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RANK.AI DATA / LATEST PUBLICATION

Agent Frameworks brand visibility

16 companies ranked by how often AI answers name them.
LangGraph / Deep Agents is out in front at 33.3%.

16 companieschecked Aug 6, 2026, 12:00 AM UTCdailyhow we measure this →CSV / JSON

Follow changes
In front today

LangGraph / Deep Agents

33.3%mention coverage

Ahead of second place
11.1%
Held by the top three
50%
Middle of the board
8.3%
Below half the leader
14 of 16
Highest 33.3%Middle 8.3%
1. LangGraph / Deep Agents — 33.3%2. CrewAI — 22.2%3. Microsoft Agent Framework — 13.9%4. LlamaIndex — 11.1%5. Haystack — 11.1%6. OpenAI Agents SDK — 11.1%7. Vercel AI SDK — 8.3%8. Mastra — 8.3%9. Pydantic AI — 8.3%10. Google Agent Development Kit — 5.6%11. Hugging Face smolagents — 2.8%12. DSPy — 2.8%13. Agno — 0.0%14. BeeAI Framework — 0.0%15. Claude Agent SDK — 0.0%16. Strands Agents — 0.0%
Rank 1one bar per published rowRank 16
WHY THIS RANK / VERIFIED SNAPSHOT

CrewAI

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
#2
Score
22.222 percent
Sample size
36

100% confidence · 100% component coverage · as of Aug 6, 2026, 12:00 AM UTC

SCORE CONSTRUCTION

Component ledger

14/14 evidenced

All components available · 1 evidence record each

Components contributing to CrewAI's rank
ComponentValueWeightContribution
public prompt anthropic brand citation share00%—
public prompt anthropic brand mention coverage8.3333330%—
public prompt anthropic brand recommendation presence12.50%—
public prompt brand citation share5.5555560%—
public prompt brand engine breadth30%—
public prompt brand mention coverage22.222222100%22.222
public prompt brand mention share160%—
public prompt brand recommendation presence29.1666670%—
public prompt gemini brand citation share9.0909090%—
public prompt gemini brand mention coverage16.6666670%—
public prompt gemini brand recommendation presence250%—
public prompt openai brand citation share00%—
public prompt openai brand mention coverage41.6666670%—
public prompt openai brand recommendation presence500%—
WHY IT MOVED

up since prior snapshot

+1 ranks
  1. public prompt anthropic brand mention coverage41.667 → 8.333
    -33.333
  2. public prompt anthropic brand recommendation presence37.5 → 12.5
    -25
  3. public prompt openai brand recommendation presence25 → 50
    +25
  4. public prompt openai brand mention coverage16.667 → 41.667
    +25
  5. public prompt gemini brand recommendation presence37.5 → 25
    -12.5
  6. public prompt gemini brand citation share0 → 9.091
    +9.091
  7. public prompt gemini brand mention coverage25 → 16.667
    -8.333
  8. public prompt brand mention coverage27.778 → 22.222
    -5.556
  9. public prompt brand citation share0 → 5.556
    +5.556
  10. public prompt brand recommendation presence33.333 → 29.167
    -4.167
  11. public prompt brand mention share14.286 → 16
    +1.714
  12. public prompt anthropic brand citation share0 → 0
    0
  13. public prompt brand engine breadth3 → 3
    0
  14. public prompt openai brand citation share0 → 0
    0
PRIMARY EVIDENCE

