Loading company intelligence…
Loading the latest published snapshot and its supporting evidence.
Loading the latest published snapshot and its supporting evidence.
Haystack in the public Agent Frameworks benchmark.
A current roll-up of published ranks, normalized facts, primary evidence, and entity relationships. No missing value is inferred.
| Metric | Value | As of | Evidence | Confidence |
|---|---|---|---|---|
| public_prompt_benchmarkAnthropic citation share | 0 percentderived | Jul 27, 2026 | Rank.ai Agent Frameworks Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkAnthropic mention coverage | 8.33 percentmeasured | Jul 27, 2026 | Rank.ai Agent Frameworks Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkAnthropic recommendation-prompt presence | 12.5 percentmeasured | Jul 27, 2026 | Rank.ai Agent Frameworks Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkCitation share | 0 percentderived | Jul 27, 2026 | Rank.ai Agent Frameworks Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkEngine breadth | 3 enginesmeasured | Jul 27, 2026 | Rank.ai Agent Frameworks Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkGemini citation share | 0 percentderived | Jul 27, 2026 | Rank.ai Agent Frameworks Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkGemini mention coverage | 8.33 percentmeasured | Jul 27, 2026 | Rank.ai Agent Frameworks Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkGemini recommendation-prompt presence | 12.5 percentmeasured | Jul 27, 2026 | Rank.ai Agent Frameworks Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkMention coverage | 8.33 percentmeasured | Jul 27, 2026 | Rank.ai Agent Frameworks Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkOpenAI citation share | 0 percentderived | Jul 27, 2026 | Rank.ai Agent Frameworks Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkOpenAI mention coverage | 8.33 percentmeasured | Jul 27, 2026 | Rank.ai Agent Frameworks Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkOpenAI recommendation-prompt presence | 12.5 percentmeasured | Jul 27, 2026 | Rank.ai Agent Frameworks Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkRecommendation-prompt presence | 12.5 percentmeasured | Jul 27, 2026 | Rank.ai Agent Frameworks Prompt Benchmark ↗Grade A | 100% |
| public_prompt_benchmarkReviewed-brand presence share | 4.29 percentderived | Jul 27, 2026 | Rank.ai Agent Frameworks Prompt Benchmark ↗Grade A | 100% |
Recommendation rank, answer presence, owned-domain citation share, provider breadth, and provider-specific position from the same frozen daily cohorts. Open any cell for the full denominator and evidence.
| Market | Recommend | Presence | Citation | Breadth | OpenAI | Anthropic | Gemini | Market action |
|---|---|---|---|---|---|---|---|---|
| AI agent frameworks | #812.5 | #88.3 | #100 | #83 | #812.5 | #812.5 | #812.5 | Track market → |
Every currently published position, joined to its snapshot, confidence, and methodology version.
| Rank | Leaderboard | Score | Movement | Confidence | As of | Method | Open explanation |
|---|---|---|---|---|---|---|---|
| #8 | AI Agent Framework Rankai-agent-framework-brand-rank | 12.5 | — | 100% | Jul 27, 2026 | v4-ai-agent-frameworks-2026-07-27-models-64232fd32583 | Explain → |
| #8 | Agent Frameworks Brand Visibilityai-agent-frameworks-brand-visibility | 8.33 | — | 100% | Jul 27, 2026 | v4-ai-agent-frameworks-2026-07-27-models-64232fd32583 | Explain → |
| #10 | Agent Frameworks Citation Shareai-agent-frameworks-brand-citation-share | 0 | — | 100% | Jul 27, 2026 | v4-ai-agent-frameworks-2026-07-27-models-64232fd32583 | Explain → |
Ranks a reviewed Agent Frameworks brand universe using a fixed, public set of neutral commercial prompts across 3 AI providers.
Some explanation inputs are unavailable Missing: comparablePriorRanking.
| Component | Value | Weight | Contribution | Evidence | Status |
|---|---|---|---|---|---|
| public prompt anthropic brand citation share | 0 | 0% | — | 1 | available |
| public prompt anthropic brand mention coverage | 8.333333 | 0% | — | 1 | available |
| public prompt anthropic brand recommendation presence | 12.5 | 0% | — | 1 | available |
14 published observations for Haystack. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Confidence | Evidence |
|---|---|---|---|---|---|
| Anthropic recommendation-prompt presencepublic-prompt-anthropic-brand-recommendation-presence | 12.5percent | measured | Jul 27, 2026 | 100% | View source
|
| #8 | Agent Frameworks Engine Breadthai-agent-frameworks-brand-engine-breadth | 3 | — | 100% | Jul 27, 2026 | v4-ai-agent-frameworks-2026-07-27-models-64232fd32583 | Explain → |
|---|
| #8 | Agent Frameworks Brands in OpenAI Model API Answersai-agent-frameworks-brand-openai-visibility | 12.5 | — | 100% | Jul 27, 2026 | v4-ai-agent-frameworks-2026-07-27-models-64232fd32583 | Explain → |
|---|
| #8 | Agent Frameworks Brands in Anthropic Model API Answersai-agent-frameworks-brand-anthropic-visibility | 12.5 | — | 100% | Jul 27, 2026 | v4-ai-agent-frameworks-2026-07-27-models-64232fd32583 | Explain → |
|---|
| #8 | Agent Frameworks Brands in Gemini Model API Answersai-agent-frameworks-brand-gemini-visibility | 12.5 | — | 100% | Jul 27, 2026 | v4-ai-agent-frameworks-2026-07-27-models-64232fd32583 | Explain → |
|---|
| public prompt brand citation share |
|---|
| 0 |
| 0% |
| — |
| 1 |
| available |
| public prompt brand engine breadth | 3 | 0% | — | 1 | available |
|---|
| public prompt brand mention coverage | 8.333333 | 0% | — | 1 | available |
|---|
| public prompt brand mention share | 4.285714 | 0% | — | 1 | available |
|---|
| public prompt brand recommendation presence | 12.5 | 100% | 12.5 | 1 | available |
|---|
| public prompt gemini brand citation share | 0 | 0% | — | 1 | available |
|---|
| public prompt gemini brand mention coverage | 8.333333 | 0% | — | 1 | available |
|---|
| public prompt gemini brand recommendation presence | 12.5 | 0% | — | 1 | available |
|---|
| public prompt openai brand citation share | 0 | 0% | — | 1 | available |
|---|
| public prompt openai brand mention coverage | 8.333333 | 0% | — | 1 | available |
|---|
| public prompt openai brand recommendation presence | 12.5 | 0% | — | 1 | available |
|---|
no_prior_published_snapshot
No comparable component drivers were published.
