Workshop
The 23-Chapter AI Product Workshop
A structured learning experience drawn from Coded Intent. Validated Concept. Nineteen chapters in the classroom, four activated in the field and guided live by H-AI, your AI mentor powered by the trAIam™ Engine.
your x
- Define your x
Declare the starting point: problem, process, product, platform or paradigm. - Validate
Go/no-go gate: simulate the market, stress-test competitors, triangulate demand. - Execute
Build the minimum version that tests validated assumptions. - Evaluate
Feed real-world results into the next cycle.
Four questions, one compass
Section 1 · Classroom
From Spark to Substance
Should I build this?
Idea to validated AI concept: probabilistic AI, user discovery and structured ideation.
- Ch 1Why AI Products Are Different
- Ch 2Scripting the Concept
- Ch 3The Ideation Toolkit
- Ch 4Understanding Your Users
- Ch 5Mastering Market Intelligence
- Ch 6Deep Discovery
- Ch 7Mastering Framework Integration
- Ch 8The Integrative Framework
- Ch 9Roadmap & Prioritisation
- Ch 10Validate, Deploy and Live
Section 2 · Classroom
AI Governance, Ethics & Risk
Can I build it responsibly?
Legally compliant and trustworthy enough to survive a regulator, a journalist and the communities affected.
- Ch 11Governing AI Responsibly
- Ch 12The Regulatory Landscape
- Ch 13Risk Management
- Ch 14Ethics, Explainability & Trust
- Ch 15Governance Architecture
- Ch 16Policy as Code
Section 3 · Classroom
AI Business Strategy & Models
Will it sustain commercially?
A business model that compounds and unit economics that survive a competitive market.
- Ch 17Market & Competitive Strategy
- Ch 18Business Model Design
- Ch 19Commercial Durability
Section 4 · H-AI guided field work
Sociotechnical Evaluation
Is it actually delivering value?
Out-of-classroom assignments on a real product or prototype, guided live by H-AI, the AI mentor powered by the trAIam™ Engine.
- Ch 20Foundations of Evaluation
- Ch 21Human-Centred Methods
- Ch 22Org & Behavioural Evaluation
- Ch 23Systemic Impact
70+ frameworks, six families
Discovery & Validation
Concept ShapingJTBDDouble DiamondBuild-Measure-Learn
Ideation & Creativity
Design ThinkingSCAMPERBrainSwarmingHMW
User Research
PersonasJourney mapsEthnographyContinuous discovery
Strategy & Commercial
TAM/SAM/SOMFive ForcesBlue OceanBusiness Model Canvas
Governance & Ethics
EU AI ActNIST AI RMFISO 42001OPA / Rego
Integration & Evaluation
Nine-MethodHITLKanoRICEKirkpatrick
The Simulator
Simulate first. Build with confidence.
Agentic AI and AI digital twins run the simulation; human experts review every round in an auto-loop, so the concept improves before any code is written.
- Your concept Declared as x
- Agent fleet 100 personas · demand · rivals
- AI digital twins Simulate users and markets
- Human experts Challenge and approve
- Sharper concept Feeds the next round
↺ auto-loop · every expert review sharpens the next simulation
Validated Concept. Human-Centric AI
The book behind the workshop
Coded Intent. Validated Concept.
A blueprint for human-centric AI solutions, in four sections and 23 chapters. See the simulator and H-AI mentor in action on a live call.