Source trail

14 public records
  • Anthropic citation sharepublic prompt anthropic brand citation share · observed Aug 6, 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":["f9cbfdb2-b2af-48ef-9118-9bc045f85e64","52c73018-8a34-4cd1-a3d4-d8b64fc8b7f5","673afc15-a96e-4671-a693-3b4c493725a3","74dd2a6f-d524-408b-8b9d-97e208b29da8","d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","6ff2eb6d-0ae5-4600-8394-4a15fab5c24a","a1d0c6cd-65b3-4570-bcf2-fe270c85c968","4cfb1b2e-07bc-4cbb-8b1f-2a0712c389b2","6a646cd5-4773-4091-a4d8-9434f5570847","8492cd68-8fd6-4c8c-bcfc-d1661aa6abf3","ec4b2bc0-3540-42ac-a6c2-fd784dd14d12","1b925269-b225-4181-9202-f4466891dfb8","37d0aae6-a665-421f-b901-a293e632d715","281185fb-fd68-4a7c-8817-c392e60365f8","385cbb18-4c60-4617-9a2e-98f44920be0a","11eb19f3-5f05-46d2-a38c-64993559aeac","074c7ce1-2b45-4e32-95e3-c527b4b72b31","ff8a36a7-c6fa-466e-84a5-ba4fe919736b","ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","c93ae0a5-caf9-462c-b001-7e7f5fadef16","6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","6ac76005-a51e-4281-aad9-8f36385baa6a","63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","81e11a9d-4752-4e5b-b13f-14164a045643","270d5cbe-7573-44ab-b6f5-85290a997e7a","3e3430c7-2a4c-4be0-8ed7-800ed29d6015","fbfb78d4-bfa9-4421-8903-dddcd215a080","3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","4fea29cc-ba10-4e4a-b090-db95302a750f","716710a0-a45b-4dab-b0de-765120bbca2e","ea36de15-6c4d-499e-8fdf-2d69b5f8e557"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • Anthropic mention coveragepublic prompt anthropic brand mention coverage · observed Aug 6, 2026, 12:00 AM UTC8.333 percent100% confidence
    Source
    Rank.ai Agent Frameworks Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["f9cbfdb2-b2af-48ef-9118-9bc045f85e64","52c73018-8a34-4cd1-a3d4-d8b64fc8b7f5","673afc15-a96e-4671-a693-3b4c493725a3","74dd2a6f-d524-408b-8b9d-97e208b29da8","d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","6ff2eb6d-0ae5-4600-8394-4a15fab5c24a","a1d0c6cd-65b3-4570-bcf2-fe270c85c968","4cfb1b2e-07bc-4cbb-8b1f-2a0712c389b2","6a646cd5-4773-4091-a4d8-9434f5570847","8492cd68-8fd6-4c8c-bcfc-d1661aa6abf3","ec4b2bc0-3540-42ac-a6c2-fd784dd14d12","1b925269-b225-4181-9202-f4466891dfb8","37d0aae6-a665-421f-b901-a293e632d715","281185fb-fd68-4a7c-8817-c392e60365f8","385cbb18-4c60-4617-9a2e-98f44920be0a","11eb19f3-5f05-46d2-a38c-64993559aeac","074c7ce1-2b45-4e32-95e3-c527b4b72b31","ff8a36a7-c6fa-466e-84a5-ba4fe919736b","ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","c93ae0a5-caf9-462c-b001-7e7f5fadef16","6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","6ac76005-a51e-4281-aad9-8f36385baa6a","63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","81e11a9d-4752-4e5b-b13f-14164a045643","270d5cbe-7573-44ab-b6f5-85290a997e7a","3e3430c7-2a4c-4be0-8ed7-800ed29d6015","fbfb78d4-bfa9-4421-8903-dddcd215a080","3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","4fea29cc-ba10-4e4a-b090-db95302a750f","716710a0-a45b-4dab-b0de-765120bbca2e","ea36de15-6c4d-499e-8fdf-2d69b5f8e557"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • Anthropic recommendation-prompt presencepublic prompt anthropic brand recommendation presence · observed Aug 6, 2026, 12:00 AM UTC12.5 percent100% confidence
