Loading company intelligence…
Loading the latest published snapshot and its supporting evidence.
Loading the latest published snapshot and its supporting evidence.
https://scrunch.com/blog/best-answer-engine-optimization-aeo-generative-engine-optimization-geo-tools-2026 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 | 1 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 | 1 positionderived |
| public_prompt_pagesMedian citation position | 1 positionderived |
| public_prompt_pagesPrompt breadth | 1 promptsmeasured |
Every currently published position, as of Jul 30, 2026 · 100% confidence · methodology v1-parent-0445b5122b42e8cd.
| Rank | Leaderboard | Score | Explain |
|---|---|---|---|
| #22 | Most-cited pages in AI Visibility · In-house SEO/AEO Lead answers | 2.78 | Explain Most-cited pages in AI Visibility · In-house SEO/AEO Lead 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 30, 2026, 12:00 AM UTC
| Component | Value | Weight | Contribution | Evidence | Status |
|---|---|---|---|---|---|
| aggregateArtifactHash | 9577093ab0708bc2fc3da0811ae79f42c3140c20f14eb669349400b410514d67 | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
| answerDenominator | 36 | Unavailable | 36 | 0 | unavailableno_public_frozen_evidence |
7 published observations for scrunch.com/blog/best-answer-engine-optimization-aeo-generative-engine-optimization-geo-tools-2026, all at 100% confidence, as of Jul 30, 2026. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | Evidence |
|---|---|---|---|
| Median citation positionpublic-prompt-page-median-position | 1position | derived | View source
|
| canonicalHostname | scrunch.com | Unavailable | — | 0 | unavailableno_public_frozen_evidence |
|---|
| canonicalPageUrl | https://scrunch.com/blog/best-answer-engine-optimization-aeo-generative-engine-optimization-geo-tools-2026 | 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 | 1 | Unavailable | 1 | 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 | 1 | 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 | 1 | 0% | 0 | 1 | available |
|---|
| public prompt page median position | 1 | 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-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["fe396885-6678-4ed0-8829-0177bd9df5e4","e87d9478-91dc-4e73-840f-1551eae7c59a","9d718127-1cd8-4e06-a521-4c356d60edc9","df3d10f9-c9e0-4e25-b0e8-bff9b0264ca1","34bf45c7-d5e6-4936-a875-2f7e61bd1441","3d04d6e4-ab9e-4ae2-b068-95510027eed8","944cd579-dd46-4e35-a3b0-06e407c373e9","c64f9af8-5122-4877-b73e-0376e2799108","79b19668-9f3f-4bd3-89d6-d52e2e50a9fb","76def53f-3f38-441e-95ff-f7e8256b5c41","52900fd0-df6f-4f06-ba1e-f4a513b433aa","04699d41-1284-43b5-b798-94e820a00355","4ce7b130-daa9-44c0-afb8-cf0c5b40de14","81fd240