LLM response quality evaluation
Assess correctness, reasoning, relevance, usefulness, completeness, and evidence quality.
Explore →EDMYTICA / AI EVALUATION
AI needs more than a score.
Expert-designed human evaluation that examines how AI systems perform, where they fail, and what those findings mean for real people.
EVALUATION SERVICES01 / EDMYTICA 02 / EDMYTICA 03 / EDMYTICA 04 / EDMYTICA 05 / EDMYTICA 06 / EDMYTICA
Human judgment, systematically applied.
Engagements are scoped around the model, users, domain, risks, and available qualified evaluators.
Hallucination & faithfulness audits
Review factual claims, citation support, grounding, and evidence fidelity in model responses.
Explore →Human evaluation study design
Develop evaluation tasks, rubrics, sampling plans, annotator instructions, and quality controls.
Explore →Explainability & human-AI studies
Examine explanation usefulness, appropriate reliance, user understanding, and interaction outcomes.
Explore →Benchmark & comparative assessment
Compare systems using transparent criteria, error taxonomies, and documented limitations.
Explore →Domain-expert evaluation coordination
Plan studies requiring specialized evaluators, subject to suitable expert recruitment and project scope.
Explore →EVALUATION WORKFLOW
Evidence you can inspect.
A transparent workflow from evaluation design to findings.
01
Scope
Identify the system, use case, and evaluation questions.
02
Protocol
Define tasks, rubrics, samples, and quality checks.
03
Human review
Run structured assessments with appropriate evaluators.
04
Analysis
Report results, disagreement, failure modes, and limitations.
IMPORTANT DISTINCTION
Evaluation is not certification.
Claims should match the evidence.
Edmytica evaluation provides findings within an agreed scope. It does not certify that an AI system is universally safe, fair, reliable, or legally compliant. Specialized assessments require appropriately qualified reviewers.
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LET’S THINK TOGETHER
Discuss your project ↗Have a challenge worth exploring?
Tell us what you are working on. We will discuss whether Edmytica is a suitable fit.