{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["50b4facf-0ca0-46d3-b1ae-5ab8b788f220","fdc1ecfc-1d30-4119-9aec-cc09584ef3f2","8c42cbac-a691-46a8-8e78-bc62abd553b1","3820da23-caba-4241-a198-e24a1ab3cb83","2c6b2181-cf7a-47bc-8cfd-1088c15f6eef","256c7272-6e23-4196-a59a-6896ad1abc3e","64971db9-6242-42ed-81f1-5274f6f638f0","faa70b39-1929-4d84-a7ca-bbbfc775ea07","e98e388c-a2f4-4843-b1d4-180d883548c9","8cc9e668-0eb9-4786-b9d3-df338991a1d8","c5258e0c-368a-4a61-9873-e377c40d7d74","1381a1b9-8c35-47a5-962e-a0e2fe1d420c","f757a48d-76e9-4fce-b9c9-f069202e1a44","af57c8e8-f655-4901-87b4-0fccc44e3fa3","e005139d-805e-499a-a107-51fb0dc3fc7f","50677bf0-3acc-4058-88cb-64cb254869df","3c6c385b-6235-4df1-a4f1-5ddd36a6abfe","2f16ce43-df17-4cfe-ae62-a62a3c7d5eef","ed53f2b9-10a8-4c9b-a453-f172467d73cf","9973c0e7-15d6-49fc-b40c-b46968bb1780","f626e6f5-5f08-4f9c-bfb4-7f27cc7d09d3","de839c47-441b-4142-9934-e8e68de833ec","99fa8d85-580d-40b6-9861-8ec2034ae61f","bca4db82-0984-4b3a-aeb2-6a04cf58d4b7","394448a9-e0cb-4ce0-872e-908777a83200","942214cd-5acc-4582-bcbe-467643a06a49","15ea6ab6-e462-4ccd-b51b-6514c5b7ce3f","dc46f710-66f2-478f-8eab-1d9090db667f","4be72626-06bc-4f10-883d-b6cf887d0fe1","28915e05-5392-4ccb-b967-1a49cabc8fec","56684c5c-d321-4d2c-be1f-278046624a71","5fc16d3b-5141-4373-913a-5d1e9a058fbf","a3f7a0ba-412f-46e3-90cb-838e1a351773","0bc153bf-33f5-4a94-8772-c05749a3c096","3e3f56ec-9b65-4e89-b4ad-12e1630267f3","be811a85-5693-4315-8cf5-19a5dd47ec75"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["50b4facf-0ca0-46d3-b1ae-5ab8b788f220","fdc1ecfc-1d30-4119-9aec-cc09584ef3f2","8c42cbac-a691-46a8-8e78-bc62abd553b1","3820da23-caba-4241-a198-e24a1ab3cb83","2c6b2181-cf7a-47bc-8cfd-1088c15f6eef","256c7272-6e23-4196-a59a-6896ad1abc3e","64971db9-6242-42ed-81f1-5274f6f638f0","faa70b39-1929-4d84-a7ca-bbbfc775ea07","e98e388c-a2f4-4843-b1d4-180d883548c9","8cc9e668-0eb9-4786-b9d3-df338991a1d8","c5258e0c-368a-4a61-9873-e377c40d7d74","1381a1b9-8c35-47a5-962e-a0e2fe1d420c","f757a48d-76e9-4fce-b9c9-f069202e1a44","af57c8e8-f655-4901-87b4-0fccc44e3fa3","e005139d-805e-499a-a107-51fb0dc3fc7f","50677bf0-3acc-4058-88cb-64cb254869df","3c6c385b-6235-4df1-a4f1-5ddd36a6abfe","2f16ce43-df17-4cfe-ae62-a62a3c7d5eef","ed53f2b9-10a8-4c9b-a453-f172467d73cf","9973c0e7-15d6-49fc-b40c-b46968bb1780","f626e6f5-5f08-4f9c-bfb4-7f27cc7d09d3","de839c47-441b-4142-9934-e8e68de833ec","99fa8d85-580d-40b6-9861-8ec2034ae61f","bca4db82-0984-4b3a-aeb2-6a04cf58d4b7","394448a9-e0cb-4ce0-872e-908777a83200","942214cd-5acc-4582-bcbe-467643a06a49","15ea6ab6-e462-4ccd-b51b-6514c5b7ce3f","dc46f710-66f2-478f-8eab-1d9090db667f","4be72626-06bc-4f10-883d-b6cf887d0fe1","28915e05-5392-4ccb-b967-1a49cabc8fec","56684c5c-d321-4d2c-be1f-278046624a71","5fc16d3b-5141-4373-913a-5d1e9a058fbf","a3f7a0ba-412f-46e3-90cb-838e1a351773","0bc153bf-33f5-4a94-8772-c05749a3c096","3e3f56ec-9b65-4e89-b4ad-12e1630267f3","be811a85-5693-4315-8cf5-19a5dd47ec75"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["50b4facf-0ca0-46d3-b1ae-5ab8b788f220","fdc1ecfc-1d30-4119-9aec-cc09584ef3f2","8c42cbac-a691-46a8-8e78-bc62abd553b1","3820da23-caba-4241-a198-e24a1ab3cb83","2c6b2181-cf7a-47bc-8cfd-1088c15f6eef","256c7272-6e