BlogLLM Benchmark Scores as Published, Side by Side

Management Consulting Tasks (Internal): Results as Published

Every result the catalog holds for Management Consulting Tasks (Internal): 7 models from 3 developers, read from 1 page. Each number is as printed by the company named beside it; nothing is ranked or rescored. Models are listed by developer, newest first.

Area Knowledge WorkMaintainer OpenAIIntroduced 2026Data version 2026103001, as of 2026-10-30

An internal OpenAI evaluation of management consulting work, listed on the GPT-5.6 release page among the professional evaluations. The page prints only the name and a pass rate per model.

Management Consulting Tasks (Internal)

ModelValuePrinted bySetup as printed
GPT-5.6 LunaOpenAI, released 2026-07-0935.4%OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15-
GPT-5.6 SolOpenAI, released 2026-07-0943.2%OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15-
GPT-5.6 TerraOpenAI, released 2026-07-0937.2%OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15-
GPT-5.5OpenAI, released 2026-04-2331.3%OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15-
Claude Fable 5Anthropic, released 2026-06-0935.5%OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15-
Claude Opus 4.8Anthropic, released 2026-05-2831.6%OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15-
Gemini 3.1 Pro PreviewGoogle, released 2026-02-1913.2%OpenAI, GPT-5.6: Frontier intelligence that scales with your ambitionchecked 2026-10-15-

Every number here is read from the same catalog file as the benchmark table, data version 2026103001, and is the number the table shows for that model and test. Where one page printed a model under several setups, each value is listed. The catalog is public in armanobosyan/sugra-llm-benchmarks; a wrong number can be reported from the table, with Report an error under the value, or as an issue in that repository.