe1-eca84cbca2b3","563d4f3b-3de0-4a7b-a798-16a46a6eb316","fe2b599b-bed0-4e52-8980-e95e0baef98e","3e263af7-e7af-493b-a0d7-c5035f94daca","55b39bf0-8e14-4d94-839e-b5e8d116b062","c12b50fd-4d20-48e9-b313-f6e8604b4984","f29c3e44-2326-4c34-831f-a257f0391016","56dea122-77e3-459e-9ce8-89fcd50cb316","fbf6e911-dbee-4690-882d-9db04d5cbfd8","da7e0df8-fe18-4ccd-aba6-1c3e842d817a","aaea5783-485a-451d-9902-7ae35ae012f8","8740ea73-be15-49b8-8dfe-07777d2055ef","d28059db-6581-4923-a0e4-2ad09ff8eb34"],"benchmarkVersion":"4-ai-search-visibility-persona-agency-owner-b5df22d710b5ad5a","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["2df61b8c-d28c-4089-b558-edb73ef82ba2","74a8ccbb-7005-41bb-bb31-2701e8af2317","8b210d24-dd9d-4519-98da-7fdb7d53ee24","42ae6d73-1aa5-46bb-8874-cebfed03711d","1b8b83cf-f1ef-49a0-8e77-da97c2d96380","121178f3-aca3-46a7-b906-69b67f402238","1c884ee5-cbcc-4322-8536-5d654c0a0c16","57cddb06-5306-4ac8-8c4c-fc9e64be6c3d","7218eb6a-6ab1-4116-ad9f-2ff7311b5c6f","b1e071de-66f7-4ab6-ba3f-65e8045268a8","cba9ce9c-ab77-49e6-a39e-3422285f0d22","0c276ffe-1ef2-43ec-837a-213827095fc0","d83927a7-f9ae-4687-a6c4-294ce408f89e","b8c96015-9c50-45b5-a2dc-9db20281a4c0","9f91bd50-480c-49b0-89eb-43ab4c86424d","91585d24-76f9-4ed7-9228-8391c0cf0918","4a77d0c9-144b-44b5-98db-87315462d597","5abf04b9-d8ae-4b3f-8a75-7cb81016f5d4","0a4b76f9-7d59-4f3a-86e3-9a6757b3e401","9147239a-6f84-4c1c-8857-133fd38e3390","d5fd097b-c43a-444a-b9d7-3c5fdf99e13b","0f4a19f6-d127-409b-9301-44006fb8cc16","c3ad2528-fbcb-4eda-a711-106017ade891","38d6d14f-f2fa-4a50-bbe1-eca84cbca2b3","563d4f3b-3de0-4a7b-a798-16a46a6eb316","fe2b599b-bed0-4e52-8980-e95e0baef98e","3e263af7-e7af-493b-a0d7-c5035f94daca","55b39bf0-8e14-4d94-839e-b5e8d116b062","c12b50fd-4d20-48e9-b313-f6e8604b4984","f29c3e44-2326-4c34-831f-a257f0391016","56dea122-77e3-459e-9ce8-89fcd50cb316","fbf6e911-dbee-4690-882d-9db04d5cbfd8","da7e0df8-fe18-4ccd-aba6-1c3e842d817a","aaea5783-485a-451d-9902-7ae35ae012f8","8740ea73-be15-49b8-8dfe-07777d2055ef","d28059db-6581-4923-a0e4-2ad09ff8eb34"],"benchmarkVersion":"4-ai-search-visibility-persona-agency-owner-b5df22d710b5ad5a","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["2df61b8c-d28c-4089-b558-edb73ef82ba2","74a8ccbb-7005-41bb-bb31-2701e8af2317","8b210d24-dd9d-4519-98da-7fdb7d53ee24","42ae6d73-1aa5-46bb-8874-cebfed03711d","1b8b83cf-f1ef-49a0-8e77-da97c2d96380","121178f3-aca3-46a7-b906-69b67f402238","1c884ee5-cbcc-4322-8536-5d654c0a0c16","57cddb06-5306-4ac8-8c4c-fc9e64be6c3d","7218eb6a-6ab1-4116-ad9f-2ff7311b5c6f","b1e071de-66f7-4ab6-ba3f-65e8045268a8","cba9ce9c-ab77-49e6-a39e-3422285f0d22","0c276ffe-1ef2-43ec-837a-213827095fc0","d83927a7-f9ae-4687-a6c4-294ce408f89e","b8c96015-9c50-45b5-a2dc-9db20281a4c0","9f91bd50-480c-49b0-89eb-43ab4c86424d","91585d24-76f9-4ed7-9228-8391c0cf0918","4a77d0c9-144b-44b5-98db-87315462d597","5abf04b9-d8ae-4b3f-8a75-7cb81016f5d4","0a4b76f9-7d59-4f3a-86e3-9a6757b3e401","9147239a-6f84-4c1c-8857-133fd38e3390","d5fd097b-c43a-444a-b9d7-3c5fdf99e13b","0f4a19f6-d127