Evaluation pipeline builds prompts from entity metadata, delegates to BatchEvaluator, parses structured LLM responses into ScoreEntry objects, and writes evaluation files. CLI: 'markitect infospace evaluate' with --provider, --entity, --chapter filters. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>