Verified

Results & impact

Verified numbers from career and product work. Where a result is from a pilot, it is labeled as a pilot.

OpenPage

~450,000+ learners
~3,300+ titles
Engineering org led toward ~30 engineers (9 direct in current Sr SDM role)

Excel AISprints

~50% defect reduction on pilot / recent feature releases
~30% engineer time saved where AI-assisted flows applied

Production ML · Cognowise

~91% precision on student retention / course-risk models
Millions of learning events in the analytics stack

Self-hosted LLM lab

Privacy-first self-hosted LLM tooling (Mistral / Codestral family) used by ~150 internal engineers