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August 2, 2026 · Ada Admin

What “good” looks like in an LLM feature eval

Stop demoing vibes. Ship with golden sets, traces, and cost budgets.

What “good” looks like in an LLM feature eval

Define task success before you pick a model.

  • Golden prompts with expected behaviors
  • Faithfulness checks when retrieval is involved
  • Latency and $ / successful task budgets
  • Regression suite on every prompt change

If you cannot measure it, you cannot price it — or trust it.