Enterprise and CRM workflow
Results are only compared within a matching group, so a model tested one way is never ranked against a model tested another way.
Execute business workflows across enterprise systems
Ranking groups use separate scales. Compare configurations only inside the same group; EvalRank never flattens unlike systems into one leaderboard.
Cross-benchmark consensus
One ranking of models across this topic's admitted benchmarks, weighted the same way decisions are. Each score is the model's share of the best result.
| Rank | Model | Share of best | Benchmarks |
|---|---|---|---|
| 1 | Gemini 4 Carbon | 100.0% | 1 |
| 2 | Gemini 4 Argon | 94.5% | 1 |
| 3 | GPT-6 Astra | 64.4% | 1 |
| 4 | Gemini 3.8 Flash | 56.0% | 1 |
| 5 | Claude Opus 5.5 | 55.7% | 1 |
| 6 | GPT-6 Sol | 50.8% | 1 |
| 7 | Claude Opus 5 | 45.1% | 1 |
| 8 | Claude Sonnet 5.5 | 44.0% | 1 |
| 9 | kimik3 | 42.8% | 1 |
| 10 | GPT-5.6 Sol | 37.1% | 1 |
| 11 | claudesonnet55betweentools | 35.1% | 1 |
| 12 | Gemini 3.6 Flash | 31.0% | 1 |
| 13 | Claude Opus 4.8 | 26.4% | 1 |
| 14 | Claude Fable 5.0 | 25.9% | 1 |
| 15 | Gemini 3.5 Flash | 21.6% | 1 |
| 16 | GPT-6 Luna | 17.8% | 1 |
| 17 | GPT-5.5 | 17.0% | 1 |
| 18 | Claude Haiku 5.5 | 16.1% | 1 |
| 19 | GPT-5.6 Terra | 15.2% | 1 |
| 20 | gemini31propreview | 13.2% | 1 |
| 21 | Claude Opus 4.7 | 12.9% | 1 |
| 22 | Claude Sonnet 5 | 10.9% | 1 |
| 23 | GPT-5.4 | 10.1% | 1 |
| 24 | GPT-5.6 Luna | 8.0% | 1 |
| 25 | Gemini 3.5 Flash Lite | 7.5% | 1 |
| 26 | qwen37 | 7.0% | 1 |
| 27 | Claude Sonnet 4.6 | 6.9% | 1 |
| 28 | kimik27code | 6.0% | 1 |
| 29 | kimik26 | 4.9% | 1 |
| 30 | claudehaiku45 | 0.9% | 1 |
Agent system · Agentic
Exploratory - not a ranked winner yetrg-enterprise-crm-workflow-agent-system-agentic-agent-system-v1Explorer evidence
AutomationBench
Single source. Observed ; fresh until .
| Rank | Configuration | Capability | Uncertainty | Families |
|---|---|---|---|---|
| 1 | Gemini 4 Carbon (High) automationbench:Gemini 4 Carbon (High)config_e84fd0f5e59e3b8b964a542fe8b56ecab0908e9f39f2d70113f5958cfa087e47 | 100% | Unknown | 1 |
| 2 | Gemini 4 Carbon (Medium) automationbench:Gemini 4 Carbon (Medium)config_a2c8a23afe15a50ed53869a323929661fea1b94adf65bc273c11b4020ed5df2a | 98% | Unknown | 1 |
| 3 | Gemini 4 Argon (High) automationbench:Gemini 4 Argon (High)config_5d2ea9047d28198e8f9d59299190aa9c7aa87d2bd564c2115aa0707b1f5d5876 | 95% | Unknown | 1 |
| 4 | Gemini 4 Argon (Medium) automationbench:Gemini 4 Argon (Medium)config_75cc09df9b6c3d3d3e18e6383c21bc35c08dd06ca09b77f568d02e92dfd2182d | 93% | Unknown | 1 |
| 5 | Claude Sonnet 5.5 (default fallbacks, Max) automationbench:Claude Sonnet 5.5 (default fallbacks, Max)config_24df20a13eb0b425ca163f80c22071b19068661c34ded9d3b9e5705968516640 | 83% | Unknown | 1 |
