Reviewed agent frameworks ranked by recommendation-prompt presence across three configured model APIs.
RANK.AI DATA / LATEST PUBLICATION
Agent Frameworks engine breadth
16 companies ranked by how many AI engines name them.
LangGraph / Deep Agents is out in front at 3 engines.
16 companieschecked Sep 14, 2026, 12:00 AM UTCdailyhow we measure this →CSV / JSON
In front today
LangGraph / Deep Agents
3 enginesengine breadth
- Ahead of second place
- 0
- Held by the top three
- 35%
- Middle of the board
- 2
- Below half the leader
- 7 of 16
Highest 3 enginesMiddle 2
WHY THIS RANK / VERIFIED SNAPSHOT
BeeAI Framework
Ranks a reviewed Agent Frameworks brand universe using a fixed, public set of neutral commercial prompts across 3 AI providers.
availablePermalink to this snapshot ↗
- Published rank
- #15
- Score
- 0 percent
- Sample size
- 3
100% confidence · 100% component coverage · as of Sep 14, 2026, 12:00 AM UTC
SCORE CONSTRUCTION
14/14 evidencedComponent ledger
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt anthropic brand citation share | 0 | 0% | — |
| public prompt anthropic brand mention coverage | 0 | 0% | — |
| public prompt anthropic brand recommendation presence | 0 | 0% | — |
| public prompt brand citation share | 0 | 0% | — |
| public prompt brand engine breadth | 0 | 100% | 0 |
| public prompt brand mention coverage | 0 | 0% | — |
| public prompt brand mention share | 0 | 0% | — |
| public prompt brand recommendation presence | 0 | 0% | — |
| public prompt gemini brand citation share | 0 | 0% | — |
| public prompt gemini brand mention coverage | 0 | 0% | — |
| public prompt gemini brand recommendation presence | 0 | 0% | — |
| public prompt openai brand citation share | 0 | 0% | — |
| public prompt openai brand mention coverage | 0 | 0% | — |
| public prompt openai brand recommendation presence | 0 | 0% | — |
WHY IT MOVED
-1 ranksdown since prior snapshot
No component moved since the prior snapshot.
PRIMARY EVIDENCE
14 public recordsSource trail
Anthropic citation sharepublic prompt anthropic brand citation share · observed Sep 14, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai Agent Frameworks Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["00935126-cf75-4970-b977-139c88a1a5c6","24522e51-8016-486f-b23f-d72b74bad970","982c3734-1f95-4160-a637-e03963be627b","e17daee9-963d-48a0-b5cb-f6bbdab448ad","3f9cd4b4-e3c5-477d-b268-f757997743bb","e5d9a9a6-5e82-4ed8-9479-30afd3bafa0f","9dceceba-1851-4a82-93da-42108895d880","7d48d3aa-1727-493a-a389-1f36f85e934f","e3725791-c297-45b1-b914-be373119a1ff","f198a76f-31ba-4973-b3e2-f020f688e429","057ec17c-7569-41b7-9ee3-7643bf282937","175a72eb-a027-4671-8f32-284c64fe7ba3","26b8e485-78ea-4b07-a5c5-b16dbfe83ba1","5b565155-69e7-42ad-ba77-79315acb0cb4","e1704759-5657-4ef3-a8f4-281e79dd9605","4f79351f-cf02-4dab-a278-f7befa532f80","38739c63-6914-4688-bfc2-37ae341c1165","2ee07ad9-ff9e-4726-b481-d02fb6dde7b1","59732202-e76a-4026-8f27-c904babcf11e","99e7248e-4a37-4a5d-a4a4-9309fc661ce8","d8ca45c8-82f4-4a72-9ca2-dc2796515884","7e683b37-ac45-414a-9e8b-33da4a465b50","045aa07c-0cd9-4a1f-b3ac-5ecbf2864b33","f2a4473b-7c6c-49b7-a092-1dc5474d0d11","0552e42d-7c0d-4619-8187-265d7c819ba4","fca4dc03-beaf-4529-891e-67d8516cd66d","dcb53fa1-77e7-44c6-884a-9f322601a592","4613ce01-b922-4c91-90c8-8ef25d1fb953","7f940397-f2cb-4aa5-85d7-23d0d5e9c663","5c9ef716-3432-4aad-9c25-93f9d440696d","e93789f6-73c1-4f43-b683-46d0e2772258","da91d6b2-fd20-4823-8a39-38cb32f680ac","726fbad1-9302-4ccc-80d8-9891aabac876","4d342f0b-7a6f-4c38-b511-32373edbb743","298fe4b4-73a7-4ce2-8dc1-50cfe331ac90","cf05659a-2fab-4d8b-865b-45f35ba1ea60"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Anthropic