Agent ML Ensemble turns analyst intent into production models, reports and audit trails — through validated skills, never around them.
Point agents at pharma data without context and you get confident nonsense. Ensemble is built as one integrated stack — every agent runs on validated data context, domain skills and an approval gate, so work arrives production-ready with the audit trail already attached.
Validated data context — claims, CRM and EHR unified with lineage preserved, 50M claims in a single run. Every agent reasons over the same governed view. Never a guess.
The AutoML SDK underneath. Agents don't reinvent pipelines — they drive a factory already running 80+ production models across 10+ brands.
Institutional knowledge packaged as validated skills — lifecycle, therapeutic and commercial. Seventeen live today; a new disease area onboards in hours.
A plan gate before any code runs, drift, bias, hallucination and traceability checks on every output, and impact measured independently. Zero ungoverned output.
Branded, report-ready deliverables — exploratory analysis in thirty minutes, a documented pipeline in a day, answers reps and leaders act on.