| 6 | Claude Opus 5.5 (default fallbacks, Max) automationbench:Claude Opus 5.5 (default fallbacks, Max)config_7d573508be54b283cb5b9da147bca47fbbe0b1999ac7fb96b2188a220b9e089d | 79% | Unknown | 1 |
| 7 | GPT-6 Astra (Max) automationbench:GPT-6 Astra (Max)config_a111367f67b8b5bd55e3f1ba436f00f5ad0576721d4f7d1e6c4143e11c591bb5 | 77% | Unknown | 1 |
| 8 | GPT-6 Astra (XHigh) automationbench:GPT-6 Astra (XHigh)config_1f8e8f6eec27fbfec971a587be15a5f5ff62ee7697d7d822c2958b926c2ff34e | 72% | Unknown | 1 |
| 9 | GPT-6 Astra (High) automationbench:GPT-6 Astra (High)config_790ab0f3fbf9884524df53588326d812de8d04023ac15a466f32581d4e65192c | 69% | Unknown | 1 |
| 10 | Claude Sonnet 5.5 (default fallbacks, XHigh) automationbench:Claude Sonnet 5.5 (default fallbacks, XHigh)config_38411a32bd75fcf1e407e91922f08b0fce52b9b484b9245cc728060bdae2438d | 68% | Unknown | 1 |
| 11 | Claude Opus 5.5 (default fallbacks, XHigh) automationbench:Claude Opus 5.5 (default fallbacks, XHigh)config_d156e9fba8f9e0c88442fbdd4c718e9be1cf24a73d7dae582bf97215d95028f5 | 66% | Unknown | 1 |
| 12 | GPT-6 Astra (Medium) automationbench:GPT-6 Astra (Medium)config_926a2bc702bb0bb28519705811f091560eb26aa4a9bb8be86ff75cac1d16a489 | 63% | Unknown | 1 |
| 13 | GPT-6 Sol (XHigh) automationbench:GPT-6 Sol (XHigh)config_bcd7cba856ee883231d52bd67acbc695263f9d9b6d30f84eaeace38956512f45 | 62% | Unknown | 1 |
| 14 | Claude Opus 5.5 (default fallbacks, High) automationbench:Claude Opus 5.5 (default fallbacks, High)config_0ebb36576624ae257dc2e45c695763430113c68d0d679619c79e9a4354157e8e | 61% | Unknown | 1 |
| 15 | GPT-6 Sol (Max) automationbench:GPT-6 Sol (Max)config_0ae6fc70172dbbe05e35a00fc5dd331f291406d91e47eea51030184315c38fb2 | 59% | Unknown | 1 |
| 16 | Gemini 4 Carbon (Low) automationbench:Gemini 4 Carbon (Low)config_0022478ede674058059e374503c9b6e6bcf75d2a928e33fd243a27ffd8624647 | 58% | Unknown | 1 |
| 17 | GPT-6 Sol (High) automationbench:GPT-6 Sol (High)config_d91199fe2cf3c7cd2c612bd66f5f8e17b5e0d2c0f8693d73d8ca14f15c3ee3f1 | 58% | Unknown | 1 |
| 18 | Gemini 3.7 Flash (High) automationbench:Gemini 3.7 Flash (High)config_c0cb9d036f2945081943c28d51317f9d58b56a8414efe3190d392ddf789049a1 | 56% | Unknown | 1 |
| 19 | GPT-6 Astra (Low) automationbench:GPT-6 Astra (Low)config_bbddcff9f0e33fbae7e6300bccdbfcd194fb626b52162cb7076b546464af9d6f | 56% | Unknown | 1 |
| 20 | Gemini 3.8 Flash (Medium) automationbench:Gemini 3.8 Flash (Medium)config_095b858200422ae2a40f4de8999825fc1169b7634be76069bcf1630b1c43b24c | 55% | Unknown | 1 |
| 21 | Gemini 3.8 Flash (High) automationbench:Gemini 3.8 Flash (High)config_6fb0bae145783ee3b353b0ca54772a85f9a0286483bbeb389733f86938808322 | 55% | Unknown | 1 |
| 22 | Claude Opus 5.5 (default fallbacks, Medium) automationbench:Claude Opus 5.5 (default fallbacks, Medium)config_80d1f934366a7bb43b583184ba8e185bc373d803668d1a190a1eedf251603a85 | 55% | Unknown | 1 |
