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LLM & Agents · Enghouse Interactive · 2024

Automated LLM Evaluation Framework

Automated quality assessment for LLM-generated output, plus unit and E2E tests for LLM services.

01 The problem

LLM output quality was judged manually and inconsistently, slowing every model or prompt change.

02 What I did

  • Designed scoring for summarisation, extraction and sentiment tasks across model families.
  • Wired evaluation into unit / E2E tests and Jenkins CI/CD.

03 Impact

  • Model and prompt changes validated automatically
  • Faster, safer iteration on LLM services

Client work — details generalised to respect confidentiality. Happy to discuss specifics in an interview.