Realset Judge

Expert evaluation for agents in production

Evaluation design, failure diagnosis and continuous monitoring by people who do the job your agent is replacing. Human review beyond LLM-as-judge.

How it works

Judge turns agent reliability into a measured, repeatable process.

01

Evaluation design

Success criteria, rubrics and scoring defined with domain experts against your real workflow.

02

Failure diagnosis

Experts review agent outputs and tag where, why and how the agent fails, by failure mode.

03

Targeted training data

We produce fix-data for the highest-priority failure modes, in the format your training team uses.

04

Monitor

Re-score as models, prompts, tools and rules change; a dashboard tracks drift over time.

What Judge covers

Impact

Time to production

Find failure modes earlier

Shorter iteration cycles because failures are named and counted, not anecdotal.

Visibility

Know why the agent fails

Every score comes with an expert's explanation you can hand to the team fixing it.

Trust

Consistent behavior in critical flows

Monitoring catches regressions when a model or prompt changes.

Tell us what your model needs

Three questions. We reply within one business day with a sample set and a quote.

Looking for capture or annotation work? Go to the Experts page instead.

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