23-4196-a59a-6896ad1abc3e","64971db9-6242-42ed-81f1-5274f6f638f0","faa70b39-1929-4d84-a7ca-bbbfc775ea07","e98e388c-a2f4-4843-b1d4-180d883548c9","8cc9e668-0eb9-4786-b9d3-df338991a1d8","c5258e0c-368a-4a61-9873-e377c40d7d74","1381a1b9-8c35-47a5-962e-a0e2fe1d420c","f757a48d-76e9-4fce-b9c9-f069202e1a44","af57c8e8-f655-4901-87b4-0fccc44e3fa3","e005139d-805e-499a-a107-51fb0dc3fc7f","50677bf0-3acc-4058-88cb-64cb254869df","3c6c385b-6235-4df1-a4f1-5ddd36a6abfe","2f16ce43-df17-4cfe-ae62-a62a3c7d5eef","ed53f2b9-10a8-4c9b-a453-f172467d73cf","9973c0e7-15d6-49fc-b40c-b46968bb1780","f626e6f5-5f08-4f9c-bfb4-7f27cc7d09d3","de839c47-441b-4142-9934-e8e68de833ec","99fa8d85-580d-40b6-9861-8ec2034ae61f","bca4db82-0984-4b3a-aeb2-6a04cf58d4b7","394448a9-e0cb-4ce0-872e-908777a83200","942214cd-5acc-4582-bcbe-467643a06a49","15ea6ab6-e462-4ccd-b51b-6514c5b7ce3f","dc46f710-66f2-478f-8eab-1d9090db667f","4be72626-06bc-4f10-883d-b6cf887d0fe1","28915e05-5392-4ccb-b967-1a49cabc8fec","56684c5c-d321-4d2c-be1f-278046624a71","5fc16d3b-5141-4373-913a-5d1e9a058fbf","a3f7a0ba-412f-46e3-90cb-838e1a351773","0bc153bf-33f5-4a94-8772-c05749a3c096","3e3f56ec-9b65-4e89-b4ad-12e1630267f3","be811a85-5693-4315-8cf5-19a5dd47ec75"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["50b4facf-0ca0-46d3-b1ae-5ab8b788f220","fdc1ecfc-1d30-4119-9aec-cc09584ef3f2","8c42cbac-a691-46a8-8e78-bc62abd553b1","3820da23-caba-4241-a198-e24a1ab3cb83","2c6b2181-cf7a-47bc-8cfd-1088c15f6eef","256c7272-6e23-4196-a59a-6896ad1abc3e","64971db9-6242-42ed-81f1-5274f6f638f0","faa70b39-1929-4d84-a7ca-bbbfc775ea07","e98e388c-a2f4-4843-b1d4-180d883548c9","8cc9e668-0eb9-4786-b9d3-df338991a1d8","c5258e0c-368a-4a61-9873-e377c40d7d74","1381a1b9-8c35-47a5-962e-a0e2fe1d420c","f757a48d-76e9-4fce-b9c9-f069202e1a44","af57c8e8-f655-4901-87b4-0fccc44e3fa3","e005139d-805e-499a-a107-51fb0dc3fc7f","50677bf0-3acc-4058-88cb-64cb254869df","3c6c385b-6235-4df1-a4f1-5ddd36a6abfe","2f16ce43-df17-4cfe-ae62-a62a3c7d5eef","ed53f2b9-10a8-4c9b-a453-f172467d73cf","9973c0e7-15d6-49fc-b40c-b46968bb1780","f626e6f5-5f08-4f9c-bfb4-7f27cc7d09d3","de839c47-441b-4142-9934-e8e68de833ec","99fa8d85-580d-40b6-9861-8ec2034ae61f","bca4db82-0984-4b3a-aeb2-6a04cf58d4b7","394448a9-e0cb-4ce0-872e-908777a83200","942214cd-5acc-4582-bcbe-467643a06a49","15ea6ab6-e462-4ccd-b51b-6514c5b7ce3f","dc46f710-66f2-478f-8eab-1d9090db667f","4be72626-06bc-4f10-883d-b6cf887d0fe1","28915e05-5392-4ccb-b967-1a49cabc8fec","56684c5c-d321-4d2c-be1f-278046624a71","5fc16d3b-5141-4373-913a-5d1e9a058fbf","a3f7a0ba-412f-46e3-90cb-838e1a351773","0bc153bf-33f5-4a94-8772-c05749a3c096","3e3f56ec-9b65-4e89-b4ad-12e1630267f3","be811a85-5693-4315-8cf5-19a5dd47ec75"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["50b4facf-0ca0-46d3-b1ae-5ab8b788f220","fdc1ecfc-1d30-4119-9aec-cc09584ef3f2","8c42cbac-a691-46a8-8e78-bc62abd553b1","3820da23-caba-4241-a198-e24a1ab3cb83","2c6b2181-cf7a-47bc-8cfd-1088c15f6eef","256c7272-6e23-4196-a59a-6896ad1abc3e","64971db9-6242-42ed-81f1-5274f6f638f0","faa70b39-1929-4d84-a7ca-bbbfc775ea07","e98e388c-a2f4-4843-b1d4-180d883548c9","8cc9e668-0eb9-4786-b9d3-df338991a1d8","c5258e0c-368a-4a61-9873-e377c40d7d74","1381a1b9-8c35-47a5-962e-a0e2fe1d420c","