    Source
    Rank.ai Agent Frameworks Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["f9cbfdb2-b2af-48ef-9118-9bc045f85e64","52c73018-8a34-4cd1-a3d4-d8b64fc8b7f5","673afc15-a96e-4671-a693-3b4c493725a3","74dd2a6f-d524-408b-8b9d-97e208b29da8","d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","6ff2eb6d-0ae5-4600-8394-4a15fab5c24a","a1d0c6cd-65b3-4570-bcf2-fe270c85c968","4cfb1b2e-07bc-4cbb-8b1f-2a0712c389b2","6a646cd5-4773-4091-a4d8-9434f5570847","8492cd68-8fd6-4c8c-bcfc-d1661aa6abf3","ec4b2bc0-3540-42ac-a6c2-fd784dd14d12","1b925269-b225-4181-9202-f4466891dfb8","37d0aae6-a665-421f-b901-a293e632d715","281185fb-fd68-4a7c-8817-c392e60365f8","385cbb18-4c60-4617-9a2e-98f44920be0a","11eb19f3-5f05-46d2-a38c-64993559aeac","074c7ce1-2b45-4e32-95e3-c527b4b72b31","ff8a36a7-c6fa-466e-84a5-ba4fe919736b","ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","c93ae0a5-caf9-462c-b001-7e7f5fadef16","6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","6ac76005-a51e-4281-aad9-8f36385baa6a","63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","81e11a9d-4752-4e5b-b13f-14164a045643","270d5cbe-7573-44ab-b6f5-85290a997e7a","3e3430c7-2a4c-4be0-8ed7-800ed29d6015","fbfb78d4-bfa9-4421-8903-dddcd215a080","3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","4fea29cc-ba10-4e4a-b090-db95302a750f","716710a0-a45b-4dab-b0de-765120bbca2e","ea36de15-6c4d-499e-8fdf-2d69b5f8e557"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • Citation sharepublic prompt brand citation share · observed Aug 6, 2026, 12:00 AM UTC5.556 percent100% confidence
    Source
    Rank.ai Agent Frameworks Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["f9cbfdb2-b2af-48ef-9118-9bc045f85e64","52c73018-8a34-4cd1-a3d4-d8b64fc8b7f5","673afc15-a96e-4671-a693-3b4c493725a3","74dd2a6f-d524-408b-8b9d-97e208b29da8","d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","6ff2eb6d-0ae5-4600-8394-4a15fab5c24a","a1d0c6cd-65b3-4570-bcf2-fe270c85c968","4cfb1b2e-07bc-4cbb-8b1f-2a0712c389b2","6a646cd5-4773-4091-a4d8-9434f5570847","8492cd68-8fd6-4c8c-bcfc-d1661aa6abf3","ec4b2bc0-3540-42ac-a6c2-fd784dd14d12","1b925269-b225-4181-9202-f4466891dfb8","37d0aae6-a665-421f-b901-a293e632d715","281185fb-fd68-4a7c-8817-c392e60365f8","385cbb18-4c60-4617-9a2e-98f44920be0a","11eb19f3-5f05-46d2-a38c-64993559aeac","074c7ce1-2b45-4e32-95e3-c527b4b72b31","ff8a36a7-c6fa-466e-84a5-ba4fe919736b","ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","c93ae0a5-caf9-462c-b001-7e7f5fadef16","6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","6ac76005-a51e-4281-aad9-8f36385baa6a","63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","81e11a9d-4752-4e5b-b13f-14164a045643","270d5cbe-7573-44ab-b6f5-85290a997e7a","3e3430c7-2a4c-4be0-8ed7-800ed29d6015","fbfb78d4-bfa9-4421-8903-dddcd215a080","3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","4fea29cc-ba10-4e4a-b090-db95302a750f","716710a0-a45b-4dab-b0de-765120bbca2e","ea36de15-6c4d-499e-8fdf-2d69b5f8e557"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • Engine breadthpublic prompt brand engine breadth · observed Aug 6, 2026, 12:00 AM UTC3 engines100% confidence
    Source
