In-Depth Product Case Studies

Detailed breakdowns of problem spaces, architecture decisions, and business metrics.

0-to-1 Enterprise AI $0 → $12M ARR

Enterprise Multimodal AI Platform

The Problem: Enterprise clients faced high hallucination rates (18%) and unpredictable latency (>4.5s) when querying internal CRM and SQL stores with raw LLMs.

The Solution: Spearheaded product strategy for a hybrid semantic routing engine with automated RAG evals and tenant-isolated vector retrieval.

Latency 820ms P95
Hallucinations < 0.8%
Net Retention 144% NRR
Product-Led Growth -42% Time-to-Value

PLG Onboarding & Activation Redesign

The Problem: User analytics showed a 68% drop-off between account creation and first project setup, causing high customer acquisition payback periods.

The Solution: Implemented pre-configured sandbox templates, progressive milestone nudges, and contextual upgrade limits.

Time to Value 4.1 Days
Conversion Lift +28.4%
Support Load -55%