Engineering-grade AI workshops that deliver working software, not slide decks.
Move your team from "we want AI" to a decision-ready, working prototype in under a month. For engineering, product, and platform teams done with pilot purgatory.
The Wrapper Trap vs. The Prototype Strategy
Most AI engagements end in pilot purgatory because they treat AI as a sourcing problem, not an engineering one.
The Wrapper Trap
- Output: Consultant reports and slide decks
- Timeline: Months of strategy leading to pilot purgatory
- Architecture: Generic SaaS wrappers, premium pricing
- Outcome: Zero competitive differentiation
The Prototype Strategy · The Shapers
- Output: Working software and concrete architecture
- Timeline: 3 weeks to a live Go/No-Go decision
- Architecture: Foundation models via API, custom orchestration, RAG, agentic workflows
- Outcome: Architecture you own, scaled by your team
The question isn't whether to build or buy. It's where to do each. Surrender the commodity layers; build the cognitive architecture.
3 Weeks. 3 Workshops. 1 Working Prototype.
Every flagship engagement runs the same sequence. Each session forces a decision. Each decision is supported by something you can see working.
Goal Workshop · 2 hours
Map ambitions to concrete business problems. Score by business value and technical feasibility.
— Prioritised AI use case shortlistConcept Workshop · 2 hours
Technical deep-dive. Design the cognitive architecture. Select AWS services with realistic costs.
— Service mapping and cost estimatesDecision Workshop · 2 hours
Live evaluation of the functional build. Your team in the room, the prototype on screen.
— Working prototype, roadmap, Go/No-GoChoose where to start
From a single 60-minute audit to a full enterprise transformation. Every tier produces a concrete output you can act on. Not sure which fits? The free Idea Call is designed to answer exactly that.
AI Solution Workshop Series
The flagship. 3 weeks · 3 sessions · 1 working prototype. Goal → Concept → Decision. AWS funding eligible.
AI Discovery Workshop
Find your strongest AI opportunity. Identify and score use cases by business value and technical feasibility.
AI Concept Workshop
Validate technical feasibility before committing budget. Custom architecture blueprint and AWS service mapping with realistic costs.
AI Prototype Workshop
See it work before you commit. We build the 'Shaper' architecture to prove the concept live. Hands-on, working code.
AI Sprint Workshop
Agile methodology applied to AI. Iterative sprints, cross-functional collaboration, functional components shipped quickly.
AI Comprehensive Workshop
Full transformation roadmap for complex organisations. Multiple prototypes, enterprise roadmap, AWS funding application support.
AI Single Session
High-density expertise applied to a specific roadblock. Architectural sanity check, vendor evaluation, or unblocking a stalled deployment.
AI Discovery Series
Programmatic transformation journey from ad-hoc (Level 1) to AI-driven operating model (Level 5). Long-term maturity roadmap.
Up to 100% AWS funded.
As an AWS Community Hero, I navigate the funding process with you — from application to approval. Eligibility is assessed in the first 30 minutes, not added as an afterthought at the end.
PoC Funding
Covers prototype development costs. Workshop deliverables engineered to meet funding requirements out of the box.
Migration Funding
For larger cloud transformation projects. Multi-phase plan structuring and end-to-end application support included.
Linda Mohamed
A boutique consulting practice for organisations that want their AI work led by the person actually shipping it. Workshops are shaped around your data, your team, your operation. Based in Vienna, Austria. Remote or on-site, English or German.
Book a free 30-min Idea Call →Start with a 30-minute Idea Call.
No commitment. No slides. The same opening conversation that precedes every paid engagement, designed to give you something useful even if nothing comes after.
- Assess your AI readiness
- Identify your highest-value use cases
- Check AWS funding eligibility
- Map the right starting point for where you are right now
Typically respond within one business day. Vienna, Austria · serving clients globally · [email protected]
