01
Product launches and GTM
Positioning, messaging, cross-functional alignment, success metrics. Twenty plus end-to-end launches across B2B SaaS and consumer tech.
02
Lifecycle and growth
Subscription growth, ASO, onboarding, retention, churn. Hypothesis-driven, test and learn, mobile first.
03
Custom model training
Fine-tuning, distillation, synthetic data, evaluation harnesses. We measure before we ship.
04
Video understanding
Multimodal embeddings, retrieval, character pipelines, content indexing. Building video AI since 2014.
05
Genomics and bioinformatics
Whole genome sequencing pipelines, variant analysis, structural variants, AI-assisted interpretation. We built our consumer genomics platform from raw VCFs up.
06
Math and statistics
Statistical thinking applied to evaluation, modeling, and analysis. Numbers and patterns first, opinions second.