I’m a Product Manager specializing in data‑driven, user‑centric SaaS experiences that improve activation, retention, and operational efficiency at scale.

My passion lies in transforming ambiguous problems into clear product direction and building systems that help both external and internal users move faster with less friction.

As an AI-forward PM, I use LLMs, automation tools, and rapid prototyping to accelerate research, predictability, design, and optimization of operational workflows.

• 📶 Growth & Lifecycle Systems: Funnel optimization, activation/retention strategy, event‑driven engagement, lifecycle experiments.
• 🤖 AI‑Enabled Solutions: LLM automation, RAG‑based flows, internal agent tooling, predictive signals, OCR & data extraction.
• 🎨 Workflow & UX Simplification: Reducing complexity, defining requirements, mapping edge cases, improving user journeys.
• ⚡ Operational & Platform Efficiency: Internal tooling, process automation, rules-based systems, cross-system integrations.
• 🗺️ End-to-End Product Execution: Roadmaps, discovery, PRDs, user stories, agile rituals, UAT, launch enablement, iteration.

• ❤️ Digital Adoption Workflows: In-app messaging/nudges, user-guided workflows, help launchpads.
• 🧪 Rapid Prototypes: Prompt → refine → test loops with tools like Bolt.new.
• 📊 Product Performance Dashboards: Behavioral analytics, dropout diagnosis, experiment frameworks.
• 🎨 User Experience Improvements: Design simplification, friction removal, decision clarity.
• 🧩 Solution Design: OST → Workshops → technical documentation → collaborative scoping → sprint execution.
• 🔌 Internal Integrations: CRM automation, billing/invoice APIs, vendor platform connections.
• 📖 Resource Centers: Source-of-truth documentation, company-wide release updates, product knowledge bases.
• 🚀 Launch Matrixes: Go-to-market strategy, launch tiers, training, gantt timelines.

• Lead with empathy, build with purpose.
• Failing is learning.
• Share vision through storytelling.
• Deep customer understanding drives success.
• Change is inevitable, AI will reshape product development.

If you're interested in growth systems, AI‑driven workflows, or building delightful product experiences, I’d love to chat.