f757a48d-76e9-4fce-b9c9-f069202e1a44","af57c8e8-f655-4901-87b4-0fccc44e3fa3","e005139d-805e-499a-a107-51fb0dc3fc7f","50677bf0-3acc-4058-88cb-64cb254869df","3c6c385b-6235-4df1-a4f1-5ddd36a6abfe","2f16ce43-df17-4cfe-ae62-a62a3c7d5eef","ed53f2b9-10a8-4c9b-a453-f172467d73cf","9973c0e7-15d6-49fc-b40c-b46968bb1780","f626e6f5-5f08-4f9c-bfb4-7f27cc7d09d3","de839c47-441b-4142-9934-e8e68de833ec","99fa8d85-580d-40b6-9861-8ec2034ae61f","bca4db82-0984-4b3a-aeb2-6a04cf58d4b7","394448a9-e0cb-4ce0-872e-908777a83200","942214cd-5acc-4582-bcbe-467643a06a49","15ea6ab6-e462-4ccd-b51b-6514c5b7ce3f","dc46f710-66f2-478f-8eab-1d9090db667f","4be72626-06bc-4f10-883d-b6cf887d0fe1","28915e05-5392-4ccb-b967-1a49cabc8fec","56684c5c-d321-4d2c-be1f-278046624a71","5fc16d3b-5141-4373-913a-5d1e9a058fbf","a3f7a0ba-412f-46e3-90cb-838e1a351773","0bc153bf-33f5-4a94-8772-c05749a3c096","3e3f56ec-9b65-4e89-b4ad-12e1630267f3","be811a85-5693-4315-8cf5-19a5dd47ec75"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["50b4facf-0ca0-46d3-b1ae-5ab8b788f220","fdc1ecfc-1d30-4119-9aec-cc09584ef3f2","8c42cbac-a691-46a8-8e78-bc62abd553b1","3820da23-caba-4241-a198-e24a1ab3cb83","2c6b2181-cf7a-47bc-8cfd-1088c15f6eef","256c7272-6e23-4196-a59a-6896ad1abc3e","64971db9-6242-42ed-81f1-5274f6f638f0","faa70b39-1929-4d84-a7ca-bbbfc775ea07","e98e388c-a2f4-4843-b1d4-180d883548c9","8cc9e668-0eb9-4786-b9d3-df338991a1d8","c5258e0c-368a-4a61-9873-e377c40d7d74","1381a1b9-8c35-47a5-962e-a0e2fe1d420c","f757a48d-76e9-4fce-b9c9-f069202e1a44","af57c8e8-f655-4901-87b4-0fccc44e3fa3","e005139d-805e-499a-a107-51fb0dc3fc7f","50677bf0-3acc-4058-88cb-64cb254869df","3c6c385b-6235-4df1-a4f1-5ddd36a6abfe","2f16ce43-df17-4cfe-ae62-a62a3c7d5eef","ed53f2b9-10a8-4c9b-a453-f172467d73cf","9973c0e7-15d6-49fc-b40c-b46968bb1780","f626e6f5-5f08-4f9c-bfb4-7f27cc7d09d3","de839c47-441b-4142-9934-e8e68de833ec","99fa8d85-580d-40b6-9861-8ec2034ae61f","bca4db82-0984-4b3a-aeb2-6a04cf58d4b7","394448a9-e0cb-4ce0-872e-908777a83200","942214cd-5acc-4582-bcbe-467643a06a49","15ea6ab6-e462-4ccd-b51b-6514c5b7ce3f","dc46f710-66f2-478f-8eab-1d9090db667f","4be72626-06bc-4f10-883d-b6cf887d0fe1","28915e05-5392-4ccb-b967-1a49cabc8fec","56684c5c-d321-4d2c-be1f-278046624a71","5fc16d3b-5141-4373-913a-5d1e9a058fbf","a3f7a0ba-412f-46e3-90cb-838e1a351773","0bc153bf-33f5-4a94-8772-c05749a3c096","3e3f56ec-9b65-4e89-b4ad-12e1630267f3","be811a85-5693-4315-8cf5-19a5dd47ec75"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["50b4facf-0ca0-46d3-b1ae-5ab8b788f220","fdc1ecfc-1d30-4119-9aec-cc09584ef3f2","8c42cbac-a691-46a8-8e78-bc62abd553b1","3820da23-caba-4241-a198-e24a1ab3cb83","2c6b2181-cf7a-47bc-8cfd-1088c15f6eef","256c7272-6e23-4196-a59a-6896ad1abc3e","64971db9-6242-42ed-81f1-5274f6f638f0","faa70b39-1929-4d84-a7ca-bbbfc775ea07","e98e388c-a2f4-4843-b1d4-180d883548c9","8cc9e668-0eb9-4786-b9d3-df338991a1d8","c5258e0c-368a-4a61-9873-e377c40d7d74","1381a1b9-8c35-47a5-962e-a0e2fe1d420c","f757a48d-76e9-4fce-b9c9-f069202e1a44","af57c8e8-f655-4901-87b4-0fccc44e3fa3","e005139d-805e-499a-a107-51fb0dc3fc7f","50677bf0-3acc-4058-88cb-64cb254869df","3c6c385b-6235-4df1-a4f1-5ddd36a6abfe","2f16ce43-df17-4cfe-ae62-a62a3c7d5eef","ed53f2b9-10a8-4c9b-a453-f172