How regulated enterprises use Cognify

Challenge

Clinical NLP model fine-tuned on EHR data. Compliance review was taking 10+ weeks before any model could be deployed.

Outcome

Audit package generation cut pre-review documentation time from 3 weeks to 4 hours. Compliance team now approves models in under 2 weeks.

"Cognify is the first tool that made our compliance team feel as informed as our ML team."

— Head of Clinical AI, Meridian Health Systems

Challenge

Model risk management team required full data provenance for every fine-tuned model used in credit decisioning.

Outcome

Model risk committee approval cycle reduced from 8 weeks to 11 days. Full data lineage available for every model version.

"The immutable audit log gave our model risk team confidence they couldn't get from W&B alone."

— Model Risk Director, Vantage Financial Group

Challenge

Actuarial AI models required documentation satisfying both internal risk committee and state insurance regulatory requirements.

Outcome

Regulatory submission documentation generated automatically from Cognify audit packages. First model cleared state review in 3 weeks.

"We didn't change how our ML team trains models. We just added Cognify and the paper trail appeared."

— Chief Actuary Technology Officer, Arcata Insurance Group