| 23 | Claude Sonnet 5.5 (default fallbacks, High) automationbench:Claude Sonnet 5.5 (default fallbacks, High)config_d63c3d216dfc81713b0aad7a4df86eecf61dac1a3b70f7d6533ee2c968b88775 | 55% | Unknown | 1 |
| 24 | GPT-5.6 Sol (Max) automationbench:GPT-5.6 Sol (Max)config_940a9985646aa2382eb4b6250e00321dbd4848b72f450cb4f78d19d7dbb641ec | 53% | Unknown | 1 |
| 25 | Claude Opus 5 (Max) automationbench:Claude Opus 5 (Max)config_6c30ed4edc61c38064a7dfb3e0367ca8c4cdb51598fe51220192c028246cc3f7 | 50% | Unknown | 1 |
| 26 | GPT-6 Sol (Medium) automationbench:GPT-6 Sol (Medium)config_8991690c485ea7dcfea93958c8eba8f59139a26a7986edbf7874bce3350c00e2 | 50% | Unknown | 1 |
| 27 | GPT-5.6 Sol (XHigh) automationbench:GPT-5.6 Sol (XHigh)config_6914105bab6b84c5f7857a2daf10cece7fcb4d8dddd505c553f87f034e308fc7 | 49% | Unknown | 1 |
| 28 | Claude Opus 5 (XHigh) automationbench:Claude Opus 5 (XHigh)config_379a60c5001bd6e347dcb9bba5e3b43039bb97f4873a41c6a9cef13654870ccf | 47% | Unknown | 1 |
| 29 | GPT-6 Astra (None) automationbench:GPT-6 Astra (None)config_e0b5ab861bbb87d5302dfdcbf53d1cdbd54665212c0848975a0be745fc54e14e | 47% | Unknown | 1 |
| 30 | GPT-5.6 Sol (High) automationbench:GPT-5.6 Sol (High)config_48d7667275573b7f84817bffb5ec6ec29dacc0cab92c3c5221335df4c4bb778e | 46% | Unknown | 1 |
| 31 | Claude Opus 5.5 (default fallbacks, Low) automationbench:Claude Opus 5.5 (default fallbacks, Low)config_800d2388f620e5a5f20eef6c3d8634c88201853f5fad8a2fad124433dd44f85d | 45% | Unknown | 1 |
| 32 | Claude Opus 5 (Medium) automationbench:Claude Opus 5 (Medium)config_38af236b2377faa1da2903ec87e4e8f14bcf8b96ff6dd9f2fffacf69b30e9c01 | 44% | Unknown | 1 |
| 33 | GPT-5.6 Terra (Max) automationbench:GPT-5.6 Terra (Max)config_66ab823f13f439e05e8d8001792d1c4c28d3ec56bfe2dd9d3bf63dd1407d2cfd | 44% | Unknown | 1 |
| 34 | Claude Sonnet 5.5 (default fallbacks, Medium) automationbench:Claude Sonnet 5.5 (default fallbacks, Medium)config_3560eaf095efa2d9a30365236cec46651041d20016cbf77cf4616c66f6b134ba | 43% | Unknown | 1 |
| 35 | Kimi K3 automationbench:Kimi K3config_7fe334a4ba41ed28eb6687619f824748ebd7d4cbe9e99cbbc796d00233f7ff2b | 42% | Unknown | 1 |
| 36 | Claude Fable 5.1 (Max) automationbench:Claude Fable 5.1 (Max)config_5a05961823ba6f70a3e2e768a7f45bfd863c22abfd6cd358f58566ed229d2c83 | 42% | Unknown | 1 |
| 37 | Claude Fable 5.1 (XHigh) automationbench:Claude Fable 5.1 (XHigh)config_7f4f479be11ddadd0afd2f3cfbb3488555fed2308346fe2e0749498ba7c6cd7d | 40% | Unknown | 1 |
| 38 | GPT-6 Sol (Low) automationbench:GPT-6 Sol (Low)config_1bd5e38efb3ba147b60840c08f238ca2f71746d64ea30531aa0693e53c4a938e | 39% | Unknown | 1 |
| 39 | Muse Spark 1.3 (Max) automationbench:Muse Spark 1.3 (Max)config_843ac9cf1d323628644076897150b6dbb112c5dc07c08c5a953d78dba9e6df0d | 38% | Unknown | 1 |
| 40 | GPT-6 Luna (Max) automationbench:GPT-6 Luna (Max)config_b76316b06957619144608fa6606d170063ba394dd5f95b0f5749ae897bca6673 | 38% | Unknown | 1 |