-409b-9301-44006fb8cc16","c3ad2528-fbcb-4eda-a711-106017ade891","38d6d14f-f2fa-4a50-bbe1-eca84cbca2b3","563d4f3b-3de0-4a7b-a798-16a46a6eb316","fe2b599b-bed0-4e52-8980-e95e0baef98e","3e263af7-e7af-493b-a0d7-c5035f94daca","55b39bf0-8e14-4d94-839e-b5e8d116b062","c12b50fd-4d20-48e9-b313-f6e8604b4984","f29c3e44-2326-4c34-831f-a257f0391016","56dea122-77e3-459e-9ce8-89fcd50cb316","fbf6e911-dbee-4690-882d-9db04d5cbfd8","da7e0df8-fe18-4ccd-aba6-1c3e842d817a","aaea5783-485a-451d-9902-7ae35ae012f8","8740ea73-be15-49b8-8dfe-07777d2055ef","d28059db-6581-4923-a0e4-2ad09ff8eb34"],"benchmarkVersion":"4-ai-search-visibility-persona-agency-owner-b5df22d710b5ad5a","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["2df61b8c-d28c-4089-b558-edb73ef82ba2","74a8ccbb-7005-41bb-bb31-2701e8af2317","8b210d24-dd9d-4519-98da-7fdb7d53ee24","42ae6d73-1aa5-46bb-8874-cebfed03711d","1b8b83cf-f1ef-49a0-8e77-da97c2d96380","121178f3-aca3-46a7-b906-69b67f402238","1c884ee5-cbcc-4322-8536-5d654c0a0c16","57cddb06-5306-4ac8-8c4c-fc9e64be6c3d","7218eb6a-6ab1-4116-ad9f-2ff7311b5c6f","b1e071de-66f7-4ab6-ba3f-65e8045268a8","cba9ce9c-ab77-49e6-a39e-3422285f0d22","0c276ffe-1ef2-43ec-837a-213827095fc0","d83927a7-f9ae-4687-a6c4-294ce408f89e","b8c96015-9c50-45b5-a2dc-9db20281a4c0","9f91bd50-480c-49b0-89eb-43ab4c86424d","91585d24-76f9-4ed7-9228-8391c0cf0918","4a77d0c9-144b-44b5-98db-87315462d597","5abf04b9-d8ae-4b3f-8a75-7cb81016f5d4","0a4b76f9-7d59-4f3a-86e3-9a6757b3e401","9147239a-6f84-4c1c-8857-133fd38e3390","d5fd097b-c43a-444a-b9d7-3c5fdf99e13b","0f4a19f6-d127-409b-9301-44006fb8cc16","c3ad2528-fbcb-4eda-a711-106017ade891","38d6d14f-f2fa-4a50-bbe1-eca84cbca2b3","563d4f3b-3de0-4a7b-a798-16a46a6eb316","fe2b599b-bed0-4e52-8980-e95e0baef98e","3e263af7-e7af-493b-a0d7-c5035f94daca","55b39bf0-8e14-4d94-839e-b5e8d116b062","c12b50fd-4d20-48e9-b313-f6e8604b4984","f29c3e44-2326-4c34-831f-a257f0391016","56dea122-77e3-459e-9ce8-89fcd50cb316","fbf6e911-dbee-4690-882d-9db04d5cbfd8","da7e0df8-fe18-4ccd-aba6-1c3e842d817a","aaea5783-485a-451d-9902-7ae35ae012f8","8740ea73-be15-49b8-8dfe-07777d2055ef","d28059db-6581-4923-a0e4-2ad09ff8eb34"],"benchmarkVersion":"4-ai-search-visibility-persona-agency-owner-b5df22d710b5ad5a","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["2df61b8c-d28c-4089-b558-edb73ef82ba2","74a8ccbb-7005-41bb-bb31-2701e8af2317","8b210d24-dd9d-4519-98da-7fdb7d53ee24","42ae6d73-1aa5-46bb-8874-cebfed03711d","1b8b83cf-f1ef-49a0-8e77-da97c2d96380","121178f3-aca3-46a7-b906-69b67f402238","1c884ee5-cbcc-4322-8536-5d654c0a0c16","57cddb06-5306-4ac8-8c4c-fc9e64be6c3d","7218eb6a-6ab1-4116-ad9f-2ff7311b5c6f","b1e071de-66f7-4ab6-ba3f-65e8045268a8","cba9ce9c-ab77-49e6-a39e-3422285f0d22","0c276ffe-1ef2-43ec-837a-213827095fc0","d83927a7-f9ae-4687-a6c4-294ce408f89e","b8c96015-9c50-45b5-a2dc-9db20281a4c0","9f91bd50-480c-49b0-89eb-43ab4c86424d","91585d24-76f9-4ed7-9228-8391c0cf0918","4a77d0c9-144b-44b5-98db-87315462d597","5abf04b9-d8ae-4b3f-8a75-7cb81016f5d4","0a4b76f9-7d59-4f3a-86e3-9a6757b3e401","9147