    Rank.ai Agent Frameworks Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["f9cbfdb2-b2af-48ef-9118-9bc045f85e64","52c73018-8a34-4cd1-a3d4-d8b64fc8b7f5","673afc15-a96e-4671-a693-3b4c493725a3","74dd2a6f-d524-408b-8b9d-97e208b29da8","d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","6ff2eb6d-0ae5-4600-8394-4a15fab5c24a","a1d0c6cd-65b3-4570-bcf2-fe270c85c968","4cfb1b2e-07bc-4cbb-8b1f-2a0712c389b2","6a646cd5-4773-4091-a4d8-9434f5570847","8492cd68-8fd6-4c8c-bcfc-d1661aa6abf3","ec4b2bc0-3540-42ac-a6c2-fd784dd14d12","1b925269-b225-4181-9202-f4466891dfb8","37d0aae6-a665-421f-b901-a293e632d715","281185fb-fd68-4a7c-8817-c392e60365f8","385cbb18-4c60-4617-9a2e-98f44920be0a","11eb19f3-5f05-46d2-a38c-64993559aeac","074c7ce1-2b45-4e32-95e3-c527b4b72b31","ff8a36a7-c6fa-466e-84a5-ba4fe919736b","ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","c93ae0a5-caf9-462c-b001-7e7f5fadef16","6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","6ac76005-a51e-4281-aad9-8f36385baa6a","63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","81e11a9d-4752-4e5b-b13f-14164a045643","270d5cbe-7573-44ab-b6f5-85290a997e7a","3e3430c7-2a4c-4be0-8ed7-800ed29d6015","fbfb78d4-bfa9-4421-8903-dddcd215a080","3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","4fea29cc-ba10-4e4a-b090-db95302a750f","716710a0-a45b-4dab-b0de-765120bbca2e","ea36de15-6c4d-499e-8fdf-2d69b5f8e557"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • Mention coveragepublic prompt brand mention coverage · observed Aug 6, 2026, 12:00 AM UTC22.222 percent100% confidence
    Source
    Rank.ai Agent Frameworks Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["f9cbfdb2-b2af-48ef-9118-9bc045f85e64","52c73018-8a34-4cd1-a3d4-d8b64fc8b7f5","673afc15-a96e-4671-a693-3b4c493725a3","74dd2a6f-d524-408b-8b9d-97e208b29da8","d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","6ff2eb6d-0ae5-4600-8394-4a15fab5c24a","a1d0c6cd-65b3-4570-bcf2-fe270c85c968","4cfb1b2e-07bc-4cbb-8b1f-2a0712c389b2","6a646cd5-4773-4091-a4d8-9434f5570847","8492cd68-8fd6-4c8c-bcfc-d1661aa6abf3","ec4b2bc0-3540-42ac-a6c2-fd784dd14d12","1b925269-b225-4181-9202-f4466891dfb8","37d0aae6-a665-421f-b901-a293e632d715","281185fb-fd68-4a7c-8817-c392e60365f8","385cbb18-4c60-4617-9a2e-98f44920be0a","11eb19f3-5f05-46d2-a38c-64993559aeac","074c7ce1-2b45-4e32-95e3-c527b4b72b31","ff8a36a7-c6fa-466e-84a5-ba4fe919736b","ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","c93ae0a5-caf9-462c-b001-7e7f5fadef16","6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","6ac76005-a51e-4281-aad9-8f36385baa6a","63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","81e11a9d-4752-4e5b-b13f-14164a045643","270d5cbe-7573-44ab-b6f5-85290a997e7a","3e3430c7-2a4c-4be0-8ed7-800ed29d6015","fbfb78d4-bfa9-4421-8903-dddcd215a080","3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","4fea29cc-ba10-4e4a-b090-db95302a750f","716710a0-a45b-4dab-b0de-765120bbca2e","ea36de15-6c4d-499e-8fdf-2d69b5f8e557"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • Reviewed-brand presence sharepublic prompt brand mention share · observed Aug 6, 2026, 12:00 AM UTC16 percent100% confidence
    Source