467d73cf","9973c0e7-15d6-49fc-b40c-b46968bb1780","f626e6f5-5f08-4f9c-bfb4-7f27cc7d09d3","de839c47-441b-4142-9934-e8e68de833ec","99fa8d85-580d-40b6-9861-8ec2034ae61f","bca4db82-0984-4b3a-aeb2-6a04cf58d4b7","394448a9-e0cb-4ce0-872e-908777a83200","942214cd-5acc-4582-bcbe-467643a06a49","15ea6ab6-e462-4ccd-b51b-6514c5b7ce3f","dc46f710-66f2-478f-8eab-1d9090db667f","4be72626-06bc-4f10-883d-b6cf887d0fe1","28915e05-5392-4ccb-b967-1a49cabc8fec","56684c5c-d321-4d2c-be1f-278046624a71","5fc16d3b-5141-4373-913a-5d1e9a058fbf","a3f7a0ba-412f-46e3-90cb-838e1a351773","0bc153bf-33f5-4a94-8772-c05749a3c096","3e3f56ec-9b65-4e89-b4ad-12e1630267f3","be811a85-5693-4315-8cf5-19a5dd47ec75"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["50b4facf-0ca0-46d3-b1ae-5ab8b788f220","fdc1ecfc-1d30-4119-9aec-cc09584ef3f2","8c42cbac-a691-46a8-8e78-bc62abd553b1","3820da23-caba-4241-a198-e24a1ab3cb83","2c6b2181-cf7a-47bc-8cfd-1088c15f6eef","256c7272-6e23-4196-a59a-6896ad1abc3e","64971db9-6242-42ed-81f1-5274f6f638f0","faa70b39-1929-4d84-a7ca-bbbfc775ea07","e98e388c-a2f4-4843-b1d4-180d883548c9","8cc9e668-0eb9-4786-b9d3-df338991a1d8","c5258e0c-368a-4a61-9873-e377c40d7d74","1381a1b9-8c35-47a5-962e-a0e2fe1d420c","f757a48d-76e9-4fce-b9c9-f069202e1a44","af57c8e8-f655-4901-87b4-0fccc44e3fa3","e005139d-805e-499a-a107-51fb0dc3fc7f","50677bf0-3acc-4058-88cb-64cb254869df","3c6c385b-6235-4df1-a4f1-5ddd36a6abfe","2f16ce43-df17-4cfe-ae62-a62a3c7d5eef","ed53f2b9-10a8-4c9b-a453-f172467d73cf","9973c0e7-15d6-49fc-b40c-b46968bb1780","f626e6f5-5f08-4f9c-bfb4-7f27cc7d09d3","de839c47-441b-4142-9934-e8e68de833ec","99fa8d85-580d-40b6-9861-8ec2034ae61f","bca4db82-0984-4b3a-aeb2-6a04cf58d4b7","394448a9-e0cb-4ce0-872e-908777a83200","942214cd-5acc-4582-bcbe-467643a06a49","15ea6ab6-e462-4ccd-b51b-6514c5b7ce3f","dc46f710-66f2-478f-8eab-1d9090db667f","4be72626-06bc-4f10-883d-b6cf887d0fe1","28915e05-5392-4ccb-b967-1a49cabc8fec","56684c5c-d321-4d2c-be1f-278046624a71","5fc16d3b-5141-4373-913a-5d1e9a058fbf","a3f7a0ba-412f-46e3-90cb-838e1a351773","0bc153bf-33f5-4a94-8772-c05749a3c096","3e3f56ec-9b65-4e89-b4ad-12e1630267f3","be811a85-5693-4315-8cf5-19a5dd47ec75"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["50b4facf-0ca0-46d3-b1ae-5ab8b788f220","fdc1ecfc-1d30-4119-9aec-cc09584ef3f2","8c42cbac-a691-46a8-8e78-bc62abd553b1","3820da23-caba-4241-a198-e24a1ab3cb83","2c6b2181-cf7a-47bc-8cfd-1088c15f6eef","256c7272-6e23-4196-a59a-6896ad1abc3e","64971db9-6242-42ed-81f1-5274f6f638f0","faa70b39-1929-4d84-a7ca-bbbfc775ea07","e98e388c-a2f4-4843-b1d4-180d883548c9","8cc9e668-0eb9-4786-b9d3-df338991a1d8","c5258e0c-368a-4a61-9873-e377c40d7d74","1381a1b9-8c35-47a5-962e-a0e2fe1d420c","f757a48d-76e9-4fce-b9c9-f069202e1a44","af57c8e8-f655-4901-87b4-0fccc44e3fa3","e005139d-805e-499a-a107-51fb0dc3fc7f","50677bf0-3acc-4058-88cb-64cb254869df","3c6c385b-6235-4df1-a4f1-5ddd36a6abfe","2f16ce43-df17-4cfe-ae62-a62a3c7d5eef","ed53f2b9-10a8-4c9b-a453-f172467d73cf","9973c0e7-15d6-49fc-b40c-b46968bb1780","f626e6f5-5f08-4f9c-bfb4-7f27cc7d09d3","de839c47-441b-4142-9934-e8e68de833ec","99fa8d85-580d-40b6-9861-8ec2034ae61f","bca4db82-0984-4b3a-aeb2-6a04cf58d4b7","394448a9-e0cb-4ce0-872e-908777a83200","942214cd-5acc-4582