APPLICATIONS

Whatever your role in AI, know where it stands.

We help organizations answer specific questions about systems they're building, deploying, or considering. The assessment follows the use case—not a one-size-fits-all benchmark.

FOR BUILDERS

AI product companies

Find out how your product behaves on realistic customer tasks, where performance is unreliable, and what requires attention before a release or deployment.

Discuss your product
FOR OPERATORS

Enterprise AI teams

Evaluate internal knowledge assistants, workflow tools, and other AI applications against the tasks your organization actually needs them to perform.

Discuss an internal system
FOR BUYERS

Organizations evaluating vendors

Go beyond a polished demo. Assess a proposed AI solution on representative use cases, with clear criteria and a documented record of findings.

Discuss a vendor evaluation
INITIAL FOCUS

Starting with finance-related AI workflows.

Finance teams depend on precise information, well-defined rules, and careful handling of exceptions. These characteristics make focused technical evaluation particularly valuable.

Examples worth evaluating

  • Internal finance knowledge assistants
  • AI tools for reviewing finance documents
  • Vendor products used in finance operations
  • AI-supported business processes with clearly defined rules

We evaluate only within agreed technical scope. We don't claim to provide formal bank-model validation, accounting assurance, or regulatory certification without the required expertise and authorization.

A GOOD FIT

The best engagements start with a real decision.

Before a rollout

What failures should we address before putting this system in front of more people?

During vendor selection

Does this AI solution meet our actual workflow requirements?

After performance concerns

Why is this system getting things wrong, and where does it fall short?

When comparing alternatives

Which system performs better under a consistent, meaningful test?

LET’S TALK

Have a system worth putting to the test?

Tell us the use case and the question you need answered. We’ll discuss whether a focused technical assessment is the right next step.