    Rank.ai Agent Frameworks Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["f9cbfdb2-b2af-48ef-9118-9bc045f85e64","52c73018-8a34-4cd1-a3d4-d8b64fc8b7f5","673afc15-a96e-4671-a693-3b4c493725a3","74dd2a6f-d524-408b-8b9d-97e208b29da8","d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","6ff2eb6d-0ae5-4600-8394-4a15fab5c24a","a1d0c6cd-65b3-4570-bcf2-fe270c85c968","4cfb1b2e-07bc-4cbb-8b1f-2a0712c389b2","6a646cd5-4773-4091-a4d8-9434f5570847","8492cd68-8fd6-4c8c-bcfc-d1661aa6abf3","ec4b2bc0-3540-42ac-a6c2-fd784dd14d12","1b925269-b225-4181-9202-f4466891dfb8","37d0aae6-a665-421f-b901-a293e632d715","281185fb-fd68-4a7c-8817-c392e60365f8","385cbb18-4c60-4617-9a2e-98f44920be0a","11eb19f3-5f05-46d2-a38c-64993559aeac","074c7ce1-2b45-4e32-95e3-c527b4b72b31","ff8a36a7-c6fa-466e-84a5-ba4fe919736b","ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","c93ae0a5-caf9-462c-b001-7e7f5fadef16","6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","6ac76005-a51e-4281-aad9-8f36385baa6a","63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","81e11a9d-4752-4e5b-b13f-14164a045643","270d5cbe-7573-44ab-b6f5-85290a997e7a","3e3430c7-2a4c-4be0-8ed7-800ed29d6015","fbfb78d4-bfa9-4421-8903-dddcd215a080","3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","4fea29cc-ba10-4e4a-b090-db95302a750f","716710a0-a45b-4dab-b0de-765120bbca2e","ea36de15-6c4d-499e-8fdf-2d69b5f8e557"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • Recommendation-prompt presencepublic prompt brand recommendation presence · observed Aug 6, 2026, 12:00 AM UTC29.167 percent100% confidence
    Source
    Rank.ai Agent Frameworks Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["f9cbfdb2-b2af-48ef-9118-9bc045f85e64","52c73018-8a34-4cd1-a3d4-d8b64fc8b7f5","673afc15-a96e-4671-a693-3b4c493725a3","74dd2a6f-d524-408b-8b9d-97e208b29da8","d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","6ff2eb6d-0ae5-4600-8394-4a15fab5c24a","a1d0c6cd-65b3-4570-bcf2-fe270c85c968","4cfb1b2e-07bc-4cbb-8b1f-2a0712c389b2","6a646cd5-4773-4091-a4d8-9434f5570847","8492cd68-8fd6-4c8c-bcfc-d1661aa6abf3","ec4b2bc0-3540-42ac-a6c2-fd784dd14d12","1b925269-b225-4181-9202-f4466891dfb8","37d0aae6-a665-421f-b901-a293e632d715","281185fb-fd68-4a7c-8817-c392e60365f8","385cbb18-4c60-4617-9a2e-98f44920be0a","11eb19f3-5f05-46d2-a38c-64993559aeac","074c7ce1-2b45-4e32-95e3-c527b4b72b31","ff8a36a7-c6fa-466e-84a5-ba4fe919736b","ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","c93ae0a5-caf9-462c-b001-7e7f5fadef16","6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","6ac76005-a51e-4281-aad9-8f36385baa6a","63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","81e11a9d-4752-4e5b-b13f-14164a045643","270d5cbe-7573-44ab-b6f5-85290a997e7a","3e3430c7-2a4c-4be0-8ed7-800ed29d6015","fbfb78d4-bfa9-4421-8903-dddcd215a080","3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","4fea29cc-ba10-4e4a-b090-db95302a750f","716710a0-a45b-4dab-b0de-765120bbca2e","ea36de15-6c4d-499e-8fdf-2d69b5f8e557"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • Gemini citation sharepublic prompt gemini brand citation share · observed Aug 6, 2026, 12:00 AM UTC9.091 percent100% confidence
    Source