b-fc0f-424a-b10a-f9cf6b371d11","5438dfdd-d898-4ef3-969f-b1d1fd499cd3","fcdbd4d8-25f1-4138-8d80-c421f1835ffb","1dc5bdcb-09c7-4c68-a7f2-07efae1c4449","e95559e0-2796-4918-84c5-3ca426fb9bcc","e5116ecc-6b4c-42ca-a31e-88d9379bdb25","27807776-effe-43ae-b75a-eaf752368ef9","4b3eeb90-01c8-495a-924a-77536e20d494","95cff164-0b19-4511-905c-2ca3234424b2","8ac73977-22a4-4b1e-b795-819c85e5144a","4924f29d-d8cb-4ec2-9c45-bc2dbcd3c441","310b0aad-1f05-47da-b0e0-057151af04e9","eefb3f19-fa1e-4a95-af4c-2ee6b7e1ff17","9405b1d5-4d54-4b75-a787-9fbc88cafdcb","6d836412-397e-44be-9e8b-a2dba6f1fc20","3884106e-3636-4e45-9f49-cfc378ed8d75","4633eb98-2d60-40d0-8f1e-f8e50f9045ed","3e887f9c-1c85-4aad-aedd-dde7aca3267b","1ab29206-32d3-4581-8651-bec301d226e2","e3d10afe-c48f-4621-87b3-bf9b7ff24aa5","abb65a2f-bfb9-42fb-a068-5d3b5e63f682","07044a70-ad0c-4c83-a9c0-c855ccb39534","6f32f917-a8c2-4290-93dd-099ea8c9a538"],"benchmarkVersion":"4-ai-search-visibility-persona-in-house-seo-aeo-c71e85a400a97619","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["fe396885-6678-4ed0-8829-0177bd9df5e4","e87d9478-91dc-4e73-840f-1551eae7c59a","9d718127-1cd8-4e06-a521-4c356d60edc9","df3d10f9-c9e0-4e25-b0e8-bff9b0264ca1","34bf45c7-d5e6-4936-a875-2f7e61bd1441","3d04d6e4-ab9e-4ae2-b068-95510027eed8","944cd579-dd46-4e35-a3b0-06e407c373e9","c64f9af8-5122-4877-b73e-0376e2799108","79b19668-9f3f-4bd3-89d6-d52e2e50a9fb","76def53f-3f38-441e-95ff-f7e8256b5c41","52900fd0-df6f-4f06-ba1e-f4a513b433aa","04699d41-1284-43b5-b798-94e820a00355","4ce7b130-daa9-44c0-afb8-cf0c5b40de14","81fd240b-fc0f-424a-b10a-f9cf6b371d11","5438dfdd-d898-4ef3-969f-b1d1fd499cd3","fcdbd4d8-25f1-4138-8d80-c421f1835ffb","1dc5bdcb-09c7-4c68-a7f2-07efae1c4449","e95559e0-2796-4918-84c5-3ca426fb9bcc","e5116ecc-6b4c-42ca-a31e-88d9379bdb25","27807776-effe-43ae-b75a-eaf752368ef9","4b3eeb90-01c8-495a-924a-77536e20d494","95cff164-0b19-4511-905c-2ca3234424b2","8ac73977-22a4-4b1e-b795-819c85e5144a","4924f29d-d8cb-4ec2-9c45-bc2dbcd3c441","310b0aad-1f05-47da-b0e0-057151af04e9","eefb3f19-fa1e-4a95-af4c-2ee6b7e1ff17","9405b1d5-4d54-4b75-a787-9fbc88cafdcb","6d836412-397e-44be-9e8b-a2dba6f1fc20","3884106e-3636-4e45-9f49-cfc378ed8d75","4633eb98-2d60-40d0-8f1e-f8e50f9045ed","3e887f9c-1c85-4aad-aedd-dde7aca3267b","1ab29206-32d3-4581-8651-bec301d226e2","e3d10afe-c48f-4621-87b3-bf9b7ff24aa5","abb65a2f-bfb9-42fb-a068-5d3b5e63f682","07044a70-ad0c-4c83-a9c0-c855ccb39534","6f32f917-a8c2-4290-93dd-099ea8c9a538"],"benchmarkVersion":"4-ai-search-visibility-persona-in-house-seo-aeo-c71e85a400a97619","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["fe396885-6678-4ed0-8829-0177bd9df5e4","e87d9478-91dc-4e73-840f-1551eae7c59a","9d718127-1cd8-4e06-a521-4c356d60edc9","df3d10f9-c9e0-4e25-b0e8-bff9b0264ca1","34bf45