Customer workflow
From one important task to data your team can use.
Start with a packaged evaluation or work with us to define a source-backed pilot. Scope, deliverables, price, and turnaround are agreed before custom work begins.
How a pilot works
Define the task
Choose the question your system needs to answer and the sources that can establish correctness.
Measure the baseline
Run a source-backed evaluation, retain model outputs, and inspect the evidence behind each grade.
Target the failures
Use verified corrections to scope remediation data. Your team controls changes to its model or system.
Evaluate the change
Test on separate cases. Report what changed, including regressions and unresolved errors.
What you bring
A clear task, examples of model outputs, and the sources you consider authoritative. Tell us where mistakes matter and how you plan to use the result.
You can run your model in your own environment. We do not need to host it or change its settings.
What we deliver
A scoped baseline, evidence-backed failure examples, and an agreed dataset or report. Remediation and separate validation can be scoped as follow-up work.
We identify unsupported questions and source limitations before presenting a result as verified.