Selected outcomes (anonymized)
Context
Regulated constraints and multi-party review.
What shipped
HITL pipeline + eval harness; targeted failure-mode tests.
Impact
Manual review down ~30–50%; time-to-decision from days → hours.
Timeline & scale
N months; X–Yk items/month.
Delivered
Datasets, labeling guide, tests, and a production runbook.
Context
Complex domain taxonomy and evolving requirements.
What shipped
Versioned data pipeline + golden sets; change-log for prompts/models.
Impact
Regression detection in minutes; controlled rollout with rollback.
Timeline & scale
N months; X–Y releases/quarter.
Delivered
Eval harness and governance framework.
Context
Hybrid automation with human checkpoints.
What shipped
Queueing for high-impact steps; inter-annotator agreement tracking.
Impact
Throughput up ~25–40% with stable quality thresholds.
Timeline & scale
N weeks; X–Y reviewers.
Delivered
Guidelines, dashboards, and steady-state ops runbook.