mention coveragepublic prompt anthropic brand mention coverage · observed Sep 14, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai Agent Frameworks Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["00935126-cf75-4970-b977-139c88a1a5c6","24522e51-8016-486f-b23f-d72b74bad970","982c3734-1f95-4160-a637-e03963be627b","e17daee9-963d-48a0-b5cb-f6bbdab448ad","3f9cd4b4-e3c5-477d-b268-f757997743bb","e5d9a9a6-5e82-4ed8-9479-30afd3bafa0f","9dceceba-1851-4a82-93da-42108895d880","7d48d3aa-1727-493a-a389-1f36f85e934f","e3725791-c297-45b1-b914-be373119a1ff","f198a76f-31ba-4973-b3e2-f020f688e429","057ec17c-7569-41b7-9ee3-7643bf282937","175a72eb-a027-4671-8f32-284c64fe7ba3","26b8e485-78ea-4b07-a5c5-b16dbfe83ba1","5b565155-69e7-42ad-ba77-79315acb0cb4","e1704759-5657-4ef3-a8f4-281e79dd9605","4f79351f-cf02-4dab-a278-f7befa532f80","38739c63-6914-4688-bfc2-37ae341c1165","2ee07ad9-ff9e-4726-b481-d02fb6dde7b1","59732202-e76a-4026-8f27-c904babcf11e","99e7248e-4a37-4a5d-a4a4-9309fc661ce8","d8ca45c8-82f4-4a72-9ca2-dc2796515884","7e683b37-ac45-414a-9e8b-33da4a465b50","045aa07c-0cd9-4a1f-b3ac-5ecbf2864b33","f2a4473b-7c6c-49b7-a092-1dc5474d0d11","0552e42d-7c0d-4619-8187-265d7c819ba4","fca4dc03-beaf-4529-891e-67d8516cd66d","dcb53fa1-77e7-44c6-884a-9f322601a592","4613ce01-b922-4c91-90c8-8ef25d1fb953","7f940397-f2cb-4aa5-85d7-23d0d5e9c663","5c9ef716-3432-4aad-9c25-93f9d440696d","e93789f6-73c1-4f43-b683-46d0e2772258","da91d6b2-fd20-4823-8a39-38cb32f680ac","726fbad1-9302-4ccc-80d8-9891aabac876","4d342f0b-7a6f-4c38-b511-32373edbb743","298fe4b4-73a7-4ce2-8dc1-50cfe331ac90","cf05659a-2fab-4d8b-865b-45f35ba1ea60"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Anthropic recommendation-prompt presencepublic prompt anthropic brand recommendation presence · observed Sep 14, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai Agent Frameworks Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["00935126-cf75-4970-b977-139c88a1a5c6","24522e51-8016-486f-b23f-d72b74bad970","982c3734-1f95-4160-a637-e03963be627b","e17daee9-963d-48a0-b5cb-f6bbdab448ad","3f9cd4b4-e3c5-477d-b268-f757997743bb","e5d9a9a6-5e82-4ed8-9479-30afd3bafa0f","9dceceba-1851-4a82-93da-42108895d880","7d48d3aa-1727-493a-a389-1f36f85e934f","e3725791-c297-45b1-b914-be373119a1ff","f198a76f-31ba-4973-b3e2-f020f688e429","057ec17c-7569-41b7-9ee3-7643bf282937","175a72eb-a027-4671-8f32-284c64fe7ba3","26b8e485-78ea-4b07-a5c5-b16dbfe83ba1","5b565155-69e7-42ad-ba77-79315acb0cb4","e1704759-5657-4ef3-a8f4-281e79dd9605","4f79351f-cf02-4dab-a278-f7befa532f80","38739c63-6914-4688-bfc2-37ae341c1165","2ee07ad9-ff9e-4726-b481-d02fb6dde7b1","59732202-e76a-4026-8f27-c904babcf11e","99e7248e-4a37-4a5d-a4a4-9309fc661ce8","d8ca45c8-82f4-4a72-9ca2-dc2796515884","7e683b37-ac45-414a-9e8b-33da4a465b50","045