    Rank.ai Agent Frameworks Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["f9cbfdb2-b2af-48ef-9118-9bc045f85e64","52c73018-8a34-4cd1-a3d4-d8b64fc8b7f5","673afc15-a96e-4671-a693-3b4c493725a3","74dd2a6f-d524-408b-8b9d-97e208b29da8","d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","6ff2eb6d-0ae5-4600-8394-4a15fab5c24a","a1d0c6cd-65b3-4570-bcf2-fe270c85c968","4cfb1b2e-07bc-4cbb-8b1f-2a0712c389b2","6a646cd5-4773-4091-a4d8-9434f5570847","8492cd68-8fd6-4c8c-bcfc-d1661aa6abf3","ec4b2bc0-3540-42ac-a6c2-fd784dd14d12","1b925269-b225-4181-9202-f4466891dfb8","37d0aae6-a665-421f-b901-a293e632d715","281185fb-fd68-4a7c-8817-c392e60365f8","385cbb18-4c60-4617-9a2e-98f44920be0a","11eb19f3-5f05-46d2-a38c-64993559aeac","074c7ce1-2b45-4e32-95e3-c527b4b72b31","ff8a36a7-c6fa-466e-84a5-ba4fe919736b","ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","c93ae0a5-caf9-462c-b001-7e7f5fadef16","6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","6ac76005-a51e-4281-aad9-8f36385baa6a","63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","81e11a9d-4752-4e5b-b13f-14164a045643","270d5cbe-7573-44ab-b6f5-85290a997e7a","3e3430c7-2a4c-4be0-8ed7-800ed29d6015","fbfb78d4-bfa9-4421-8903-dddcd215a080","3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","4fea29cc-ba10-4e4a-b090-db95302a750f","716710a0-a45b-4dab-b0de-765120bbca2e","ea36de15-6c4d-499e-8fdf-2d69b5f8e557"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • Gemini mention coveragepublic prompt gemini brand mention coverage · observed Aug 6, 2026, 12:00 AM UTC16.667 percent100% confidence
    Source
    Rank.ai Agent Frameworks Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["f9cbfdb2-b2af-48ef-9118-9bc045f85e64","52c73018-8a34-4cd1-a3d4-d8b64fc8b7f5","673afc15-a96e-4671-a693-3b4c493725a3","74dd2a6f-d524-408b-8b9d-97e208b29da8","d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","6ff2eb6d-0ae5-4600-8394-4a15fab5c24a","a1d0c6cd-65b3-4570-bcf2-fe270c85c968","4cfb1b2e-07bc-4cbb-8b1f-2a0712c389b2","6a646cd5-4773-4091-a4d8-9434f5570847","8492cd68-8fd6-4c8c-bcfc-d1661aa6abf3","ec4b2bc0-3540-42ac-a6c2-fd784dd14d12","1b925269-b225-4181-9202-f4466891dfb8","37d0aae6-a665-421f-b901-a293e632d715","281185fb-fd68-4a7c-8817-c392e60365f8","385cbb18-4c60-4617-9a2e-98f44920be0a","11eb19f3-5f05-46d2-a38c-64993559aeac","074c7ce1-2b45-4e32-95e3-c527b4b72b31","ff8a36a7-c6fa-466e-84a5-ba4fe919736b","ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","c93ae0a5-caf9-462c-b001-7e7f5fadef16","6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","6ac76005-a51e-4281-aad9-8f36385baa6a","63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","81e11a9d-4752-4e5b-b13f-14164a045643","270d5cbe-7573-44ab-b6f5-85290a997e7a","3e3430c7-2a4c-4be0-8ed7-800ed29d6015","fbfb78d4-bfa9-4421-8903-dddcd215a080","3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","4fea29cc-ba10-4e4a-b090-db95302a750f","716710a0-a45b-4dab-b0de-765120bbca2e","ea36de15-6c4d-499e-8fdf-2d69b5f8e557"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • Gemini recommendation-prompt presencepublic prompt gemini brand recommendation presence · observed Aug 6, 2026, 12:00 AM UTC25 percent100% confidence
    Source
