From Marketing to
AI Product Management.
CloudAGI wasn't founded in a boardroom. It started with a realization: "Marketing instincts—mining customer signals and quantifying lift—are exactly what AI products need to succeed."
"Obsessed with the exact users, pain points, and revenue moments we are building for."
Years in Growth & Marketing
Client-Focused ROI
The Evolution of CloudAGI
From leading high-growth marketing teams to engineering end-to-end B2B AI automation products—how business instincts steer technical AI success.
Marketing Roots
Four years owning growth campaigns taught me how to mine customer signals, brief creative teams, and quantify lift. That frontline marketing context is the bedrock of my AI product intuition.
Building LeSearch AI
Co-built LeSearch AI, a GPT-4 copilot for policy and climate analysts. Shipped scrappy MVPs every week, instrumented launches, and aggressively cut scope to drive activation and real user retention.
Leading AI Systems
Actively building end-to-end B2B AI automation products from 0 to 1 at Pilvi Systems and CloudAGI. Designing Amplitude analytics frameworks to track complex agentic workflows and driving measurable ROI.
Shipping Scrappy MVPs
The best PRD is a working prototype. I believe in rapid discovery, shipping functional AI agents aggressively, and letting user activation dictate the roadmap.
LeSearch AI
50+ UsersA complete end-to-end research copilot powered by GPT-4 and advanced Vector RAG. Engineered specifically for policy, climate, and venture analysts who need to instantly synthesize massive amounts of unstructured document data.
- Enterprise RAG: Processes 10,000+ page PDFs across multiple document sets simultaneously without hallucination.
- Automated Briefs: Generates complex executive summaries mapped directly to custom reporting frameworks.
- Verifiable Truth: Every single claim is strictly cited and linked back to the exact source page and paragraph.
Local SQL Agent
Translates everyday natural language queries into complex SQL to retrieve data safely for non-technical operations teams.
BYOK Browser
A 'Bring Your Own Key' implementation for highly secure and customizable browser automation open-source protocols.
The Toolkit & Competencies
“I believe in activating users, not just acquiring them. Great AI products aren't built in isolation—they are built by combining deep technical empathy with ruthless go-to-market execution.”