A test set from real work
Define expected outcomes with domain owners. Include common cases, edge cases, missing evidence, and examples where the system should decline or escalate.
LLM evaluation and AI quality testing
Know what your AI system gets right.
Evaluate an existing AI assistant, RAG system, or agent before expanding it. Redko helps build representative test sets, failure analysis, release checks, and a plan to improve quality, latency, and operating cost.
What we can build
Useful from the inside out.
Task-level measures
Assess answer usefulness, citation accuracy, retrieval, tool use, and successful completion. Inspect failures rather than relying on one aggregate score.
A repeatable release check
Compare changes to prompts, models, retrieval, and tools against the same baseline. Track cost and latency alongside quality.
How we work
A clear path from idea to rollout.
Define what matters
Agree the workflow, impact of errors, available examples, and acceptance criteria. Separate offline evaluation from observed live behavior.
Run and investigate
Combine programmatic checks with review where judgment is required. Group errors by cause and prioritize actionable fixes.
Make the check reusable
Deliver the evaluation setup and findings, then agree which fixes or ongoing monitoring belong in the next scope.
Will you certify our system as safe or compliant?
No. This is engineering evaluation against an agreed scope. Formal certification or specialist legal and compliance review is a separate process.
Can evaluation reduce operating cost?
It can identify opportunities such as smaller models, shorter contexts, caching, and fewer tool calls. Savings must be measured against quality and workload.
Can you evaluate a pilot someone else built?
Yes. Access to the implementation, sample data, and expected behavior determines what we can assess.
Let’s build something
Tell us what you want to build.
An idea, an existing product, or a workflow that takes too much time. Tell us where you are, and we’ll talk through a useful next step.
Prefer email? info@theredko.com
No account required. A conversation before a commitment.