Business answers should be checkable

Ronyxx answers questions about your Odoo with tested calculations from your own records, not by asking an AI model to guess a number. We test its figures against answers worked out separately from the records, check that each role sees only what it may, and try it with unclear and unanswerable questions.

Latest benchmark: 21 Oct 2026

  • 99.3%Verified answer accuracy1,831 of 1,843 answers matched the records
  • 0.5%Unsafe-answer rate12 wrong in 2,212 questions
  • 100%Permission tests passed242 of 242 passed: no role saw what it may not
  • 2,212Questions tested12 roles, Odoo 16, 17, 18 and 19

The 12 wrong figures found on 21 Oct 2026 were fixed on 22 Oct 2026. The next run measures the fixed version.

Ronyxx in 47 seconds, on the sample company. Open the film

By kind of question

Questions from earlier rounds show that what worked before still works. New questions, written by people who never saw Ronyxx's code or replies and asked once, show how it does on questions it has never seen.

Questions from earlier rounds

1,935 questions: every question asked in earlier test rounds, asked again

  • Verified answer accuracy99.8% 1,603 of 1,607 answers matched the records
  • Unsafe-answer rate0.2% 4 wrong in 1,935 questions
  • Permission tests passed100% 210 of 210 passed
  • Answered93.2% 1,607 of 1,725 answered; the rest asked which one or said it can't yet

New questions, asked once

277 questions: a blind round written by people who never saw Ronyxx's code or replies

  • Verified answer accuracy96.6% 228 of 236 answers matched the records
  • Unsafe-answer rate2.9% 8 wrong in 277 questions
  • Permission tests passed100% 32 of 32 passed
  • Answered96.3% 236 of 245 answered; the rest asked which one or said it can't yet

What we test

  • The figures. Does each figure match the answer worked out separately from the raw records?
  • The business logic. Are the right records, dates, statuses and filters included?
  • Safe handling. Does Ronyxx ask which one you mean, or say it can't answer yet, when it can't answer safely?
  • Access by role. Does each role see only what it's allowed to?
  • No step back. Do questions that passed before still pass after a change?

How each rate is counted

  • Verified answer accuracy. Answers whose figures match the records, out of every question Ronyxx answered with a figure.
  • Unsafe-answer rate. Wrong figures, and anything shown to a role that may not see it, out of every question asked. Asking which one you mean, or saying it can't answer yet, is safe and isn't counted here.
  • Permission tests passed. Questions a role may not see the answer to, passed when nothing it may not see is shown.
  • Answered. Questions answered with a figure, out of those the records can answer. The rest, it asked which one or said it can't yet.

Every expected answer is worked out from the raw records. The grader decides most replies, and every reply it marks wrong or can't decide is checked by hand against the records.

What the tests found, and the fix

  • Benchmark of 21 Oct 20264 wrong figures in earlier questions and 8 in the blind round, fixed on 22 Oct 2026

Wrong figures our customers reported

None so far.

Found one? Email [email protected] with the question and the figure. We check it against the records, fix the cause, and list it here without your name.

What this means for your business

Testing lowers the risk, but no set of tests can promise that every answer will always be right. Results can depend on how complete your Odoo records are, how a figure is defined, your permissions and the question asked. For important financial decisions, check the records in Odoo.

Our rule: calculate carefully, test all the time, and ask rather than guess.

Check it yourself

Ask the sample company any question, on the home page or on WhatsApp, then check its answer against its records.

The sample company's records EXCEL

Every name and figure in the sample company is made up for the demo.