    Rank.ai Agent Frameworks Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["f9cbfdb2-b2af-48ef-9118-9bc045f85e64","52c73018-8a34-4cd1-a3d4-d8b64fc8b7f5","673afc15-a96e-4671-a693-3b4c493725a3","74dd2a6f-d524-408b-8b9d-97e208b29da8","d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","6ff2eb6d-0ae5-4600-8394-4a15fab5c24a","a1d0c6cd-65b3-4570-bcf2-fe270c85c968","4cfb1b2e-07bc-4cbb-8b1f-2a0712c389b2","6a646cd5-4773-4091-a4d8-9434f5570847","8492cd68-8fd6-4c8c-bcfc-d1661aa6abf3","ec4b2bc0-3540-42ac-a6c2-fd784dd14d12","1b925269-b225-4181-9202-f4466891dfb8","37d0aae6-a665-421f-b901-a293e632d715","281185fb-fd68-4a7c-8817-c392e60365f8","385cbb18-4c60-4617-9a2e-98f44920be0a","11eb19f3-5f05-46d2-a38c-64993559aeac","074c7ce1-2b45-4e32-95e3-c527b4b72b31","ff8a36a7-c6fa-466e-84a5-ba4fe919736b","ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","c93ae0a5-caf9-462c-b001-7e7f5fadef16","6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","6ac76005-a51e-4281-aad9-8f36385baa6a","63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","81e11a9d-4752-4e5b-b13f-14164a045643","270d5cbe-7573-44ab-b6f5-85290a997e7a","3e3430c7-2a4c-4be0-8ed7-800ed29d6015","fbfb78d4-bfa9-4421-8903-dddcd215a080","3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","4fea29cc-ba10-4e4a-b090-db95302a750f","716710a0-a45b-4dab-b0de-765120bbca2e","ea36de15-6c4d-499e-8fdf-2d69b5f8e557"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • OpenAI citation sharepublic prompt openai brand citation share · observed Aug 6, 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":["f9cbfdb2-b2af-48ef-9118-9bc045f85e64","52c73018-8a34-4cd1-a3d4-d8b64fc8b7f5","673afc15-a96e-4671-a693-3b4c493725a3","74dd2a6f-d524-408b-8b9d-97e208b29da8","d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","6ff2eb6d-0ae5-4600-8394-4a15fab5c24a","a1d0c6cd-65b3-4570-bcf2-fe270c85c968","4cfb1b2e-07bc-4cbb-8b1f-2a0712c389b2","6a646cd5-4773-4091-a4d8-9434f5570847","8492cd68-8fd6-4c8c-bcfc-d1661aa6abf3","ec4b2bc0-3540-42ac-a6c2-fd784dd14d12","1b925269-b225-4181-9202-f4466891dfb8","37d0aae6-a665-421f-b901-a293e632d715","281185fb-fd68-4a7c-8817-c392e60365f8","385cbb18-4c60-4617-9a2e-98f44920be0a","11eb19f3-5f05-46d2-a38c-64993559aeac","074c7ce1-2b45-4e32-95e3-c527b4b72b31","ff8a36a7-c6fa-466e-84a5-ba4fe919736b","ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","c93ae0a5-caf9-462c-b001-7e7f5fadef16","6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","6ac76005-a51e-4281-aad9-8f36385baa6a","63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","81e11a9d-4752-4e5b-b13f-14164a045643","270d5cbe-7573-44ab-b6f5-85290a997e7a","3e3430c7-2a4c-4be0-8ed7-800ed29d6015","fbfb78d4-bfa9-4421-8903-dddcd215a080","3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","4fea29cc-ba10-4e4a-b090-db95302a750f","716710a0-a45b-4dab-b0de-765120bbca2e","ea36de15-6c4d-499e-8fdf-2d69b5f8e557"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • OpenAI mention coveragepublic prompt openai brand mention coverage · observed Aug 6, 2026, 12:00 AM UTC41.667 percent100% confidence
    Source