239a-6f84-4c1c-8857-133fd38e3390","d5fd097b-c43a-444a-b9d7-3c5fdf99e13b","0f4a19f6-d127-409b-9301-44006fb8cc16","c3ad2528-fbcb-4eda-a711-106017ade891","38d6d14f-f2fa-4a50-bbe1-eca84cbca2b3","563d4f3b-3de0-4a7b-a798-16a46a6eb316","fe2b599b-bed0-4e52-8980-e95e0baef98e","3e263af7-e7af-493b-a0d7-c5035f94daca","55b39bf0-8e14-4d94-839e-b5e8d116b062","c12b50fd-4d20-48e9-b313-f6e8604b4984","f29c3e44-2326-4c34-831f-a257f0391016","56dea122-77e3-459e-9ce8-89fcd50cb316","fbf6e911-dbee-4690-882d-9db04d5cbfd8","da7e0df8-fe18-4ccd-aba6-1c3e842d817a","aaea5783-485a-451d-9902-7ae35ae012f8","8740ea73-be15-49b8-8dfe-07777d2055ef","d28059db-6581-4923-a0e4-2ad09ff8eb34"],"benchmarkVersion":"4-ai-search-visibility-persona-agency-owner-b5df22d710b5ad5a","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-search-visibility-persona-agency-owner-2026-07-27","runArtifactIds":["2df61b8c-d28c-4089-b558-edb73ef82ba2","74a8ccbb-7005-41bb-bb31-2701e8af2317","8b210d24-dd9d-4519-98da-7fdb7d53ee24","42ae6d73-1aa5-46bb-8874-cebfed03711d","1b8b83cf-f1ef-49a0-8e77-da97c2d96380","121178f3-aca3-46a7-b906-69b67f402238","1c884ee5-cbcc-4322-8536-5d654c0a0c16","57cddb06-5306-4ac8-8c4c-fc9e64be6c3d","7218eb6a-6ab1-4116-ad9f-2ff7311b5c6f","b1e071de-66f7-4ab6-ba3f-65e8045268a8","cba9ce9c-ab77-49e6-a39e-3422285f0d22","0c276ffe-1ef2-43ec-837a-213827095fc0","d83927a7-f9ae-4687-a6c4-294ce408f89e","b8c96015-9c50-45b5-a2dc-9db20281a4c0","9f91bd50-480c-49b0-89eb-43ab4c86424d","91585d24-76f9-4ed7-9228-8391c0cf0918","4a77d0c9-144b-44b5-98db-87315462d597","5abf04b9-d8ae-4b3f-8a75-7cb81016f5d4","0a4b76f9-7d59-4f3a-86e3-9a6757b3e401","9147239a-6f84-4c1c-8857-133fd38e3390","d5fd097b-c43a-444a-b9d7-3c5fdf99e13b","0f4a19f6-d127-409b-9301-44006fb8cc16","c3ad2528-fbcb-4eda-a711-106017ade891","38d6d14f-f2fa-4a50-bbe1-eca84cbca2b3","563d4f3b-3de0-4a7b-a798-16a46a6eb316","fe2b599b-bed0-4e52-8980-e95e0baef98e","3e263af7-e7af-493b-a0d7-c5035f94daca","55b39bf0-8e14-4d94-839e-b5e8d116b062","c12b50fd-4d20-48e9-b313-f6e8604b4984","f29c3e44-2326-4c34-831f-a257f0391016","56dea122-77e3-459e-9ce8-89fcd50cb316","fbf6e911-dbee-4690-882d-9db04d5cbfd8","da7e0df8-fe18-4ccd-aba6-1c3e842d817a","aaea5783-485a-451d-9902-7ae35ae012f8","8740ea73-be15-49b8-8dfe-07777d2055ef","d28059db-6581-4923-a0e4-2ad09ff8eb34"],"benchmarkVersion":"4-ai-search-visibility-persona-agency-owner-b5df22d710b5ad5a","providerMatrixVersion":"64232fd32583"}| Cited answerspublic-prompt-page-cited-answer-count | 1answers | measured | View source
|
|---|
| Engine breadthpublic-prompt-page-engine-breadth | 1engines | measured | View source
|
|---|
| Best citation positionpublic-prompt-page-best-position | 6position | measured | View source
|
|---|
| Median citation positionpublic-prompt-page-median-position | 6position | derived | View source
|
|---|
| Mean citation positionpublic-prompt-page-mean-position | 6position | derived | View source
|
|---|
| Cited-answer coveragepublic-prompt-page-answer-coverage | 2.7778percent | derived | View source
|
|---|