aa07c-0cd9-4a1f-b3ac-5ecbf2864b33","f2a4473b-7c6c-49b7-a092-1dc5474d0d11","0552e42d-7c0d-4619-8187-265d7c819ba4","fca4dc03-beaf-4529-891e-67d8516cd66d","dcb53fa1-77e7-44c6-884a-9f322601a592","4613ce01-b922-4c91-90c8-8ef25d1fb953","7f940397-f2cb-4aa5-85d7-23d0d5e9c663","5c9ef716-3432-4aad-9c25-93f9d440696d","e93789f6-73c1-4f43-b683-46d0e2772258","da91d6b2-fd20-4823-8a39-38cb32f680ac","726fbad1-9302-4ccc-80d8-9891aabac876","4d342f0b-7a6f-4c38-b511-32373edbb743","298fe4b4-73a7-4ce2-8dc1-50cfe331ac90","cf05659a-2fab-4d8b-865b-45f35ba1ea60"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Citation sharepublic prompt brand citation share · observed Sep 14, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai Agent Frameworks Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["00935126-cf75-4970-b977-139c88a1a5c6","24522e51-8016-486f-b23f-d72b74bad970","982c3734-1f95-4160-a637-e03963be627b","e17daee9-963d-48a0-b5cb-f6bbdab448ad","3f9cd4b4-e3c5-477d-b268-f757997743bb","e5d9a9a6-5e82-4ed8-9479-30afd3bafa0f","9dceceba-1851-4a82-93da-42108895d880","7d48d3aa-1727-493a-a389-1f36f85e934f","e3725791-c297-45b1-b914-be373119a1ff","f198a76f-31ba-4973-b3e2-f020f688e429","057ec17c-7569-41b7-9ee3-7643bf282937","175a72eb-a027-4671-8f32-284c64fe7ba3","26b8e485-78ea-4b07-a5c5-b16dbfe83ba1","5b565155-69e7-42ad-ba77-79315acb0cb4","e1704759-5657-4ef3-a8f4-281e79dd9605","4f79351f-cf02-4dab-a278-f7befa532f80","38739c63-6914-4688-bfc2-37ae341c1165","2ee07ad9-ff9e-4726-b481-d02fb6dde7b1","59732202-e76a-4026-8f27-c904babcf11e","99e7248e-4a37-4a5d-a4a4-9309fc661ce8","d8ca45c8-82f4-4a72-9ca2-dc2796515884","7e683b37-ac45-414a-9e8b-33da4a465b50","045aa07c-0cd9-4a1f-b3ac-5ecbf2864b33","f2a4473b-7c6c-49b7-a092-1dc5474d0d11","0552e42d-7c0d-4619-8187-265d7c819ba4","fca4dc03-beaf-4529-891e-67d8516cd66d","dcb53fa1-77e7-44c6-884a-9f322601a592","4613ce01-b922-4c91-90c8-8ef25d1fb953","7f940397-f2cb-4aa5-85d7-23d0d5e9c663","5c9ef716-3432-4aad-9c25-93f9d440696d","e93789f6-73c1-4f43-b683-46d0e2772258","da91d6b2-fd20-4823-8a39-38cb32f680ac","726fbad1-9302-4ccc-80d8-9891aabac876","4d342f0b-7a6f-4c38-b511-32373edbb743","298fe4b4-73a7-4ce2-8dc1-50cfe331ac90","cf05659a-2fab-4d8b-865b-45f35ba1ea60"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Engine breadthpublic prompt brand engine breadth · observed Sep 14, 2026, 12:00 AM UTC0 engines100% confidence
- Source
- Rank.ai Agent Frameworks Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["00935126-cf75-4970-b977-139c88a1a5c6","24522e51-8016-486f-b23f-d72b74bad970","982c3734-1f95-4160-a637-e03963be627b","e17daee9-963d-48a0-b5cb-f6bbdab448ad","3f9cd4b4-e3c5-477d-b268-f757997743bb","e5d9a9a6-5e82-4ed8-9479-30afd3bafa0f","9dceceba-1851-4a82-93da-42108895d880","7d48d3aa-1727-493a-a389-1f36f85e934f","e3725791-c297-45b1-b914-be373119a1ff","f198a76f-31ba-4973-b3e2-f020f688e429","057ec17c-7569-41b7-9ee3-7643bf282937","175a72eb-a027-4671-8f32-284c64fe7ba3","26b8e485-78ea-4b07-a5c5-b16dbfe83ba1","5b565155-69e7-42ad-ba77-79315acb0cb4","e1704759-5657-4ef3-a8f4-281e79dd9605","4f79351f-cf02-4dab-a278-f7befa532f80","38739c63-6914-4688-bfc2-37ae341c1165","2ee07ad9-ff9e-4726-b481-d02fb6dde7b1","59732202-e76a-4026-8f27-c904babcf11e","99e7248e-4a37-4a5d-a4a4-9309fc661