    Rank.ai Agent Frameworks Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["f9cbfdb2-b2af-48ef-9118-9bc045f85e64","52c73018-8a34-4cd1-a3d4-d8b64fc8b7f5","673afc15-a96e-4671-a693-3b4c493725a3","74dd2a6f-d524-408b-8b9d-97e208b29da8","d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","6ff2eb6d-0ae5-4600-8394-4a15fab5c24a","a1d0c6cd-65b3-4570-bcf2-fe270c85c968","4cfb1b2e-07bc-4cbb-8b1f-2a0712c389b2","6a646cd5-4773-4091-a4d8-9434f5570847","8492cd68-8fd6-4c8c-bcfc-d1661aa6abf3","ec4b2bc0-3540-42ac-a6c2-fd784dd14d12","1b925269-b225-4181-9202-f4466891dfb8","37d0aae6-a665-421f-b901-a293e632d715","281185fb-fd68-4a7c-8817-c392e60365f8","385cbb18-4c60-4617-9a2e-98f44920be0a","11eb19f3-5f05-46d2-a38c-64993559aeac","074c7ce1-2b45-4e32-95e3-c527b4b72b31","ff8a36a7-c6fa-466e-84a5-ba4fe919736b","ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","c93ae0a5-caf9-462c-b001-7e7f5fadef16","6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","6ac76005-a51e-4281-aad9-8f36385baa6a","63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","81e11a9d-4752-4e5b-b13f-14164a045643","270d5cbe-7573-44ab-b6f5-85290a997e7a","3e3430c7-2a4c-4be0-8ed7-800ed29d6015","fbfb78d4-bfa9-4421-8903-dddcd215a080","3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","4fea29cc-ba10-4e4a-b090-db95302a750f","716710a0-a45b-4dab-b0de-765120bbca2e","ea36de15-6c4d-499e-8fdf-2d69b5f8e557"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
  • OpenAI recommendation-prompt presencepublic prompt openai brand recommendation presence · observed Aug 6, 2026, 12:00 AM UTC50 percent100% confidence
    Source
    Rank.ai Agent Frameworks Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"corpusVersion":"ai-agent-frameworks-2026-07-27","runArtifactIds":["f9cbfdb2-b2af-48ef-9118-9bc045f85e64","52c73018-8a34-4cd1-a3d4-d8b64fc8b7f5","673afc15-a96e-4671-a693-3b4c493725a3","74dd2a6f-d524-408b-8b9d-97e208b29da8","d3bcce07-6ddd-4976-9c03-6db7c7a20fd9","1c420946-9b0d-4950-ae23-5d6178354ae3","6ff2eb6d-0ae5-4600-8394-4a15fab5c24a","a1d0c6cd-65b3-4570-bcf2-fe270c85c968","4cfb1b2e-07bc-4cbb-8b1f-2a0712c389b2","6a646cd5-4773-4091-a4d8-9434f5570847","8492cd68-8fd6-4c8c-bcfc-d1661aa6abf3","ec4b2bc0-3540-42ac-a6c2-fd784dd14d12","1b925269-b225-4181-9202-f4466891dfb8","37d0aae6-a665-421f-b901-a293e632d715","281185fb-fd68-4a7c-8817-c392e60365f8","385cbb18-4c60-4617-9a2e-98f44920be0a","11eb19f3-5f05-46d2-a38c-64993559aeac","074c7ce1-2b45-4e32-95e3-c527b4b72b31","ff8a36a7-c6fa-466e-84a5-ba4fe919736b","ed55219c-f32e-411c-a380-6dbb89384c07","e6732867-596c-47ad-bf59-25d1095aa39b","c93ae0a5-caf9-462c-b001-7e7f5fadef16","6505063f-ce9d-40ff-b27f-ee86e0c42ba7","1361dd43-2590-4d68-b1af-60ca4e238de3","6ac76005-a51e-4281-aad9-8f36385baa6a","63babe6c-195f-4115-b9ba-2894229a951d","20dd8985-cd73-47d0-acec-292bcba43829","81e11a9d-4752-4e5b-b13f-14164a045643","270d5cbe-7573-44ab-b6f5-85290a997e7a","3e3430c7-2a4c-4be0-8ed7-800ed29d6015","fbfb78d4-bfa9-4421-8903-dddcd215a080","3e55a326-8e8e-45da-aa15-d6a4d18b1eb0","8f07f978-9adf-4d82-ad58-c7d1be53ae28","4fea29cc-ba10-4e4a-b090-db95302a750f","716710a0-a45b-4dab-b0de-765120bbca2e","ea36de15-6c4d-499e-8fdf-2d69b5f8e557"],"benchmarkVersion":"4-ai-agent-frameworks-2026-07-27-models-64232fd32583","providerMatrixVersion":"64232fd32583"}
    Open primary evidence ↗
REPRODUCIBILITYPublic Agent Frameworks brand benchmark · v4-ai-agent-frameworks-2026-07-27-models-64232fd32583224 observations · 1 sources · passed quality
Snapshot
5713f44c-195c-4398-8312-5b179929e499
Data hash
2deab0a2ad4c1a71884501c69ca816222eabfdad7250dabaf5e1dbd37b0d1ec5
Method hash
d8821847eb7a050e8892c5756bf22e21adb363440c28cbdcdbf1007658088c13

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