-bcbe-467643a06a49","15ea6ab6-e462-4ccd-b51b-6514c5b7ce3f","dc46f710-66f2-478f-8eab-1d9090db667f","4be72626-06bc-4f10-883d-b6cf887d0fe1","28915e05-5392-4ccb-b967-1a49cabc8fec","56684c5c-d321-4d2c-be1f-278046624a71","5fc16d3b-5141-4373-913a-5d1e9a058fbf","a3f7a0ba-412f-46e3-90cb-838e1a351773","0bc153bf-33f5-4a94-8772-c05749a3c096","3e3f56ec-9b65-4e89-b4ad-12e1630267f3","be811a85-5693-4315-8cf5-19a5dd47ec75"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["50b4facf-0ca0-46d3-b1ae-5ab8b788f220","fdc1ecfc-1d30-4119-9aec-cc09584ef3f2","8c42cbac-a691-46a8-8e78-bc62abd553b1","3820da23-caba-4241-a198-e24a1ab3cb83","2c6b2181-cf7a-47bc-8cfd-1088c15f6eef","256c7272-6e23-4196-a59a-6896ad1abc3e","64971db9-6242-42ed-81f1-5274f6f638f0","faa70b39-1929-4d84-a7ca-bbbfc775ea07","e98e388c-a2f4-4843-b1d4-180d883548c9","8cc9e668-0eb9-4786-b9d3-df338991a1d8","c5258e0c-368a-4a61-9873-e377c40d7d74","1381a1b9-8c35-47a5-962e-a0e2fe1d420c","f757a48d-76e9-4fce-b9c9-f069202e1a44","af57c8e8-f655-4901-87b4-0fccc44e3fa3","e005139d-805e-499a-a107-51fb0dc3fc7f","50677bf0-3acc-4058-88cb-64cb254869df","3c6c385b-6235-4df1-a4f1-5ddd36a6abfe","2f16ce43-df17-4cfe-ae62-a62a3c7d5eef","ed53f2b9-10a8-4c9b-a453-f172467d73cf","9973c0e7-15d6-49fc-b40c-b46968bb1780","f626e6f5-5f08-4f9c-bfb4-7f27cc7d09d3","de839c47-441b-4142-9934-e8e68de833ec","99fa8d85-580d-40b6-9861-8ec2034ae61f","bca4db82-0984-4b3a-aeb2-6a04cf58d4b7","394448a9-e0cb-4ce0-872e-908777a83200","942214cd-5acc-4582-bcbe-467643a06a49","15ea6ab6-e462-4ccd-b51b-6514c5b7ce3f","dc46f710-66f2-478f-8eab-1d9090db667f","4be72626-06bc-4f10-883d-b6cf887d0fe1","28915e05-5392-4ccb-b967-1a49cabc8fec","56684c5c-d321-4d2c-be1f-278046624a71","5fc16d3b-5141-4373-913a-5d1e9a058fbf","a3f7a0ba-412f-46e3-90cb-838e1a351773","0bc153bf-33f5-4a94-8772-c05749a3c096","3e3f56ec-9b65-4e89-b4ad-12e1630267f3","be811a85-5693-4315-8cf5-19a5dd47ec75"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["50b4facf-0ca0-46d3-b1ae-5ab8b788f220","fdc1ecfc-1d30-4119-9aec-cc09584ef3f2","8c42cbac-a691-46a8-8e78-bc62abd553b1","3820da23-caba-4241-a198-e24a1ab3cb83","2c6b2181-cf7a-47bc-8cfd-1088c15f6eef","256c7272-6e23-4196-a59a-6896ad1abc3e","64971db9-6242-42ed-81f1-5274f6f638f0","faa70b39-1929-4d84-a7ca-bbbfc775ea07","e98e388c-a2f4-4843-b1d4-180d883548c9","8cc9e668-0eb9-4786-b9d3-df338991a1d8","c5258e0c-368a-4a61-9873-e377c40d7d74","1381a1b9-8c35-47a5-962e-a0e2fe1d420c","f757a48d-76e9-4fce-b9c9-f069202e1a44","af57c8e8-f655-4901-87b4-0fccc44e3fa3","e005139d-805e-499a-a107-51fb0dc3fc7f","50677bf0-3acc-4058-88cb-64cb254869df","3c6c385b-6235-4df1-a4f1-5ddd36a6abfe","2f16ce43-df17-4cfe-ae62-a62a3c7d5eef","ed53f2b9-10a8-4c9b-a453-f172467d73cf","9973c0e7-15d6-49fc-b40c-b46968bb1780","f626e6f5-5f08-4f9c-bfb4-7f27cc7d09d3","de839c47-441b-4142-9934-e8e68de833ec","99fa8d85-580d-40b6-9861-8ec2034ae61f","bca4db82-0984-4b3a-aeb2-6a04cf58d4b7","394448a9-e0cb-4ce0-872e-908777a83200","942214cd-5acc-4582-bcbe-467643a06a49","15ea6ab6-e462-4ccd-b51b-6514c5b7ce3f","dc46f710-66f2-478f-8eab-1d9090db667f","4be72626-06bc-4f10-883d-b6cf887d0fe1","28915e05-5392-4ccb-b967-1a49cabc8fec","56684c5c-d321-4d2c-be1f-278046624a71","5fc16d3b-5141-4373-913a-5d1e9a058fbf","a3f7a