Mohammad M.

AI Product Manager and Fractional CTO who helps founders scope, architect and launch LLM, RAG and agentic AI MVPs without burning months on the wrong build. Toptal top 3% product network. Director at Founder Institute. Senior AI Product Manager and AI Architect at Syngenta AG. What I help with: AI MVP scoping: what version one must do, what it should not do, and what it will cost LLM and RAG architecture: model selection, RAG pipelines, LangChain, LangGraph, agentic systems with human-in-the-loop design Fractional CTO support: architecture review, stack selection, team structure and delivery plan Product management: discovery, PRDs, user stories, roadmap and backlog prioritization Investor-ready technical story and due diligence preparation before a funding round Results from past work: Secured $100K angel funding for a social network through product strategy and go-to-market Delivered an AI voice avatar proof of concept for mental health screening three weeks ahead of schedule Led technical documentation for an AI pricing system deployed across 9,000+ pharmacy locations Modernized infrastructure for ASU Prep Digital, supporting 7,000+ K-12 students Industries: healthcare (including HIPAA), SaaS, EdTech, HRTech, AgriTech, real estate and defense-linked products. I have worked with teams at Microsoft, BCG, Stanley Black & Decker, Halliburton, ASU and Overjet. Keep only the names you are cleared to mention. How I work: I do not write production code. I define what the AI system must do, shape the architecture around your business requirements, and make sure your engineers build something users want and investors understand. How we start: a short call, then either a fixed-price Discovery Sprint or an hourly engagement. Send an invite with your idea, your current stage and your biggest risk. I will reply with my honest view on the first step.