c7-d5e6-4936-a875-2f7e61bd1441","3d04d6e4-ab9e-4ae2-b068-95510027eed8","944cd579-dd46-4e35-a3b0-06e407c373e9","c64f9af8-5122-4877-b73e-0376e2799108","79b19668-9f3f-4bd3-89d6-d52e2e50a9fb","76def53f-3f38-441e-95ff-f7e8256b5c41","52900fd0-df6f-4f06-ba1e-f4a513b433aa","04699d41-1284-43b5-b798-94e820a00355","4ce7b130-daa9-44c0-afb8-cf0c5b40de14","81fd240b-fc0f-424a-b10a-f9cf6b371d11","5438dfdd-d898-4ef3-969f-b1d1fd499cd3","fcdbd4d8-25f1-4138-8d80-c421f1835ffb","1dc5bdcb-09c7-4c68-a7f2-07efae1c4449","e95559e0-2796-4918-84c5-3ca426fb9bcc","e5116ecc-6b4c-42ca-a31e-88d9379bdb25","27807776-effe-43ae-b75a-eaf752368ef9","4b3eeb90-01c8-495a-924a-77536e20d494","95cff164-0b19-4511-905c-2ca3234424b2","8ac73977-22a4-4b1e-b795-819c85e5144a","4924f29d-d8cb-4ec2-9c45-bc2dbcd3c441","310b0aad-1f05-47da-b0e0-057151af04e9","eefb3f19-fa1e-4a95-af4c-2ee6b7e1ff17","9405b1d5-4d54-4b75-a787-9fbc88cafdcb","6d836412-397e-44be-9e8b-a2dba6f1fc20","3884106e-3636-4e45-9f49-cfc378ed8d75","4633eb98-2d60-40d0-8f1e-f8e50f9045ed","3e887f9c-1c85-4aad-aedd-dde7aca3267b","1ab29206-32d3-4581-8651-bec301d226e2","e3d10afe-c48f-4621-87b3-bf9b7ff24aa5","abb65a2f-bfb9-42fb-a068-5d3b5e63f682","07044a70-ad0c-4c83-a9c0-c855ccb39534","6f32f917-a8c2-4290-93dd-099ea8c9a538"],"benchmarkVersion":"4-ai-search-visibility-persona-in-house-seo-aeo-c71e85a400a97619","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["fe396885-6678-4ed0-8829-0177bd9df5e4","e87d9478-91dc-4e73-840f-1551eae7c59a","9d718127-1cd8-4e06-a521-4c356d60edc9","df3d10f9-c9e0-4e25-b0e8-bff9b0264ca1","34bf45c7-d5e6-4936-a875-2f7e61bd1441","3d04d6e4-ab9e-4ae2-b068-95510027eed8","944cd579-dd46-4e35-a3b0-06e407c373e9","c64f9af8-5122-4877-b73e-0376e2799108","79b19668-9f3f-4bd3-89d6-d52e2e50a9fb","76def53f-3f38-441e-95ff-f7e8256b5c41","52900fd0-df6f-4f06-ba1e-f4a513b433aa","04699d41-1284-43b5-b798-94e820a00355","4ce7b130-daa9-44c0-afb8-cf0c5b40de14","81fd240b-fc0f-424a-b10a-f9cf6b371d11","5438dfdd-d898-4ef3-969f-b1d1fd499cd3","fcdbd4d8-25f1-4138-8d80-c421f1835ffb","1dc5bdcb-09c7-4c68-a7f2-07efae1c4449","e95559e0-2796-4918-84c5-3ca426fb9bcc","e5116ecc-6b4c-42ca-a31e-88d9379bdb25","27807776-effe-43ae-b75a-eaf752368ef9","4b3eeb90-01c8-495a-924a-77536e20d494","95cff164-0b19-4511-905c-2ca3234424b2","8ac73977-22a4-4b1e-b795-819c85e5144a","4924f29d-d8cb-4ec2-9c45-bc2dbcd3c441","310b0aad-1f05-47da-b0e0-057151af04e9","eefb3f19-fa1e-4a95-af4c-2ee6b7e1ff17","9405b1d5-4d54-4b75-a787-9fbc88cafdcb","6d836412-397e-44be-9e8b-a2dba6f1fc20","3884106e-3636-4e45-9f49-cfc378ed8d75","4633eb98-2d60-40d0-8f1e-f8e50f9045ed","3e887f9c-1c85-4aad-aedd-dde7aca3267b","1ab29206-32d3-4581-8651-bec301d226e2","e3d10afe-c48f-4621-87b3-bf9b7ff24aa5","abb65a2f-bfb9-42fb-a068-5d3b5e63f682","07044a70-ad0c-4c83-a9c0-c855ccb