From AI idea to working prototype, in three sessions
Structured workshops that take engineering and product teams from "we should do something with AI" to a validated, decision-ready prototype. Built from production experience, not slide decks.
Choose where to start
From a 2-hour scoping session to a full prototype sprint with AWS funding. Each workshop produces a concrete output you can act on.
AI Opportunity Mapping
A 2-hour goal session to identify and prioritize the highest-value AI opportunities in your product or operations.
AI Prototype Sprint
A 3-session series (goal, concept, decision) to design and validate an AI solution your team can build.
AI Agent Systems
A technical deep-dive into multi-agent architectures: design patterns, orchestration, and production operations.
AI Readiness Assessment
A self-assessment across five dimensions to understand where your team stands and what to focus on next.
How every workshop series is structured
Whether it runs as one session or three, each engagement follows the same three-stage flow.
Goal Workshop, 2h
We define the problem, map the current state, and identify 3 to 5 AI opportunities prioritized by feasibility and business impact. You leave with a clear shortlist, not a vague roadmap.
Concept Workshop, 3h
We design the solution: data inputs, agent roles, human-in-the-loop steps, and the success criteria for a prototype your team can actually build.
Decision Workshop, 2h
We review the prototype against the original goal and make a clear build, iterate, or stop decision, backed by evidence rather than enthusiasm.
Built from production experience, not slide decks
I have built 64 AI agent crews with 180+ individual agents in production. Every workshop is grounded in real decisions I have had to make about architecture, data, tooling, and team capability.
- Enterprise tech team: 8 use cases identified, prototype in 3 weeks
- GeoTech SaaS: 57 use cases prioritized, GEO-Agent built and demoed
- Consulting firm: AI-ready knowledge infrastructure plus Copilot rollout
Linda Mohamed
AI specialist with 5+ years building autonomous agent systems in production. Not a trainer who talks about AI, someone who ships it daily.
Linda has led AI workshops and prototype sprints for teams across enterprise tech, SaaS, and consulting, helping them move from AI ambition to deployed production systems. Her workshops are built around your actual use case, not generic examples.
Book a free discovery callNot sure where to start?
The Goal Workshop is designed to answer exactly that. We look at your team's current AI goals together and identify which workshop fits, or whether there is a better starting point for where you are right now.
Typically respond within 1 business day. Based in Vienna, Austria, works globally.
