OneirixResearch grade intelligence
Oneirix

Independent
AI evaluation.

Bespoke testing and technical advice for the AI decisions that matter to your business.

Third-party evaluation shaped around your system, use case and domain, from investment diligence to investigating model failures.

Discuss your evaluation
01 / What we doTailored to your decision

Start with
your decision.

  1. 01

    AI technical diligence

    Diligence for acquisitions and investment. We examine technical claims, model capabilities and limitations so you can assess the AI behind the opportunity.

    What you take awayAn independent assessment of technical claims, strengths and risks.

  2. 02

    Proprietary model evaluation

    Evaluate a novel or proprietary model against the tasks and conditions that matter. We tailor the tests to its architecture, intended use and available access.

    What you take awayA clear account of capabilities, limitations and evidence gaps.

  3. 03

    Model selection

    Compare candidate models on your real workload. We assess performance and failure patterns in your domain, alongside the practical constraints of deployment.

    What you take awayA comparison built around your use case to inform your choice.

  4. 04

    Failure investigation

    Investigate an unexpected result or recurring failure. We examine model behaviour and, where access allows, internal computation to identify patterns and test possible explanations.

    What you take awayReproducible findings, recommendations and a basis for retesting.

02 / How we workResearch informs the method

A clear scope.
Independent evidence.

We agree the questions, model access and evaluation scope with you. Tests are tailored to your system and domain, and every finding stays tied to what was actually examined.

Your systemYour use caseYour domain

  1. 01

    Scope

    Define the decision, domain and model access.

  2. 02

    Test

    Build an evaluation around your real use case.

  3. 03

    Investigate

    Examine behaviour, failures and their possible causes.

  4. 04

    Report

    Explain the findings, limits and next steps.

Evidence for
your decision.

Our research informs tailored tests and our own benchmarks. Where model access allows, we measure internal computation during training and inference to investigate behaviour beyond outputs.

An independent report connects the findings to your decision, with clear recommendations and limits on what the evidence establishes.

Oneirix

Evaluation report

Illustrative contents
  1. 01System, use case and domain
  2. 02Questions and evaluation scope
  3. 03Methods, benchmarks and access
  4. 04Findings and failure evidence
  5. 05Limitations and open questions
  6. 06Recommendations and next steps
System / use case / domainONEIRIX
03 / Discuss an engagement

What do you
need to know?

Tell us about your system, the decision you face and the evidence you need. We will help define a tailored evaluation.

Discuss your evaluation