0ba-412f-46e3-90cb-838e1a351773","0bc153bf-33f5-4a94-8772-c05749a3c096","3e3f56ec-9b65-4e89-b4ad-12e1630267f3","be811a85-5693-4315-8cf5-19a5dd47ec75"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["50b4facf-0ca0-46d3-b1ae-5ab8b788f220","fdc1ecfc-1d30-4119-9aec-cc09584ef3f2","8c42cbac-a691-46a8-8e78-bc62abd553b1","3820da23-caba-4241-a198-e24a1ab3cb83","2c6b2181-cf7a-47bc-8cfd-1088c15f6eef","256c7272-6e23-4196-a59a-6896ad1abc3e","64971db9-6242-42ed-81f1-5274f6f638f0","faa70b39-1929-4d84-a7ca-bbbfc775ea07","e98e388c-a2f4-4843-b1d4-180d883548c9","8cc9e668-0eb9-4786-b9d3-df338991a1d8","c5258e0c-368a-4a61-9873-e377c40d7d74","1381a1b9-8c35-47a5-962e-a0e2fe1d420c","f757a48d-76e9-4fce-b9c9-f069202e1a44","af57c8e8-f655-4901-87b4-0fccc44e3fa3","e005139d-805e-499a-a107-51fb0dc3fc7f","50677bf0-3acc-4058-88cb-64cb254869df","3c6c385b-6235-4df1-a4f1-5ddd36a6abfe","2f16ce43-df17-4cfe-ae62-a62a3c7d5eef","ed53f2b9-10a8-4c9b-a453-f172467d73cf","9973c0e7-15d6-49fc-b40c-b46968bb1780","f626e6f5-5f08-4f9c-bfb4-7f27cc7d09d3","de839c47-441b-4142-9934-e8e68de833ec","99fa8d85-580d-40b6-9861-8ec2034ae61f","bca4db82-0984-4b3a-aeb2-6a04cf58d4b7","394448a9-e0cb-4ce0-872e-908777a83200","942214cd-5acc-4582-bcbe-467643a06a49","15ea6ab6-e462-4ccd-b51b-6514c5b7ce3f","dc46f710-66f2-478f-8eab-1d9090db667f","4be72626-06bc-4f10-883d-b6cf887d0fe1","28915e05-5392-4ccb-b967-1a49cabc8fec","56684c5c-d321-4d2c-be1f-278046624a71","5fc16d3b-5141-4373-913a-5d1e9a058fbf","a3f7a0ba-412f-46e3-90cb-838e1a351773","0bc153bf-33f5-4a94-8772-c05749a3c096","3e3f56ec-9b65-4e89-b4ad-12e1630267f3","be811a85-5693-4315-8cf5-19a5dd47ec75"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["50b4facf-0ca0-46d3-b1ae-5ab8b788f220","fdc1ecfc-1d30-4119-9aec-cc09584ef3f2","8c42cbac-a691-46a8-8e78-bc62abd553b1","3820da23-caba-4241-a198-e24a1ab3cb83","2c6b2181-cf7a-47bc-8cfd-1088c15f6eef","256c7272-6e23-4196-a59a-6896ad1abc3e","64971db9-6242-42ed-81f1-5274f6f638f0","faa70b39-1929-4d84-a7ca-bbbfc775ea07","e98e388c-a2f4-4843-b1d4-180d883548c9","8cc9e668-0eb9-4786-b9d3-df338991a1d8","c5258e0c-368a-4a61-9873-e377c40d7d74","1381a1b9-8c35-47a5-962e-a0e2fe1d420c","f757a48d-76e9-4fce-b9c9-f069202e1a44","af57c8e8-f655-4901-87b4-0fccc44e3fa3","e005139d-805e-499a-a107-51fb0dc3fc7f","50677bf0-3acc-4058-88cb-64cb254869df","3c6c385b-6235-4df1-a4f1-5ddd36a6abfe","2f16ce43-df17-4cfe-ae62-a62a3c7d5eef","ed53f2b9-10a8-4c9b-a453-f172467d73cf","9973c0e7-15d6-49fc-b40c-b46968bb1780","f626e6f5-5f08-4f9c-bfb4-7f27cc7d09d3","de839c47-441b-4142-9934-e8e68de833ec","99fa8d85-580d-40b6-9861-8ec2034ae61f","bca4db82-0984-4b3a-aeb2-6a04cf58d4b7","394448a9-e0cb-4ce0-872e-908777a83200","942214cd-5acc-4582-bcbe-467643a06a49","15ea6ab6-e462-4ccd-b51b-6514c5b7ce3f","dc46f710-66f2-478f-8eab-1d9090db667f","4be72626-06bc-4f10-883d-b6cf887d0fe1","28915e05-5392-4ccb-b967-1a49cabc8fec","56684c5c-d321-4d2c-be1f-278046624a71","5fc16d3b-5141-4373-913a-5d1e9a058fbf","a3f7a0ba-412f-46e3-90cb-838e1a351773","0bc153bf-33f5-4a94-8772-c05749a3c096","3e3f56ec-9b65-4e89-b4ad-12e1630267f3","be811a85-5693-4315-8cf5-19a5dd47ec75"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["50b4facf-0ca0-46d3-b1ae-5ab8b788f220","fdc1ecfc-1d30-4119-