ce8","d8ca45c8-82f4-4a72-9ca2-dc2796515884","7e683b37-ac45-414a-9e8b-33da4a465b50","045aa07c-0cd9-4a1f-b3ac-5ecbf2864b33","f2a4473b-7c6c-49b7-a092-1dc5474d0d11","0552e42d-7c0d-4619-8187-265d7c819ba4","fca4dc03-beaf-4529-891e-67d8516cd66d","dcb53fa1-77e7-44c6-884a-9f322601a592","4613ce01-b922-4c91-90c8-8ef25d1fb953","7f940397-f2cb-4aa5-85d7-23d0d5e9c663","5c9ef716-3432-4aad-9c25-93f9d440696d","e93789f6-73c1-4f43-b683-46d0e2772258","da91d6b2-fd20-4823-8a39-38cb32f680ac","726fbad1-9302-4ccc-80d8-9891aabac876","4d342f0b-7a6f-4c38-b511-32373edbb743","298fe4b4-73a7-4ce2-8dc1-50cfe331ac90","cf05659a-2fab-4d8b-865b-45f35ba1ea60"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Mention coveragepublic prompt brand mention coverage · observed Sep 14, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai Agent Frameworks Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["00935126-cf75-4970-b977-139c88a1a5c6","24522e51-8016-486f-b23f-d72b74bad970","982c3734-1f95-4160-a637-e03963be627b","e17daee9-963d-48a0-b5cb-f6bbdab448ad","3f9cd4b4-e3c5-477d-b268-f757997743bb","e5d9a9a6-5e82-4ed8-9479-30afd3bafa0f","9dceceba-1851-4a82-93da-42108895d880","7d48d3aa-1727-493a-a389-1f36f85e934f","e3725791-c297-45b1-b914-be373119a1ff","f198a76f-31ba-4973-b3e2-f020f688e429","057ec17c-7569-41b7-9ee3-7643bf282937","175a72eb-a027-4671-8f32-284c64fe7ba3","26b8e485-78ea-4b07-a5c5-b16dbfe83ba1","5b565155-69e7-42ad-ba77-79315acb0cb4","e1704759-5657-4ef3-a8f4-281e79dd9605","4f79351f-cf02-4dab-a278-f7befa532f80","38739c63-6914-4688-bfc2-37ae341c1165","2ee07ad9-ff9e-4726-b481-d02fb6dde7b1","59732202-e76a-4026-8f27-c904babcf11e","99e7248e-4a37-4a5d-a4a4-9309fc661ce8","d8ca45c8-82f4-4a72-9ca2-dc2796515884","7e683b37-ac45-414a-9e8b-33da4a465b50","045aa07c-0cd9-4a1f-b3ac-5ecbf2864b33","f2a4473b-7c6c-49b7-a092-1dc5474d0d11","0552e42d-7c0d-4619-8187-265d7c819ba4","fca4dc03-beaf-4529-891e-67d8516cd66d","dcb53fa1-77e7-44c6-884a-9f322601a592","4613ce01-b922-4c91-90c8-8ef25d1fb953","7f940397-f2cb-4aa5-85d7-23d0d5e9c663","5c9ef716-3432-4aad-9c25-93f9d440696d","e93789f6-73c1-4f43-b683-46d0e2772258","da91d6b2-fd20-4823-8a39-38cb32f680ac","726fbad1-9302-4ccc-80d8-9891aabac876","4d342f0b-7a6f-4c38-b511-32373edbb743","298fe4b4-73a7-4ce2-8dc1-50cfe331ac90","cf05659a-2fab-4d8b-865b-45f35ba1ea60"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Reviewed-brand presence sharepublic prompt brand mention share · observed Sep 14, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai Agent Frameworks Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["00935126-cf75-4970-b977-139c88a1a5c6","24522e51-8016-486f-b23f-d72b74bad970","982c3734-1f95-4160-a637-e03963be627b","e17daee9-963d-48a0-b5cb-f6bbdab448ad","3f9cd4b4-e3c5-477d-b268-f757997743bb","e5d9a9a6-5e82-4ed8-9479-30afd3bafa0f","9dceceba-1851-4a82-93da-42108895d880","7d48d3aa-1727-493a-a389-1f36f85e934f","e3725791-c297-45b1-b914-be373119a1ff","f198a76f-31ba-4973-b3e2-f020f688e429","057ec17c-7569-41b7-9ee3-7643bf282937","175a72eb-a027-4671-8f32-284c64fe7ba3","26b8e485-78ea-4b07-a5c5-b16dbfe83ba1","5b565155-69e7-42ad-ba77-79315acb0cb4","e1704759-5657-4ef3-a8f4-281e79dd9605","4f79351f-cf02-4dab-a278-f7befa532f80","38739c63-6914-4688-bfc2-37ae341c1165","2ee07ad9-ff9