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.