DOUVRASLabs
Engenharia

LLM audit and evaluation

Objective testing for quality, hallucination, security, RAG, latency and cost in systems already using language models.

Observed problem

The company deployed an LLM but cannot demonstrate when it works, what it costs, where it fails or which model it should use.

Expected outcome

A reproducible test suite, comparable results and a technical report with risks, priorities and acceptance criteria.

What the scope includes.

  • test set and baseline
  • hallucination, prompt-injection, RAG, cost and latency evaluation
  • model comparison, report and recommendations

How we begin

Projects scoped in USD or EUR

A discovery conversation defines the bottleneck, dependencies, evidence of completion and what stays out. Pricing follows that scope.

Engagements can be structured in USD, EUR or BRL. Timelines and pricing depend on validated scope.

Discuss a project