| 41 | Claude Opus 5 (High) automationbench:Claude Opus 5 (High)config_ee7ea30c3c59725eadd7a39119f3a97212ec84a86ab3f654f8d64c73e8e2786c | 38% | Unknown | 1 |
| 42 | Claude Opus 5 (Low) automationbench:Claude Opus 5 (Low)config_b4fd15298892317616ae4d34fd5dd4ab6048d96d82232bdaee2783bc4e4fba1a | 38% | Unknown | 1 |
| 43 | GPT-5.6 Sol (Medium) automationbench:GPT-5.6 Sol (Medium)config_c72ba89a8964da6640cd2110b783cdfedb335585b95cd3c6b91d0deab5c8f2e8 | 36% | Unknown | 1 |
| 44 | Claude Sonnet 5.5 (default fallbacks, Between tools) automationbench:Claude Sonnet 5.5 (default fallbacks, Between tools)config_dd8b98785baf8f3f1260e2caa1f113add821b2615aee2ff6c405b4865a9372ea | 34% | Unknown | 1 |
| 45 | Claude Sonnet 5.5 (default fallbacks, Low) automationbench:Claude Sonnet 5.5 (default fallbacks, Low)config_035c383289bf40bf0aa358453f36f0328f095913f12bc4ad3cd1569b33571835 | 34% | Unknown | 1 |
| 46 | DeepSeek V4 Flash (Max) automationbench:DeepSeek V4 Flash (Max)config_8adec4fa3f4445669babf6791fd0c8b1d13faaf33fe2e1b5ab77a8578a4b8ae1 | 34% | Unknown | 1 |
| 47 | Claude Fable 5.0 (Max) automationbench:Claude Fable 5.0 (Max)config_842a0156d3bc02b07e5557c6f76d8817f36c71821facb520fbdc89c69ff7a0c8 | 32% | Unknown | 1 |
| 48 | GPT-5.6 Luna (Max) automationbench:GPT-5.6 Luna (Max)config_9f407c81e3e732a87ee9966b14be9fed65ccbfd04e208da88a597efc81348ffa | 32% | Unknown | 1 |
| 49 | Gemini 3.6 Flash (High) automationbench:Gemini 3.6 Flash (High)config_edbc6630272a0a2a0d726c090798ce08f4aefc75f0768687904fe6d52bae8ef1 | 32% | Unknown | 1 |
| 50 | Claude Opus 4.8 (XHigh) automationbench:Claude Opus 4.8 (XHigh)config_57a659c9e83d821868dab27ab0c159c57b5c97fb718ac66d09d1c5fd5f6f6f87 | 31% | Unknown | 1 |
| 51 | GPT-5.5 (XHigh) automationbench:GPT-5.5 (XHigh)config_a44921f0a694e40f05bbaf53e494a883740be650b703bdeb2e6d88247204cc91 | 31% | Unknown | 1 |
| 52 | Claude Opus 4.8 (Max) automationbench:Claude Opus 4.8 (Max)config_6fc288bc8171bcb11a4d115a1236362d6f2c1cace393b9455376b1a7446a6bd0 | 31% | Unknown | 1 |
| 53 | Gemini 3.6 Flash (Medium) automationbench:Gemini 3.6 Flash (Medium)config_9883ff967e78a4bc23fc63fa7515b224b645585ffa07f0adb4793b3e321de2a0 | 31% | Unknown | 1 |
| 54 | Claude Fable 5.0 (High) automationbench:Claude Fable 5.0 (High)config_1e09d3f93509113695dc72682b6d4bd1a220ac6f8973c216ab0268c5ac6e85d3 | 30% | Unknown | 1 |
| 55 | Claude Opus 4.8 (High) automationbench:Claude Opus 4.8 (High)config_7af054dd8b90178d41fa5ba45ac6b85a7bd9843dcaecf1792dae961b753dc779 | 30% | Unknown | 1 |
| 56 | Gemini 3.6 Flash (Low) automationbench:Gemini 3.6 Flash (Low)config_96db8eff7c7487fa8b3edcc5a5b6749f8a26631031b5987c4fab2f292049e971 | 29% | Unknown | 1 |
| 57 | Claude Fable 5.0 (XHigh) automationbench:Claude Fable 5.0 (XHigh)config_9e1bb3935c837e86f05fbcdb05fbce0a02636a323176f9ee7dd106488e279d29 | 28% | Unknown | 1 |
