Five-business-day research sprint

Find where your clinical LLM workflow breaks.

I turn one clinical or biomedical text workflow into an inspectable test set, run it, and deliver the evidence traces and failure table your team needs for its next decision.

Request a public scope check
Fixed scope

Start with one decision, not a vague safety claim.

Founding-client sprint
$350

USD. First three accepted projects.

  • One text workflow, model, and prompt
  • Up to 20 approved cases
  • Extraction, abstention, citation, and confidence scoring where applicable
  • Raw traces, run manifest, error table, and concise report
  • 30-minute findings walkthrough
Comparison sprint
$750

USD. For a concrete model or prompt choice.

  • Up to 40 approved cases
  • Two model or prompt configurations
  • Paired performance and regression findings
  • Prioritized recommendation for the next evaluation cycle
  • All founding-sprint artifacts
Delivery

A small evaluation your team can inspect.

01 · CONTRACTDefine the workflow, evidence boundary, and decision.
02 · CASESFreeze a public, synthetic, or approved de-identified set.
03 · RUNRecord prompts, raw outputs, parameters, and hashes.
04 · REPORTReview failures, unsupported claims, and next steps.

The boundary is part of the work.

This sprint does not certify clinical safety, regulatory compliance, diagnostic accuracy, fairness, or production readiness. Do not submit patient information or confidential material through GitHub. The output is a reproducible evaluation artifact for research and product-development decisions.