Product Management • AI Platforms

Architecting intelligent systems and scalable software from 0 to 1.

Senior Product Manager bridging multimodal AI architectures, developer platforms, and product-led growth. Turning complex technical capabilities into intuitive, high-retention software products.

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$12M+ ARR Scaled from Zero
-42% Time-to-Value (TTV)
99.99% API Platform SLA
Sponsored Resource
⚡ Enterprise AI Observability & LLM Evaluation Platforms — Automated telemetry, guardrails, and cost tracking
Interactive Prototypes

Subdomain Live Tools

Test product decision models and evaluation frameworks live in your browser.

Reach (Monthly Users) 12,000
Impact (Multiplier) 3x (Massive)
Confidence 90%
Effort (Person-Weeks) 2 wks
Calculated Score
16,200
Quick Win

Formula: (Reach × Impact × Confidence) ÷ Effort

Prompt Template
Evaluation Telemetry
42 tok
Tokens
240ms
Latency
96%
Accuracy
> Click "Run LLM Evaluation" to inspect assertions...
Control
Variant
Relative Lift
+20.3%
p = 0.0124
Statistically Significant Win (Confidence > 95%)
Case Studies

Selected Work

0-to-1 AI Platform $0 → $12M ARR

Enterprise Multimodal AI Orchestration Platform

Architected a hybrid semantic routing engine with automated RAG evals and tenant-isolated vector retrieval, reducing hallucination rates below 0.8% and scaling from zero to $12M ARR in 18 months.

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Product-Led Growth -42% Time-to-Value

Self-Serve Onboarding Overhaul & Activation Engine

Redesigned frictionless onboarding using pre-populated industry sandbox workspaces and contextual milestone nudges, lifting free-to-paid conversion by +28.4%.

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Writing & Thoughts

Recent Essays

The PM Mental Model for LLM Agent Architectures Aug 2026 • 7 min Why Most Feature Flags Fail: A Guide to Controlled Rollouts Jul 2026 • 5 min