e-4726-b481-d02fb6dde7b1","59732202-e76a-4026-8f27-c904babcf11e","99e7248e-4a37-4a5d-a4a4-9309fc661ce8","d8ca45c8-82f4-4a72-9ca2-dc2796515884","7e683b37-ac45-414a-9e8b-33da4a465b50","045aa07c-0cd9-4a1f-b3ac-5ecbf2864b33","f2a4473b-7c6c-49b7-a092-1dc5474d0d11","0552e42d-7c0d-4619-8187-265d7c819ba4","fca4dc03-beaf-4529-891e-67d8516cd66d","dcb53fa1-77e7-44c6-884a-9f322601a592","4613ce01-b922-4c91-90c8-8ef25d1fb953","7f940397-f2cb-4aa5-85d7-23d0d5e9c663","5c9ef716-3432-4aad-9c25-93f9d440696d","e93789f6-73c1-4f43-b683-46d0e2772258","da91d6b2-fd20-4823-8a39-38cb32f680ac","726fbad1-9302-4ccc-80d8-9891aabac876","4d342f0b-7a6f-4c38-b511-32373edbb743","298fe4b4-73a7-4ce2-8dc1-50cfe331ac90","cf05659a-2fab-4d8b-865b-45f35ba1ea60"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Recommendation-prompt presencepublic prompt brand recommendation presence · observed Sep 14, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai Agent Frameworks Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["00935126-cf75-4970-b977-139c88a1a5c6","24522e51-8016-486f-b23f-d72b74bad970","982c3734-1f95-4160-a637-e03963be627b","e17daee9-963d-48a0-b5cb-f6bbdab448ad","3f9cd4b4-e3c5-477d-b268-f757997743bb","e5d9a9a6-5e82-4ed8-9479-30afd3bafa0f","9dceceba-1851-4a82-93da-42108895d880","7d48d3aa-1727-493a-a389-1f36f85e934f","e3725791-c297-45b1-b914-be373119a1ff","f198a76f-31ba-4973-b3e2-f020f688e429","057ec17c-7569-41b7-9ee3-7643bf282937","175a72eb-a027-4671-8f32-284c64fe7ba3","26b8e485-78ea-4b07-a5c5-b16dbfe83ba1","5b565155-69e7-42ad-ba77-79315acb0cb4","e1704759-5657-4ef3-a8f4-281e79dd9605","4f79351f-cf02-4dab-a278-f7befa532f80","38739c63-6914-4688-bfc2-37ae341c1165","2ee07ad9-ff9e-4726-b481-d02fb6dde7b1","59732202-e76a-4026-8f27-c904babcf11e","99e7248e-4a37-4a5d-a4a4-9309fc661ce8","d8ca45c8-82f4-4a72-9ca2-dc2796515884","7e683b37-ac45-414a-9e8b-33da4a465b50","045aa07c-0cd9-4a1f-b3ac-5ecbf2864b33","f2a4473b-7c6c-49b7-a092-1dc5474d0d11","0552e42d-7c0d-4619-8187-265d7c819ba4","fca4dc03-beaf-4529-891e-67d8516cd66d","dcb53fa1-77e7-44c6-884a-9f322601a592","4613ce01-b922-4c91-90c8-8ef25d1fb953","7f940397-f2cb-4aa5-85d7-23d0d5e9c663","5c9ef716-3432-4aad-9c25-93f9d440696d","e93789f6-73c1-4f43-b683-46d0e2772258","da91d6b2-fd20-4823-8a39-38cb32f680ac","726fbad1-9302-4ccc-80d8-9891aabac876","4d342f0b-7a6f-4c38-b511-32373edbb743","298fe4b4-73a7-4ce2-8dc1-50cfe331ac90","cf05659a-2fab-4d8b-865b-45f35ba1ea60"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Gemini citation sharepublic prompt gemini brand citation share · observed Sep 14, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai Agent Frameworks Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["00935126-cf75-4970-b977-139c88a1a5c6","24522e51-8016-486f-b23f-d72b74bad970","982c3734-1f95-4160-a637-e03963be627b","e17daee9-963d-48a0-b5cb-f6bbdab448ad","3f9cd4b4-e3c5-477d-b268-f757997743bb","e5d9a9a6-5e82-4ed8-9479-30afd3bafa0f","9dceceba-1851-4a82-93da-42108895d880","7d48d3aa-1727-493a-a389-1f36f85e934f","e3725791-c297-45b1-b914-be373119a1ff","f198a76f-31ba-4973-b3e2-f020f688e429","057ec17c-7569-41b7-9ee3-7643bf282937","175a72eb-a027-4671-8f32-284c64fe7ba3","26b8e485-78ea-4b07-a5c5-b16dbfe83ba1","5b565155-69e7-42ad-ba77-79315acb0cb4","e1704759-5