Custom Healthcare Reasoning Tasks

Summary and intended purpose

A custom engagement rather than a fixed dataset. We work from your model's observed failure modes to a data specification, then generate and evaluate against it. Specialties outside clinical nutrition require matched expert partnerships and a feasibility review before any generation begins.

Target training or evaluation tasks

• Defined jointly during discovery
• Typical requests: targeted failure correction, hard negatives, structured outputs, specialty benchmarks

Clinical scope

• Established expertise: clinical nutrition
• Other specialties: subject to expert partnership and feasibility review

Example record schema

{
  "example_id": "<engagement_prefix>-0001-synthetic",
  "specialty": "<agreed_specialty>",
  "task_type": "<agreed_task_type>",
  "language": "<agreed_language>",
  "scenario": "<specification_driven_scenario>",
  "constraints": [
    "<constraint_family_a>",
    "<constraint_family_b>"
  ],
  "candidate_response": "<structured_response>",
  "automated_checks": {
    "schema_valid": true,
    "constraints_referenced": true
  },
  "review_status": "<per_engagement>",
  "generation_version": "<engagement_version>"
}

Generation methodology

1. 01Discovery, specification, generation, automated evaluation, human review, and delivery as described on the Custom Data page.

Validation information

• Qualified expert reviewers matched to the specialty; sampling protocol agreed in the specification.
• Human review is scoped and priced per engagement.

Known limitations

• Comprehensive specialist coverage does not exist today; feasibility is assessed per request.
• Delivery is not guaranteed until a specification and review plan are agreed.

Licensing and access process

Licence status: By agreement. Access is sales-assisted. Licensing is handled by agreement, based on data provenance, rights, permitted uses, delivery, and commercial terms.

1. Step 1Discovery conversation about model, specialty, and target behaviour.
2. Step 2Written specification and feasibility review.
3. Step 3Engagement terms covering generation, review, provenance, and licence.