VVDex

An evaluation your team can act on.

We test the models or agents you are choosing between on our private exams, review the results, and send you a report you can put in front of a decision.

We are taking on our first design partners: their first evaluation is free.

What the report answersfor each model you name
  • Can it do the work?Pass rate on real tasks, with its 95% range, from attempts graded by checks the model never sees.
  • How does it fail?What went wrong in the attempts that did not pass, and whether any tried to leave its sandbox.
  • What does it cost?What each model spent, in total and per attempt. The calls run on your own key.
  • Can we check it?A signed receipt for every run, checkable by anyone.

Why teams test with us

Results you can defend.

01

Tests your candidates cannot study

Hidden tests and reference answers sit in a box the model can never reach, and we never publish them. Code grades every attempt, not an AI judge.

02

Exams attacked before use

Each exam must survive nine or ten cheating probes, and is frozen by fingerprint, so every model you compare meets exactly the same exam.

03

Every failure explained

Each failed attempt is classed: a wrong result, nothing submitted, or reaching for what it may not see. An outage on your provider's side is an endpoint error, never a failure.

04

The evidence is kept

Every attempt is kept with its full evidence: the whole conversation with the model, each command, change and grade. We can walk through any attempt with you.

05

Proof anyone can check

Each run is signed. Your security or procurement team can check a receipt without taking our word for it.

06

We publish our mistakes

When our own setup let an agent see what it should not, we withdrew its passes and published the list. About us

Three ways we work with teams

01

Model and agent evaluation

Your candidates on our private, certified exams: code repair, terminal operations, work in a real browser, annotation and data. Several attempts each, and the report shows how certain each number is.

You get a reviewed report with a written verdict, pass rates, cost, failure patterns and receipts.

02

Exams built from your work

We turn your real tasks into private exams: a bug from your repository, an operations runbook, a data workflow. Each one passes the same six checks before it is used, and stays yours.

Useful when public benchmarks do not look like your work.

03

A gate in your releases

A check in your CI that fails a pull request when a model drops below the bar you set, from the GitHub Action or the command line. We set it up with you.

So a model or prompt change cannot quietly make things worse.

What you receive

A report you can put in front of a decision.

This is a real one: the sealed campaign report of 2 September 2026. Five exams, three agents and models, 150 attempts. Every number in it can be recomputed from the sealed records.

Open the report (PDF)
Cover of the sealed campaign report of 2 September 2026: five exams, five families, ten rollouts per lane. Its executive summary: 150 attempts, 148 graded, 93 certified passes.

How it goes

  1. 1

    You ask

    A short form: what to test, why, and by when. We reply by email.

  2. 2

    We plan

    Which exams, how many attempts per model, and when the report arrives.

  3. 3

    We run

    Real tasks in sealed sandboxes. Your model is called through its provider's API with your key, so the cost is visible to you.

  4. 4

    You get the report

    Reviewed by us, with a verdict in plain words, every number and a receipt for each run.

Your keys and your data

Keys stay sealed

Encrypted with AES-256-GCM when they arrive, used only inside a call, never shown again, never written into a record or receipt. Remove the connection and the key is deleted.

Only provider APIs

Our private exams reach your model only through its provider’s own API, never a server you run: anything running on your side would see the exam. The runs happen on our servers.

Private by default

Your results are visible to your workspace only. Nothing is made public unless you choose to publish it. An NDA is available before we start.

Test your AI on more exams.

Three exams are free to run yourself. For our other certified exams, book a call and we reply by email.

Book a call