657-4ef3-a8f4-281e79dd9605","4f79351f-cf02-4dab-a278-f7befa532f80","38739c63-6914-4688-bfc2-37ae341c1165","2ee07ad9-ff9e-4726-b481-d02fb6dde7b1","59732202-e76a-4026-8f27-c904babcf11e","99e7248e-4a37-4a5d-a4a4-9309fc661ce8","d8ca45c8-82f4-4a72-9ca2-dc2796515884","7e683b37-ac45-414a-9e8b-33da4a465b50","045aa07c-0cd9-4a1f-b3ac-5ecbf2864b33","f2a4473b-7c6c-49b7-a092-1dc5474d0d11","0552e42d-7c0d-4619-8187-265d7c819ba4","fca4dc03-beaf-4529-891e-67d8516cd66d","dcb53fa1-77e7-44c6-884a-9f322601a592","4613ce01-b922-4c91-90c8-8ef25d1fb953","7f940397-f2cb-4aa5-85d7-23d0d5e9c663","5c9ef716-3432-4aad-9c25-93f9d440696d","e93789f6-73c1-4f43-b683-46d0e2772258","da91d6b2-fd20-4823-8a39-38cb32f680ac","726fbad1-9302-4ccc-80d8-9891aabac876","4d342f0b-7a6f-4c38-b511-32373edbb743","298fe4b4-73a7-4ce2-8dc1-50cfe331ac90","cf05659a-2fab-4d8b-865b-45f35ba1ea60"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Gemini mention coveragepublic prompt gemini brand mention coverage · observed Sep 14, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai Agent Frameworks Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["00935126-cf75-4970-b977-139c88a1a5c6","24522e51-8016-486f-b23f-d72b74bad970","982c3734-1f95-4160-a637-e03963be627b","e17daee9-963d-48a0-b5cb-f6bbdab448ad","3f9cd4b4-e3c5-477d-b268-f757997743bb","e5d9a9a6-5e82-4ed8-9479-30afd3bafa0f","9dceceba-1851-4a82-93da-42108895d880","7d48d3aa-1727-493a-a389-1f36f85e934f","e3725791-c297-45b1-b914-be373119a1ff","f198a76f-31ba-4973-b3e2-f020f688e429","057ec17c-7569-41b7-9ee3-7643bf282937","175a72eb-a027-4671-8f32-284c64fe7ba3","26b8e485-78ea-4b07-a5c5-b16dbfe83ba1","5b565155-69e7-42ad-ba77-79315acb0cb4","e1704759-5657-4ef3-a8f4-281e79dd9605","4f79351f-cf02-4dab-a278-f7befa532f80","38739c63-6914-4688-bfc2-37ae341c1165","2ee07ad9-ff9e-4726-b481-d02fb6dde7b1","59732202-e76a-4026-8f27-c904babcf11e","99e7248e-4a37-4a5d-a4a4-9309fc661ce8","d8ca45c8-82f4-4a72-9ca2-dc2796515884","7e683b37-ac45-414a-9e8b-33da4a465b50","045aa07c-0cd9-4a1f-b3ac-5ecbf2864b33","f2a4473b-7c6c-49b7-a092-1dc5474d0d11","0552e42d-7c0d-4619-8187-265d7c819ba4","fca4dc03-beaf-4529-891e-67d8516cd66d","dcb53fa1-77e7-44c6-884a-9f322601a592","4613ce01-b922-4c91-90c8-8ef25d1fb953","7f940397-f2cb-4aa5-85d7-23d0d5e9c663","5c9ef716-3432-4aad-9c25-93f9d440696d","e93789f6-73c1-4f43-b683-46d0e2772258","da91d6b2-fd20-4823-8a39-38cb32f680ac","726fbad1-9302-4ccc-80d8-9891aabac876","4d342f0b-7a6f-4c38-b511-32373edbb743","298fe4b4-73a7-4ce2-8dc1-50cfe331ac90","cf05659a-2fab-4d8b-865b-45f35ba1ea60"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
Gemini recommendation-prompt presencepublic prompt gemini brand recommendation presence · observed Sep 14, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai Agent Frameworks Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["00935126-cf75-4970-b977-139c88a1a5c6","24522e51-8016-486f-b23f-d72b74bad970","982c3734-1f95-4160-a637-e03963be627b","e17daee9-963d-48a0-b5cb-f6bbdab448ad","3f9cd4b4-e3c5-477d-b268-f757997743bb","e5d9a9a6-5e82-4ed8-9479-30afd3bafa0f","9dceceba-1851-4a82-93da-42108895d880","7d48d3aa-1727-493a-a389-1f36f85e934f","e3725791-c297-45b1-b914-be373119a1ff","f198a76f-31ba-4973-b3e2-f020f688e429","057ec17c-7569-41b7-9ee3-7643