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Which AI model for which business function?

Public leaderboards measure exams. We test the leading models on a company's real work — reading an invoice, summarising a contract, answering a customer — and publish the protocol, the documents and the raw answers.

27 models · 12 labs · 22 benchmarks across 10 business functions · 2 measured so far

Latest reports

Newly evaluated models, new benchmarks, notes on method.

All news

Benchmark8 Oct 2026

Second measurement: 27 models face 64 financial-analyst questions

Seven models answer all sixty-four questions correctly, one of them at $0.001 per question. Eight others miss close to one in three or far more, nearly always on a calculation — and two invent an answer where there is none.

  • Seven models out of twenty-seven answer all sixty-four questions correctly. The cheapest, DeepSeek V4.1 Flash, costs $0.001 per question — thirty times less than GPT-6 Astra, which scores the same.
  • Eight models fail close to one question in three or far more, and it is the calculation that stops them. Nova Pro and Nova Lite get one calculation right out of thirty-two.
  • One question separates the top seven from the rest: Netflix's EBITDA margin, missed by seventeen models out of twenty-seven. Seven of them add content amortisation to the depreciation and amortisation the question asks for, and find 56.8% instead of 5.4%.
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The leaderboard, function by function

The best model for finance is not necessarily the right one for your customer service. Pick a function, then a benchmark.

Financial report analysis

With the report open at the right page, does a model do the first layer of a financial analyst's work?

Each square is a model, in its lab's colour and monogram. Click to open its page.

The 24 most recent models. The green line links those that no other model beats on both price and accuracy.

20 further tasks, across 8 business functions, have a written protocol and are waiting for their test set. See what is on the roadmap

Performance over time

Each release that beats its group's record adds a step. Between two releases, the best available model does not change.

Business Index8 Oct 2026

Business Index of the best model released at each date. One point per release that improves the group's record.