I make complex platforms land with developers, without losing the business case.
A product executive who never stopped shipping. I've carried the number in board meetings and the pager in production, and I don't think those are different jobs.
I've run the org and written the code. Usually in the same quarter.
I'm a product executive who codes. Two tracks, run in parallel rather than alternated: developer ecosystems, and turning AI/ML capability into products people ship. What connects them is that I've been accountable on both ends — the developer hitting the API, and the buyer justifying the spend.
At AWS I supported 25+ AI/ML startups directly on developer-first positioning, evaluation frameworks, and getting LoRA fine-tunes into production. Before that I ran the Tagboard turnaround as CPO — $600K → $7.2M ARR, churn 65 → 8 — across teams of 10–20 in product, engineering, and data science. And I scaled the Klout Data Platform to $10M on two-way partnerships with Twitter, Salesforce, and Epsilon.
I still ship my own: a fine-tuned MIDI orchestrator, a location-aware AI history app, an MCP server for Cubase, a mortgage calculator that models SBLOCs. Not demos. Things with users.
Shipped. Not prototyped.
Three live sites you can visit, two ongoing personal AI builds, and the platform turnarounds I'm proudest of.
Fifteen years of platform & product P&L.
AI/ML Startups Product Specialist
Amazon Web Services (AWS)
- Authored GenAI/SLM playbooks for LoRA fine-tuning and evaluation frameworks used by founders and field teams to accelerate POC-to-production.
- Directly supported 25 startups seed → Series B; influenced 350 via events, programs, and content.
- Drove 15 portfolio activations > $250K ARR within 6 months through demos and developer-first positioning.
- Influenced $1.2M+ in net-new cloud consumption on Bedrock & SageMaker.
Chief Product Officer
Tagboard
- Led turnaround as CPO/COO. ARR $600K → $7.2M; churn 65% → 8%.
- Launched 7 revenue-driving products on a unified platform; shifted freemium → combined sales + PLG motion.
- Grew product team 1 → 4 and engineering 4 → 16 within 12 months.
- Owned third-party API platform & ecosystem integrations across Twitter, Facebook, Instagram, Snap, Reddit.
Product Consultant
Canvs AI
- Built the Product + Data Science operating system needed to scale; mentored org from 1 → 3 PMs.
- Restructured emotion + topic models from ~70% to ~85% precision/recall.
- Improved CS efficiency 120% with human-in-the-loop labeling.
VP & GM, Klout & Consumer Data
Lithium Technologies
- Brought community personalization + priority routing to market in 6 months — tied to $50M+ influenced pipeline.
- Integrated Klout's influence + consumer data into Lithium's platform; managed a 10-person cross-functional team reporting to CEO.
- Scaled Klout Data Platform to $10M revenue w/ partnerships at Twitter, Salesforce, Epsilon.
Developer Evangelist → Director, Platform Product
Klout (exited to Lithium)
- Productized API platform → 7-figure ARR, 60% of company revenue in two years.
- Lifted freemium → enterprise developer conversion +280% y/y.
- Shipped Topical Influence Scoring (NLP), Identity Resolution, Bulk Enrichment, SDKs. API latency hundreds of ms → ~12ms.
- Spoke at 20+ events globally (APIDays, API Strategy & Practice, Business of APIs).
The receipts.
A condensed tour of the work and the outcomes. Full PDF mirrors this — no surprises.
Outcomes
- ARR grown $600K → $7.2M (Tagboard)
- Churn 65% → 8% (Tagboard)
- $10M Klout Data Platform
- $1.2M net-new cloud consumption
- +280% y/y dev conversion (Klout)
- API latency 100s ms → ~12ms
Craft
- GenAI/SLM playbooks (LoRA, eval)
- API versioning & deprecation policy
- Topical Influence Scoring (NLP)
- Data-Driven Graphics platform
- Human-in-the-loop labeling program
Range
- Founding-team builder (Klout, Tagboard turnaround)
- Comfortable in code
- Stanford ML Specialization
- Operator + evangelist
- Reports up; hires; mentors
Written from the operator's chair.
On stage about APIs, ecosystems, and AI.
APIDays NYC
How AI Learned To Stop Worrying And Love The Scrape
EU Science Commission
Unfolding opportunities from APIs in Europe — quoted publication
APIDays
Paris · API platform strategy
API Strategy & Practice
Chicago · Monetizing platform data
The Business of APIs
NYC · Identity resolution at scale
AngelHack
SF · Developer onboarding workshops
ReCommerce Day
Influence-driven distribution