bf282937","175a72eb-a027-4671-8f32-284c64fe7ba3","26b8e485-78ea-4b07-a5c5-b16dbfe83ba1","5b565155-69e7-42ad-ba77-79315acb0cb4","e1704759-5657-4ef3-a8f4-281e79dd9605","4f79351f-cf02-4dab-a278-f7befa532f80","38739c63-6914-4688-bfc2-37ae341c1165","2ee07ad9-ff9e-4726-b481-d02fb6dde7b1","59732202-e76a-4026-8f27-c904babcf11e","99e7248e-4a37-4a5d-a4a4-9309fc661ce8","d8ca45c8-82f4-4a72-9ca2-dc2796515884","7e683b37-ac45-414a-9e8b-33da4a465b50","045aa07c-0cd9-4a1f-b3ac-5ecbf2864b33","f2a4473b-7c6c-49b7-a092-1dc5474d0d11","0552e42d-7c0d-4619-8187-265d7c819ba4","fca4dc03-beaf-4529-891e-67d8516cd66d","dcb53fa1-77e7-44c6-884a-9f322601a592","4613ce01-b922-4c91-90c8-8ef25d1fb953","7f940397-f2cb-4aa5-85d7-23d0d5e9c663","5c9ef716-3432-4aad-9c25-93f9d440696d","e93789f6-73c1-4f43-b683-46d0e2772258","da91d6b2-fd20-4823-8a39-38cb32f680ac","726fbad1-9302-4ccc-80d8-9891aabac876","4d342f0b-7a6f-4c38-b511-32373edbb743","298fe4b4-73a7-4ce2-8dc1-50cfe331ac90","cf05659a-2fab-4d8b-865b-45f35ba1ea60"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
OpenAI citation sharepublic prompt openai brand citation share · observed Sep 14, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai Agent Frameworks Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["00935126-cf75-4970-b977-139c88a1a5c6","24522e51-8016-486f-b23f-d72b74bad970","982c3734-1f95-4160-a637-e03963be627b","e17daee9-963d-48a0-b5cb-f6bbdab448ad","3f9cd4b4-e3c5-477d-b268-f757997743bb","e5d9a9a6-5e82-4ed8-9479-30afd3bafa0f","9dceceba-1851-4a82-93da-42108895d880","7d48d3aa-1727-493a-a389-1f36f85e934f","e3725791-c297-45b1-b914-be373119a1ff","f198a76f-31ba-4973-b3e2-f020f688e429","057ec17c-7569-41b7-9ee3-7643bf282937","175a72eb-a027-4671-8f32-284c64fe7ba3","26b8e485-78ea-4b07-a5c5-b16dbfe83ba1","5b565155-69e7-42ad-ba77-79315acb0cb4","e1704759-5657-4ef3-a8f4-281e79dd9605","4f79351f-cf02-4dab-a278-f7befa532f80","38739c63-6914-4688-bfc2-37ae341c1165","2ee07ad9-ff9e-4726-b481-d02fb6dde7b1","59732202-e76a-4026-8f27-c904babcf11e","99e7248e-4a37-4a5d-a4a4-9309fc661ce8","d8ca45c8-82f4-4a72-9ca2-dc2796515884","7e683b37-ac45-414a-9e8b-33da4a465b50","045aa07c-0cd9-4a1f-b3ac-5ecbf2864b33","f2a4473b-7c6c-49b7-a092-1dc5474d0d11","0552e42d-7c0d-4619-8187-265d7c819ba4","fca4dc03-beaf-4529-891e-67d8516cd66d","dcb53fa1-77e7-44c6-884a-9f322601a592","4613ce01-b922-4c91-90c8-8ef25d1fb953","7f940397-f2cb-4aa5-85d7-23d0d5e9c663","5c9ef716-3432-4aad-9c25-93f9d440696d","e93789f6-73c1-4f43-b683-46d0e2772258","da91d6b2-fd20-4823-8a39-38cb32f680ac","726fbad1-9302-4ccc-80d8-9891aabac876","4d342f0b-7a6f-4c38-b511-32373edbb743","298fe4b4-73a7-4ce2-8dc1-50cfe331ac90","cf05659a-2fab-4d8b-865b-45f35ba1ea60"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
OpenAI mention coveragepublic prompt openai brand mention coverage · observed Sep 14, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai Agent