| 58 | GPT-5.6 Terra (XHigh) automationbench:GPT-5.6 Terra (XHigh)config_0938f8c812774ae0f3301e7e73f7da3d97672ad7ad16a0e5328e641a5a91c82c | 27% | Unknown | 1 |
| 59 | GPT-6 Luna (High) automationbench:GPT-6 Luna (High)config_bca94f1f9298e81fe8ba14b154d2a09ce9a1508b6ee4861dd5df64ad82bfd7e4 | 27% | Unknown | 1 |
| 60 | Claude Opus 4.8 (Medium) automationbench:Claude Opus 4.8 (Medium)config_9bc17cc37c8ee20959203a8f4947c5b3af8bc2609a8396087cdbaa58c01d45af | 26% | Unknown | 1 |
| 61 | Claude Fable 5.0 (Medium) automationbench:Claude Fable 5.0 (Medium)config_016ff96a0e4331eec7742f8a9d4fd190c38091cc7b4e5bc176cd0f3d68a1b0ee | 25% | Unknown | 1 |
| 62 | Claude Opus 4.8 (Low) automationbench:Claude Opus 4.8 (Low)config_1933e3ab343725efb7037ee8c4dc8cb0825f9decf507e06c6690479aeb34940f | 25% | Unknown | 1 |
| 63 | Claude Opus 4.7 (Max) automationbench:Claude Opus 4.7 (Max)config_59e570755a4cf5d7fbb07f086d044c1bbf95cfa2dbf629a504a5ca5ef00d9ddf | 25% | Unknown | 1 |
| 64 | Gemini 3.5 Flash (High) automationbench:Gemini 3.5 Flash (High)config_755449f4b0a662664c5dbafb0c1d0dbeb840e0293ef0ca007b51d69549ca9561 | 25% | Unknown | 1 |
| 65 | GPT-5.6 Luna (XHigh) automationbench:GPT-5.6 Luna (XHigh)config_b8209af48673e711712a4e514aa2a6cfa4d0b1f8fee6c10d13dc8ac9dd117e30 | 24% | Unknown | 1 |
| 66 | GPT-5.5 (High) automationbench:GPT-5.5 (High)config_8eff39f6fbfb5661ca1f0191233bafda3a85e8b642e4070bea355b251519831b | 24% | Unknown | 1 |
| 67 | GPT-6 Luna (XHigh) automationbench:GPT-6 Luna (XHigh)config_e34d98131c28ce73764be376543465683a40ccd737a87830ffec3e5937ce96be | 23% | Unknown | 1 |
| 68 | Claude Fable 5.0 (Low) automationbench:Claude Fable 5.0 (Low)config_538922a0f6a51bf97e124666493ed18ea7f0329ba5ad951d9cb396bcbc209790 | 23% | Unknown | 1 |
| 69 | Claude Haiku 5.5 (default fallbacks, Max) automationbench:Claude Haiku 5.5 (default fallbacks, Max)config_2d730b70968a8445ec73c8964d1d773d21bfdca141a8aecd61edc914ef388709 | 22% | Unknown | 1 |
| 70 | GPT-5.6 Terra (High) automationbench:GPT-5.6 Terra (High)config_683e62a9dd0be7c3ce9e8da6b7a1fcf7591ada7d4dd9e0206f7fe96677b1f9d2 | 22% | Unknown | 1 |
| 71 | GPT-5.6 Sol (Low) automationbench:GPT-5.6 Sol (Low)config_98207ee200454b8ea84e956f71ecba3113d7f36d19749b06da86c646b055fc01 | 22% | Unknown | 1 |
| 72 | GPT-5.4 (XHigh) automationbench:GPT-5.4 (XHigh)config_e8064f3e3a4c1e8d61ed769cf52efb0672f7816498084d140131ffa26193195a | 21% | Unknown | 1 |
| 73 | Gemini 3.5 Flash (Medium) automationbench:Gemini 3.5 Flash (Medium)config_26955bb84631e73a688c108a6155adfdc11dd856fe5c262f1d36057bb7b3542a | 21% | Unknown | 1 |
| 74 | Claude Sonnet 5 (Max) automationbench:Claude Sonnet 5 (Max)config_972f27eeef575bb98d84efd9cfa4a1f3d1159d8210431dc30a14b7070ff906b9 | 20% | Unknown | 1 |
| 75 | Claude Haiku 5.5 (default fallbacks, High) automationbench:Claude Haiku 5.5 (default fallbacks, High)config_e7d0cc2bffe97d13bcd84dc6661c180b1b596bfb9511ead4345d21bb132d36c6 | 19% | Unknown | 1 |