39534","6f32f917-a8c2-4290-93dd-099ea8c9a538"],"benchmarkVersion":"4-ai-search-visibility-persona-in-house-seo-aeo-c71e85a400a97619","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["fe396885-6678-4ed0-8829-0177bd9df5e4","e87d9478-91dc-4e73-840f-1551eae7c59a","9d718127-1cd8-4e06-a521-4c356d60edc9","df3d10f9-c9e0-4e25-b0e8-bff9b0264ca1","34bf45c7-d5e6-4936-a875-2f7e61bd1441","3d04d6e4-ab9e-4ae2-b068-95510027eed8","944cd579-dd46-4e35-a3b0-06e407c373e9","c64f9af8-5122-4877-b73e-0376e2799108","79b19668-9f3f-4bd3-89d6-d52e2e50a9fb","76def53f-3f38-441e-95ff-f7e8256b5c41","52900fd0-df6f-4f06-ba1e-f4a513b433aa","04699d41-1284-43b5-b798-94e820a00355","4ce7b130-daa9-44c0-afb8-cf0c5b40de14","81fd240b-fc0f-424a-b10a-f9cf6b371d11","5438dfdd-d898-4ef3-969f-b1d1fd499cd3","fcdbd4d8-25f1-4138-8d80-c421f1835ffb","1dc5bdcb-09c7-4c68-a7f2-07efae1c4449","e95559e0-2796-4918-84c5-3ca426fb9bcc","e5116ecc-6b4c-42ca-a31e-88d9379bdb25","27807776-effe-43ae-b75a-eaf752368ef9","4b3eeb90-01c8-495a-924a-77536e20d494","95cff164-0b19-4511-905c-2ca3234424b2","8ac73977-22a4-4b1e-b795-819c85e5144a","4924f29d-d8cb-4ec2-9c45-bc2dbcd3c441","310b0aad-1f05-47da-b0e0-057151af04e9","eefb3f19-fa1e-4a95-af4c-2ee6b7e1ff17","9405b1d5-4d54-4b75-a787-9fbc88cafdcb","6d836412-397e-44be-9e8b-a2dba6f1fc20","3884106e-3636-4e45-9f49-cfc378ed8d75","4633eb98-2d60-40d0-8f1e-f8e50f9045ed","3e887f9c-1c85-4aad-aedd-dde7aca3267b","1ab29206-32d3-4581-8651-bec301d226e2","e3d10afe-c48f-4621-87b3-bf9b7ff24aa5","abb65a2f-bfb9-42fb-a068-5d3b5e63f682","07044a70-ad0c-4c83-a9c0-c855ccb39534","6f32f917-a8c2-4290-93dd-099ea8c9a538"],"benchmarkVersion":"4-ai-search-visibility-persona-in-house-seo-aeo-c71e85a400a97619","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["fe396885-6678-4ed0-8829-0177bd9df5e4","e87d9478-91dc-4e73-840f-1551eae7c59a","9d718127-1cd8-4e06-a521-4c356d60edc9","df3d10f9-c9e0-4e25-b0e8-bff9b0264ca1","34bf45c7-d5e6-4936-a875-2f7e61bd1441","3d04d6e4-ab9e-4ae2-b068-95510027eed8","944cd579-dd46-4e35-a3b0-06e407c373e9","c64f9af8-5122-4877-b73e-0376e2799108","79b19668-9f3f-4bd3-89d6-d52e2e50a9fb","76def53f-3f38-441e-95ff-f7e8256b5c41","52900fd0-df6f-4f06-ba1e-f4a513b433aa","04699d41-1284-43b5-b798-94e820a00355","4ce7b130-daa9-44c0-afb8-cf0c5b40de14","81fd240b-fc0f-424a-b10a-f9cf6b371d11","5438dfdd-d898-4ef3-969f-b1d1fd499cd3","fcdbd4d8-25f1-4138-8d80-c421f1835ffb","1dc5bdcb-09c7-4c68-a7f2-07efae1c4449","e95559e0-2796-4918-84c5-3ca426fb9bcc","e5116ecc-6b4c-42ca-a31e-88d9379bdb25","27807776-effe-43ae-b75a-eaf752368ef9","4b3eeb90-01c8-495a-924a-77536e20d494","95cff164-0b19-4511-905c-2ca3234424b2","8ac73977-22a4-4b1e-b795-819c85e5144a","4924f29d-d8cb-4ec2-9c45-bc2dbcd3c441","310b0aad-1f05-47da-b0e0-057151af04e9","eefb3f19-fa1e-4a95-af4c-2ee6b7