aistottle

Any LLM — at frontier level

aistottle is a layer on top of your AI model. It solves the task with a program, checks the calculation and tells you honestly what the answer rests on. An inexpensive model with aistottle reaches the accuracy of the best systems — across different domains.

Connect to your AI →

Same model, same tasks: 22% → 91% on DABstep

Claude · ChatGPT · Cursor · Claude Code · MCP

Real run · a task from the DABstep benchmark
You

What fees did Belles_cookbook_store pay on January 12, 2023?

Your AI with aistottle

€12.91

Checked by aistottle: read your 3 files · fee rules from a verified library · re-run gave the same result

✓ Benchmark answer: 12.91 — match
How it was computed
cognit_compute  data payments.csv · fees.json · merchant_data.json
                library payments_fees
fees = json.loads(DATA["fees.json"])
day  = [r for r in rows if r["day_of_year"] == "12"]
print(round(total_fees(fees, merchant, day, month), 2))
12.91

Measured, not promised

DABstep, the data-analysis benchmark: the same inexpensive model scores 22% with a standard agent and 91% with aistottle — on par with the leaderboard leaders.

Domains

Data and finance

Tables, reports, exports: the answer is computed by a program from your files and re-run to check.

Rules and tariffs

Fees, taxes, payment schemes, your internal rules: computed with verified libraries tested on examples.

Math and science

Problems are solved with code — symbolic math, simulation, solvers — not guessed in words.

Knowledge with sources

Search and knowledge bases (PubMed, arXiv, OpenAlex, Wikipedia and more): the answer comes with a link to the source.

Documents

PDFs, policies, contracts: the answer is taken from the document itself.

How it works

  1. Create an aistottle account and copy the connection address.
  2. Add aistottle as a connector in Claude, ChatGPT, Cursor or another AI app and sign in.
  3. Ask as usual: your AI computes with aistottle over your data and verified rules — and shows what the answer rests on.

Inside is cognit, our engine: it runs the calculation, re-checks it and applies verified rules.

Your AI app, your model

aistottle works inside the AI app you already use — Claude, ChatGPT, Cursor and other apps with MCP. The model is the one you chose there; aistottle never receives your AI key.

Pricing

No subscription. Your AI app is paid as before; aistottle's fee per calculation is shown in your account. Account and top-up.

Your data

Data you upload to your account is kept until you delete it and is used only for your requests; everything else is processed only while it is computed. Privacy policy.

For developers

MCP: connect aistottle to Claude, ChatGPT or Cursor — the address is in your account →

API: create an API key in your account →

https://aistottle.com/mcp