| 76 | GPT-5.4 (High) automationbench:GPT-5.4 (High)config_f9a4242ec20cdc9f97ad292ac4ac3ad675cbfa489dd1392154e088019786c3b3 | 19% | Unknown | 1 |
| 77 | Claude Sonnet 5 (High) automationbench:Claude Sonnet 5 (High)config_20282f5cf0dbd7c112d93547824df5fcdee2cde63ea002164dd4701f113cf642 | 18% | Unknown | 1 |
| 78 | Claude Haiku 5.5 (default fallbacks, XHigh) automationbench:Claude Haiku 5.5 (default fallbacks, XHigh)config_3554b3b0c77b31f9b29d994dc9b7dec9286af6e127eca2d7b9b21e74a9f60978 | 18% | Unknown | 1 |
| 79 | Claude Opus 4.7 (XHigh) automationbench:Claude Opus 4.7 (XHigh)config_4358b0b845f5bdb1fc0fe74e682a7e6f8611b28ef6e9020d7cfc79b317926dc8 | 18% | Unknown | 1 |
| 80 | GPT-6 Luna (Medium) automationbench:GPT-6 Luna (Medium)config_aaed56f1623126e9e0f3c9f83fe8fbf57f088abe7a8ea052159749bea11aacb9 | 18% | Unknown | 1 |
| 81 | GPT-5.6 Luna (High) automationbench:GPT-5.6 Luna (High)config_6d2cc4180e12e117508f5272e4612a8a92945c4b96779a26a8f0ae0becd12c3c | 17% | Unknown | 1 |
| 82 | Claude Opus 4.7 (High) automationbench:Claude Opus 4.7 (High)config_de903b17293f654071e06d06bbd68685a6b8b1daf141a1536c8828e4506ef7df | 17% | Unknown | 1 |
| 83 | GPT-6 Sol (None) automationbench:GPT-6 Sol (None)config_0b6eb43d309326b5f507fb96fd383a58ccf83eb6b8d0a617de9be5081c7d0de7 | 17% | Unknown | 1 |
| 84 | Gemini 3.5 Flash (Low) automationbench:Gemini 3.5 Flash (Low)config_231bbc69d64c7ecdc426b5ddca802275a979a51fc9c79074919b3122df0802c9 | 17% | Unknown | 1 |
| 85 | GPT-5.5 (Medium) automationbench:GPT-5.5 (Medium)config_656eec9a117375a7a1d64d5d93991d50d899a608624f25c56a5d2c89818e4c16 | 17% | Unknown | 1 |
| 86 | Gemini 3.1 Pro (preview) (High) automationbench:Gemini 3.1 Pro (preview) (High)config_cfdc83f500f5f2027e4b83edc59e0701a1c000bb9645a20874170899130e1dd7 | 16% | Unknown | 1 |
| 87 | Claude Haiku 5.5 (default fallbacks, Medium) automationbench:Claude Haiku 5.5 (default fallbacks, Medium)config_9f8d37e89ebdeb515dc7d6ec7db89a53eedd3872a4414d8abda399b9f7fcc557 | 16% | Unknown | 1 |
| 88 | GPT-5.6 Terra (Medium) automationbench:GPT-5.6 Terra (Medium)config_f4ab754d979d37b2482d7f87e1438f5495ac5188a8cfeb8c4d1f4fceec5bdf3a | 15% | Unknown | 1 |
| 89 | GLM 5.2 (Max) automationbench:GLM 5.2 (Max)config_0c13ca0ba185e27a9f5c82afde759268a5f5e77f5594464c0103d3957d614a99 | 14% | Unknown | 1 |
| 90 | Claude Sonnet 5 (XHigh) automationbench:Claude Sonnet 5 (XHigh)config_46217d1aac5ae584b99d820b707bf9a7ced9949c46d9b327d5de4da4df08aab0 | 14% | Unknown | 1 |
| 91 | GPT-5.6 Terra (Low) automationbench:GPT-5.6 Terra (Low)config_617e8371d486c79f25c0e07ae993e3495c113b65fc930005ee07b38fb44deec6 | 14% | Unknown | 1 |
| 92 | Gemini 3.1 Pro (preview) (Medium) automationbench:Gemini 3.1 Pro (preview) (Medium)config_c8fd43f830cbdb9b4503da89b1db1ec30caa30f3879ebae54294322105660a5b | 13% | Unknown | 1 |
