AI Product Manager
I help organizations design and ship AI-powered products—from enterprise ML platforms to agentic AI systems that drive real business outcomes.
I'm an AI Product Manager who turns ambiguity into action and designs AI systems that drive measurable progress.
My work spans LLM architecture, RAG pipelines, predictive scoring, and responsible AI governance; bridging strategic vision with technical execution. With a decade in enterprise digital transformation and five years building AI/ML products, I've delivered platforms impacting millions and unlocked 100s of $Millions in contract wins. As co-founder of a GovTech AI platform, I designed model-driven insights that enable high-confidence bid and investment decisions and automations that cut manual analysis time by 82%.
The AI/ML products featured on this site represent my AI product consulting work: from intelligent automation platforms and decision engines to financial recommendation systems and Agentic AI solutions. I led distributed engineering and data science teams from discovery through deployment and monitoring.
My work blends technical rigor with a global lens, shaped by experience across 60+ countries and fluency in Portuguese and Spanish, I bring wide-ranging perspectives and empathy to design and build technology that resonates across diverse teams, users, and contexts.
End-to-end AI product specifications demonstrating technical depth and strategic thinking.
Agentic AI system for investment analysis, combining risk scoring with explainable AI for portfolio decisions.
Multi-agent LLM orchestration for financial advisors, with Monte Carlo simulations and compliance guardrails.
NLP-powered clause extraction and risk classification using Legal-BERT and transfer learning from CUAD dataset.
Hybrid RAG + fine-tuned classifier system for automated RFP analysis, requirement extraction, predictive analytics and bid/no-bid recommendations.
AI-driven test generation with self-healing locators and flaky test detection for enterprise QA workflows.
Predictive ML scoring with LLM-powered personalization for real estate lead qualification and outreach automation.
AI-powered workforce optimization with semantic skill matching, demand forecasting, and bias-aware recommendations for enterprise staffing at scale.
Internal AI platform with contextual code intelligence, technical debt scoring, cross-repo impact analysis, and automated knowledge synthesis.
Note: Client names and proprietary details have been modified for confidentiality.
Comprehensive frameworks for operationalizing AI across organizations.
End-to-end guide covering agent architecture patterns, orchestration frameworks, governance, continuous learning, and production deployment.
Strategic framework for mature organizations adopting AI—covering readiness assessment, build vs. buy decisions, and change management.
Practical techniques for effective LLM prompting—covering chain-of-thought, few-shot patterns, structured outputs, and evaluation methods.
Looking for an AI Product Manager who can bridge strategy and technical execution?