Frameworks Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["00935126-cf75-4970-b977-139c88a1a5c6","24522e51-8016-486f-b23f-d72b74bad970","982c3734-1f95-4160-a637-e03963be627b","e17daee9-963d-48a0-b5cb-f6bbdab448ad","3f9cd4b4-e3c5-477d-b268-f757997743bb","e5d9a9a6-5e82-4ed8-9479-30afd3bafa0f","9dceceba-1851-4a82-93da-42108895d880","7d48d3aa-1727-493a-a389-1f36f85e934f","e3725791-c297-45b1-b914-be373119a1ff","f198a76f-31ba-4973-b3e2-f020f688e429","057ec17c-7569-41b7-9ee3-7643bf282937","175a72eb-a027-4671-8f32-284c64fe7ba3","26b8e485-78ea-4b07-a5c5-b16dbfe83ba1","5b565155-69e7-42ad-ba77-79315acb0cb4","e1704759-5657-4ef3-a8f4-281e79dd9605","4f79351f-cf02-4dab-a278-f7befa532f80","38739c63-6914-4688-bfc2-37ae341c1165","2ee07ad9-ff9e-4726-b481-d02fb6dde7b1","59732202-e76a-4026-8f27-c904babcf11e","99e7248e-4a37-4a5d-a4a4-9309fc661ce8","d8ca45c8-82f4-4a72-9ca2-dc2796515884","7e683b37-ac45-414a-9e8b-33da4a465b50","045aa07c-0cd9-4a1f-b3ac-5ecbf2864b33","f2a4473b-7c6c-49b7-a092-1dc5474d0d11","0552e42d-7c0d-4619-8187-265d7c819ba4","fca4dc03-beaf-4529-891e-67d8516cd66d","dcb53fa1-77e7-44c6-884a-9f322601a592","4613ce01-b922-4c91-90c8-8ef25d1fb953","7f940397-f2cb-4aa5-85d7-23d0d5e9c663","5c9ef716-3432-4aad-9c25-93f9d440696d","e93789f6-73c1-4f43-b683-46d0e2772258","da91d6b2-fd20-4823-8a39-38cb32f680ac","726fbad1-9302-4ccc-80d8-9891aabac876","4d342f0b-7a6f-4c38-b511-32373edbb743","298fe4b4-73a7-4ce2-8dc1-50cfe331ac90","cf05659a-2fab-4d8b-865b-45f35ba1ea60"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
OpenAI recommendation-prompt presencepublic prompt openai brand recommendation presence · observed Sep 14, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai Agent Frameworks Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["00935126-cf75-4970-b977-139c88a1a5c6","24522e51-8016-486f-b23f-d72b74bad970","982c3734-1f95-4160-a637-e03963be627b","e17daee9-963d-48a0-b5cb-f6bbdab448ad","3f9cd4b4-e3c5-477d-b268-f757997743bb","e5d9a9a6-5e82-4ed8-9479-30afd3bafa0f","9dceceba-1851-4a82-93da-42108895d880","7d48d3aa-1727-493a-a389-1f36f85e934f","e3725791-c297-45b1-b914-be373119a1ff","f198a76f-31ba-4973-b3e2-f020f688e429","057ec17c-7569-41b7-9ee3-7643bf282937","175a72eb-a027-4671-8f32-284c64fe7ba3","26b8e485-78ea-4b07-a5c5-b16dbfe83ba1","5b565155-69e7-42ad-ba77-79315acb0cb4","e1704759-5657-4ef3-a8f4-281e79dd9605","4f79351f-cf02-4dab-a278-f7befa532f80","38739c63-6914-4688-bfc2-37ae341c1165","2ee07ad9-ff9e-4726-b481-d02fb6dde7b1","59732202-e76a-4026-8f27-c904babcf11e","99e7248e-4a37-4a5d-a4a4-9309fc661ce8","d8ca45c8-82f4-4a72-9ca2-dc2796515884","7e683b37-ac45-414a-9e8b-33da4a465b50","045aa07c-0cd9-4a1f-b3ac-5ecbf2864b33","f2a4473b-7c6c-49b7-a092-1dc5474d0d11","0552e42d-7c0d-4619-8187-265d7c819ba4","fca4dc03-beaf-4529-891e-67d8516cd66d","dcb53fa1-77e7-44c6-884a-9f322601a592","4613ce01-b922-4c91-90c8-8ef25d1fb953","7f940397-f2cb-4aa5-85d7-23d0d5e9c663","5c9ef716-3432-4aad-9c25-93f9d440696d","e93789f6-73c1-4f43-b683-46d0e2772258","da91d6b2-fd20-4823-8a39-38cb32f680ac","726fbad1-9302-4ccc-80d8-9891aabac876","4d342f0b-7a6f-4c38-b511-32373edbb743","298fe4b4-73a7-4ce2-8dc1-50cfe331ac90","cf05659a-2fab-4d8b-865b-45f35ba1ea60"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
More in AI agent frameworks
Open-source and vendor-backed agent frameworks ranked across a fixed engineering buying corpus—with brand, prompt, engine, and citation-source views.
Reviewed frameworks ranked by presence across every answer in the complete category prompt-and-engine cohort.
Reviewed frameworks ranked by distinct answer-level citations to their canonical domains.