| 93 | Claude Opus 4.7 (Medium) automationbench:Claude Opus 4.7 (Medium)config_2800b26b583f7d5d02436aae781338e2a96e54e82429d8191e16676583b5de1a | 13% | Unknown | 1 |
| 94 | GLM 5.1 (Max) automationbench:GLM 5.1 (Max)config_55964024fb11ee6532d7554782d28f013f1056dbf08ebb8c9bd447189e6cfb73 | 12% | Unknown | 1 |
| 95 | Claude Haiku 5.5 (default fallbacks, Low) automationbench:Claude Haiku 5.5 (default fallbacks, Low)config_34ae6300e749bf6a300ffb78bd3ee3c48e0a47d5c09df05e1daa18a8777d97bd | 11% | Unknown | 1 |
| 96 | Claude Sonnet 5 (Medium) automationbench:Claude Sonnet 5 (Medium)config_69f2227cb119fd66a3ec31face79684824168194551dc155b990cebd7ed9f33d | 11% | Unknown | 1 |
| 97 | Claude Opus 4.7 (Low) automationbench:Claude Opus 4.7 (Low)config_0ace5839fcad4044d3df332bae99e48417cbbf6744e139c5c78b4e135428ccf1 | 10% | Unknown | 1 |
| 98 | Claude Sonnet 4.6 (Max) automationbench:Claude Sonnet 4.6 (Max)config_b98e2fee1d3cf0c74de948a3d0d45b5b80c9f51a16a7f5d660c823a1cb292226 | 10% | Unknown | 1 |
| 99 | GPT-5.4 (Medium) automationbench:GPT-5.4 (Medium)config_d1966837232621d34f8fc04ca0a4b7e80b692c23a077aa498455ead06822bd81 | 10% | Unknown | 1 |
| 100 | Claude Sonnet 4.6 (High) automationbench:Claude Sonnet 4.6 (High)config_917f2ef386a3a6346baf40eb79c1e64adcd06b4922ac984800b0ce54f1171f51 | 9% | Unknown | 1 |
| 101 | Minimax M3 (Max) automationbench:Minimax M3 (Max)config_0b34173771cf7e524bf382430c1f0bddec294a39a446c29f1d2838f536d6f2c9 | 9% | Unknown | 1 |
| 102 | Gemini 3.1 Pro (preview) (Low) automationbench:Gemini 3.1 Pro (preview) (Low)config_9c231cb0712e622189c62e9d503de44ce2e978d4bb9970b0b1cdcaa60df629f6 | 8% | Unknown | 1 |
| 103 | Qwen 3.6+ (High) automationbench:Qwen 3.6+ (High)config_ac8c95d3767eb2450487c2de81bb2dd53fee30be7c5348cdad6aaa714dd0f03d | 8% | Unknown | 1 |
| 104 | GPT-5.6 Luna (Medium) automationbench:GPT-5.6 Luna (Medium)config_7a9ec1209ea915c2f075866e5c9e7e496774b0e4098e9cecadfa82fc82247085 | 8% | Unknown | 1 |
| 105 | Gemini 3.5 Flash Lite (Medium) automationbench:Gemini 3.5 Flash Lite (Medium)config_5965182fe9b7ac2b4b4bb68e3a68f28e12fa95580a161dff9e32b8cbbb17b45e | 7% | Unknown | 1 |
| 106 | GPT-5.6 Sol automationbench:GPT-5.6 Solconfig_0fe3df83d5405cb879e7c888d3ec219c37f8abfb1b77fac891c4d1a83bec7ef2 | 7% | Unknown | 1 |
| 107 | Qwen 3.7+ automationbench:Qwen 3.7+config_b1ab5e4e13101409eda689ce8df061d2b2c0d934660398fa80ddea334e3250a2 | 7% | Unknown | 1 |
| 108 | Claude Sonnet 4.6 (Medium) automationbench:Claude Sonnet 4.6 (Medium)config_60e7088d0f31383097dd602e14d9c3293c966054d0a1a86a59362b9a01100b83 | 7% | Unknown | 1 |
| 109 | Claude Sonnet 5 (Low) automationbench:Claude Sonnet 5 (Low)config_d512e3d3de66475a32922dd7c1fcea8ff173d6c57fb3126d644cafbcd373d3db | 7% | Unknown | 1 |
| 110 | Gemini 3.5 Flash Lite (High) automationbench:Gemini 3.5 Flash Lite (High)config_a1f5d3b72d69f9325d23335544f0cb70a1b4ef6115866fd4f4e2ebfbe10ba194 | 6% | Unknown | 1 |