e1ff17","9405b1d5-4d54-4b75-a787-9fbc88cafdcb","6d836412-397e-44be-9e8b-a2dba6f1fc20","3884106e-3636-4e45-9f49-cfc378ed8d75","4633eb98-2d60-40d0-8f1e-f8e50f9045ed","3e887f9c-1c85-4aad-aedd-dde7aca3267b","1ab29206-32d3-4581-8651-bec301d226e2","e3d10afe-c48f-4621-87b3-bf9b7ff24aa5","abb65a2f-bfb9-42fb-a068-5d3b5e63f682","07044a70-ad0c-4c83-a9c0-c855ccb39534","6f32f917-a8c2-4290-93dd-099ea8c9a538"],"benchmarkVersion":"4-ai-search-visibility-persona-in-house-seo-aeo-c71e85a400a97619","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-search-visibility-persona-in-house-seo-aeo-lead-2026-07-27","runArtifactIds":["fe396885-6678-4ed0-8829-0177bd9df5e4","e87d9478-91dc-4e73-840f-1551eae7c59a","9d718127-1cd8-4e06-a521-4c356d60edc9","df3d10f9-c9e0-4e25-b0e8-bff9b0264ca1","34bf45c7-d5e6-4936-a875-2f7e61bd1441","3d04d6e4-ab9e-4ae2-b068-95510027eed8","944cd579-dd46-4e35-a3b0-06e407c373e9","c64f9af8-5122-4877-b73e-0376e2799108","79b19668-9f3f-4bd3-89d6-d52e2e50a9fb","76def53f-3f38-441e-95ff-f7e8256b5c41","52900fd0-df6f-4f06-ba1e-f4a513b433aa","04699d41-1284-43b5-b798-94e820a00355","4ce7b130-daa9-44c0-afb8-cf0c5b40de14","81fd240b-fc0f-424a-b10a-f9cf6b371d11","5438dfdd-d898-4ef3-969f-b1d1fd499cd3","fcdbd4d8-25f1-4138-8d80-c421f1835ffb","1dc5bdcb-09c7-4c68-a7f2-07efae1c4449","e95559e0-2796-4918-84c5-3ca426fb9bcc","e5116ecc-6b4c-42ca-a31e-88d9379bdb25","27807776-effe-43ae-b75a-eaf752368ef9","4b3eeb90-01c8-495a-924a-77536e20d494","95cff164-0b19-4511-905c-2ca3234424b2","8ac73977-22a4-4b1e-b795-819c85e5144a","4924f29d-d8cb-4ec2-9c45-bc2dbcd3c441","310b0aad-1f05-47da-b0e0-057151af04e9","eefb3f19-fa1e-4a95-af4c-2ee6b7e1ff17","9405b1d5-4d54-4b75-a787-9fbc88cafdcb","6d836412-397e-44be-9e8b-a2dba6f1fc20","3884106e-3636-4e45-9f49-cfc378ed8d75","4633eb98-2d60-40d0-8f1e-f8e50f9045ed","3e887f9c-1c85-4aad-aedd-dde7aca3267b","1ab29206-32d3-4581-8651-bec301d226e2","e3d10afe-c48f-4621-87b3-bf9b7ff24aa5","abb65a2f-bfb9-42fb-a068-5d3b5e63f682","07044a70-ad0c-4c83-a9c0-c855ccb39534","6f32f917-a8c2-4290-93dd-099ea8c9a538"],"benchmarkVersion":"4-ai-search-visibility-persona-in-house-seo-aeo-c71e85a400a97619","providerMatrixVersion":"64232fd32583"}| Best citation positionpublic-prompt-page-best-position | 1position | measured | View source
|
|---|
| Cited answerspublic-prompt-page-cited-answer-count | 1answers | measured | View source
|
|---|
| Engine breadthpublic-prompt-page-engine-breadth | 1engines | measured | View source
|
|---|
| Mean citation positionpublic-prompt-page-mean-position | 1position | derived | View source
|
|---|
| Cited-answer coveragepublic-prompt-page-answer-coverage | 2.7778percent | derived | View source
|
|---|
| Prompt breadthpublic-prompt-page-prompt-breadth | 1prompts | measured | View source
|
|---|