BlogLLM Benchmark Scores as Published, Side by Side

Moonshot internal finance benchmarks: Results as Published

Every result the catalog holds for Moonshot internal finance benchmarks: 6 models from 5 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 Moonshot AIIntroduced 2026Data version 2026103001, as of 2026-10-30

Three in-house finance tests of Moonshot AI. Financial Modeling grades formula linkage, financial logic and final workbook quality in real-world modeling tasks. Financial Research grades whether a model produces auditable research under evidence and cutoff constraints. Business Operation tests long-horizon management and decision-making in a simulated business environment.

Business Operation (Internal)

ModelValuePrinted bySetup as printed
GPT-6 AstraOpenAI, released 2026-09-0332.3%Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24Effort: max; Fallback: with fallback
Claude Fable 5.1Anthropic, released 2026-09-0130.7%Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24Effort: max; Fallback: with fallback
DeepSeek-V4.1-Flash-1017DeepSeek, released 2026-10-178.9%Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24Effort: max
Kimi K3.1 ProMoonshot AI, released 2026-10-2337.8%Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24Effort: max
Kimi K3Moonshot AI, released 2026-07-168.9%Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24-
GLM-5.3Z.ai, released 2026-08-1818.6%Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24Effort: max

Financial Modeling (Internal)

ModelValuePrinted bySetup as printed
Kimi K3.1 ProMoonshot AI, released 2026-10-2357.6%Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24-
Kimi K3Moonshot AI, released 2026-07-1650.4%Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24-

Financial Research (Internal)

ModelValuePrinted bySetup as printed
Kimi K3.1 ProMoonshot AI, released 2026-10-2370.4%Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24-
Kimi K3Moonshot AI, released 2026-07-1658.8%Moonshot AI, Introducing Kimi K3.1 Prochecked 2026-10-24-

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.