| 111 | Kimi K2.7 Code automationbench:Kimi K2.7 Codeconfig_ab845b1f3ab15c72ebe2f75b680321bc084498e7d4c7e7fdf618ce0d0e9df307 | 6% | Unknown | 1 |
| 112 | Claude Sonnet 4.6 (Low) automationbench:Claude Sonnet 4.6 (Low)config_0ccde52aa509afd4e2350cb38a101a54b7665b73a20654c5a17a66aaa7271c05 | 5% | Unknown | 1 |
| 113 | GPT-5.5 (Low) automationbench:GPT-5.5 (Low)config_24e8d53c0136d8b5629ecff77e4455c68b17328ff9f8296451a1cbd32c3bfc0b | 5% | Unknown | 1 |
| 114 | Kimi K2.6 automationbench:Kimi K2.6config_f459a46c670d91cee6f393e92df639704024fd609fd9772213160ed6b2f0382b | 5% | Unknown | 1 |
| 115 | GPT-5.6 Luna (Low) automationbench:GPT-5.6 Luna (Low)config_f3f80ec5f6bcba5acda6376458367925ac1495556eb56c1f3de677a3f4b14d56 | 3% | Unknown | 1 |
| 116 | Gemma 4 31B (Max) automationbench:Gemma 4 31B (Max)config_76f665c645a8364c51556168df78bf0eea23138b7a2b5da4677778f80647fdd4 | 3% | Unknown | 1 |
| 117 | GPT-5.4 (Low) automationbench:GPT-5.4 (Low)config_4fb251b393d11b9386f207b0f37d67759be0dcaed5ecbcbcb0b77896ba4606e5 | 3% | Unknown | 1 |
| 118 | GPT-6 Luna (Low) automationbench:GPT-6 Luna (Low)config_4570dbe7a5543ef8a8248ae5c61dc2ebee528e2938861a3dab8c36e9c93250fe | 2% | Unknown | 1 |
| 119 | Gemini 3.5 Flash (Minimal) automationbench:Gemini 3.5 Flash (Minimal)config_b54c11ea31d7647b3d7db5177afe3a157affea280a4d973fb311e13a5ac35fb4 | 2% | Unknown | 1 |
| 120 | GPT-5.5 automationbench:GPT-5.5config_11e954943fd9ad77cabe35d72b06200fa98db7508157154de7c3785df6605897 | 2% | Unknown | 1 |
| 121 | GPT-5.6 Terra automationbench:GPT-5.6 Terraconfig_cf03f5b3c4e7a90d8a90130659a125a2377620b1d4b57ce89ccd6d5b184c9c6a | 1% | Unknown | 1 |
| 122 | Claude Haiku 4.5 automationbench:Claude Haiku 4.5config_99e5bf5740dd30017b10fe9e3fe1e4ea8edb3f10d66879ee9bbfa545d4f1ef14 | 1% | Unknown | 1 |
| 123 | Minimax M2.7 (High) automationbench:Minimax M2.7 (High)config_bea74616b427750ea86b97daee9f4973d8894f2958d5cb66a35740ab3e41eb0c | 1% | Unknown | 1 |
| 124 | GPT-6 Luna (None) automationbench:GPT-6 Luna (None)config_415054aa14c4ebcb5967ebb9c853eb09f6f5951d2b3334f17783a5d0fa7e19cc | 1% | Unknown | 1 |
| 125 | GPT-5.4 automationbench:GPT-5.4config_5471863f8d76f77203a971b328349f3a41a8c9c6b3fb7f436e38250d2bcd80a0 | 0% | Unknown | 1 |
| 126 | GPT-5.6 Luna automationbench:GPT-5.6 Lunaconfig_bc7a49651846ff7d1b19f8a048bc5bf5f309f59aea304331361eb342ea17a0af | 0% | Unknown | 1 |
| 127 | GPT-OSS 120B (High) automationbench:GPT-OSS 120B (High)config_cfa46f246cd66e02d2b0dd618d8de1f72d1e999d10abe5661068575dfbb636a4 | 0% | Unknown | 1 |
| 128 | Gemini 3.5 Flash Lite (Low) automationbench:Gemini 3.5 Flash Lite (Low)config_f9644e1833ae570913681da98d4ba6f799add0287f54495d4696bc9704bd2858 | 0% | Unknown | 1 |
Not enough independent evidence for a top set
- Calibration has not been validated
- Independent benchmark-family coverage is below the required threshold