9aec-cc09584ef3f2","8c42cbac-a691-46a8-8e78-bc62abd553b1","3820da23-caba-4241-a198-e24a1ab3cb83","2c6b2181-cf7a-47bc-8cfd-1088c15f6eef","256c7272-6e23-4196-a59a-6896ad1abc3e","64971db9-6242-42ed-81f1-5274f6f638f0","faa70b39-1929-4d84-a7ca-bbbfc775ea07","e98e388c-a2f4-4843-b1d4-180d883548c9","8cc9e668-0eb9-4786-b9d3-df338991a1d8","c5258e0c-368a-4a61-9873-e377c40d7d74","1381a1b9-8c35-47a5-962e-a0e2fe1d420c","f757a48d-76e9-4fce-b9c9-f069202e1a44","af57c8e8-f655-4901-87b4-0fccc44e3fa3","e005139d-805e-499a-a107-51fb0dc3fc7f","50677bf0-3acc-4058-88cb-64cb254869df","3c6c385b-6235-4df1-a4f1-5ddd36a6abfe","2f16ce43-df17-4cfe-ae62-a62a3c7d5eef","ed53f2b9-10a8-4c9b-a453-f172467d73cf","9973c0e7-15d6-49fc-b40c-b46968bb1780","f626e6f5-5f08-4f9c-bfb4-7f27cc7d09d3","de839c47-441b-4142-9934-e8e68de833ec","99fa8d85-580d-40b6-9861-8ec2034ae61f","bca4db82-0984-4b3a-aeb2-6a04cf58d4b7","394448a9-e0cb-4ce0-872e-908777a83200","942214cd-5acc-4582-bcbe-467643a06a49","15ea6ab6-e462-4ccd-b51b-6514c5b7ce3f","dc46f710-66f2-478f-8eab-1d9090db667f","4be72626-06bc-4f10-883d-b6cf887d0fe1","28915e05-5392-4ccb-b967-1a49cabc8fec","56684c5c-d321-4d2c-be1f-278046624a71","5fc16d3b-5141-4373-913a-5d1e9a058fbf","a3f7a0ba-412f-46e3-90cb-838e1a351773","0bc153bf-33f5-4a94-8772-c05749a3c096","3e3f56ec-9b65-4e89-b4ad-12e1630267f3","be811a85-5693-4315-8cf5-19a5dd47ec75"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}| Gemini recommendation-prompt presencepublic-prompt-gemini-brand-recommendation-presence | 12.5percent | measured | Jul 27, 2026 | 100% | View source
|
|---|
| OpenAI mention coveragepublic-prompt-openai-brand-mention-coverage | 8.3333percent | measured | Jul 27, 2026 | 100% | View source
|
|---|
| Reviewed-brand presence sharepublic-prompt-brand-mention-share | 4.2857percent | derived | Jul 27, 2026 | 100% | View source
|
|---|
| Recommendation-prompt presencepublic-prompt-brand-recommendation-presence | 12.5percent | measured | Jul 27, 2026 | 100% | View source
|
|---|
| Gemini mention coveragepublic-prompt-gemini-brand-mention-coverage | 8.3333percent | measured | Jul 27, 2026 | 100% | View source
|
|---|
| Mention coveragepublic-prompt-brand-mention-coverage | 8.3333percent | measured | Jul 27, 2026 | 100% | View source
|
|---|
| OpenAI recommendation-prompt presencepublic-prompt-openai-brand-recommendation-presence | 12.5percent | measured | Jul 27, 2026 | 100% | View source
|
|---|
| Anthropic citation sharepublic-prompt-anthropic-brand-citation-share | 0percent | derived | Jul 27, 2026 | 100% | View source
|
|---|
| Citation sharepublic-prompt-brand-citation-share | 0percent | derived | Jul 27, 2026 | 100% | View source
|
|---|
| Engine breadthpublic-prompt-brand-engine-breadth | 3engines | measured | Jul 27, 2026 | 100% | View source
|
|---|
| OpenAI citation sharepublic-prompt-openai-brand-citation-share | 0percent | derived | Jul 27, 2026 | 100% | View source
|
|---|
| Gemini citation sharepublic-prompt-gemini-brand-citation-share | 0percent | derived | Jul 27, 2026 | 100% | View source
|
|---|
| Anthropic mention coveragepublic-prompt-anthropic-brand-mention-coverage | 8.3333percent | measured | Jul 27, 2026 | 100% | View source
|
|---|