The Enterprise Guide

The AI
Steering
Wheel

Unified Framework for Scaling Generative and Agentic Systems

Three interlocking layers: Strategy, Operations, and Engineering keep AI products aligned from the first decision through the last deployment.

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7 Phase Roadmap CADA Steering AgileGenAI · 6 Stages
Strategy
7 Phase Roadmap
Operations
CADA Steering
Engineering
AgileGenAI
3
Interlocking Layers
7
Roadmap Phases
6
AgileGenAI Stages
2
Live Case Studies
The Unified Framework

Three Layers One System

Each layer addresses a specific failure mode. Together they form the complete operating model for building AI products that survive contact with the real world.

01
Strategy Layer

7 Phase Roadmap

What to build, whether it is worth building, and the governance constraints that must be resolved before engineering begins — from vision through scale.

Direction
02
Operations Layer

CADA Steering

Context, Action, Deliverables, Actors: the operating cadence that keeps strategy and engineering synchronized at every stage, from pilot to production.

Alignment
03
Engineering Layer

AgileGenAI

Six evidence-driven stages from Discovery through Continuous Improvement with measurable gates, failure taxonomies, and production monitoring at every step.

Delivery
Framework Overview
Promo video · coming soon
Overview12 MinFull Framework
The Problem Today

Why AI Pilots Never Scale

The technology is not the bottleneck. The absence of a shared operating model connecting strategy, engineering, and operations is.

No Strategy Layer
Agents access the wrong data. Governance reviews arrive after the architecture is fixed. Reversing it is costly.
No Operations Layer
Model drift goes undetected. The system aligned at launch is not the same one running six months later.
No Engineering Layer
Retrieval fails silently. Failure modes are never mapped. Production exposes what testing should have caught.
The AI Steering Wheel
The Enterprise Guide
The AISteering
Wheel
Unified Framework for Scaling
Generative and Agentic Systems
Dr. Fouad Bousetouane
Mani Khanuja
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The Book

A Complete Operating Model for AI Product Teams

Seven chapters. Two live case studies. Three layers built for product managers and engineers who are ready to build AI products that last.

7 Chapters2 Case StudiesSingle AgentMulti-AgentEnterprise Scale
Frameworks
7 Phase Roadmap · AgileGenAI · CADA Steering
Audience
Product Managers · Engineers · AI Program Leads
Case Studies
Executive Assistant at small scale · Customer Support at enterprise scale
Certification
Three training tracks built directly from the book content
The book is currently being written. Publication forthcoming.
Notify Me on Launch Sample Chapter — Coming Soon
FB
Dr. Fouad Bousetouane
AI Strategy & Product Leader
Framework Architect
MK
Mani Khanuja
AI Engineering Lead
Agentic Systems Practitioner
Enterprise Training

Learn the Framework. Build What Lasts.

Intensive programs for product managers, engineers, and AI governance leads. Applied learning on real use cases using the full framework stack.

Track 01 · Strategy

Strategy Track

Master the 7 Phase Roadmap. Define AI products with governed scope, validated data, and explicit risk thresholds before any engineering begins.

Built for
Product Managers · Business Leads · AI Program Sponsors
2 Days · Workshop Format
Track 02 · Operations

Operations Track

Deploy CADA Steering across every stage. Keep strategy and engineering synchronized from pilot through production and continuous operations.

Built for
Program Managers · AI Governance Leads · Operations Teams
2 Days · Workshop Format
Track 03 · Engineering

Engineering Track

Apply AgileGenAI to real builds. Retrieval baselines, failure taxonomies, proof of concept gates, and production monitoring at every stage.

Built for
AI Engineers · Technical PMs · ML Practitioners
3 Days · Hands-on Lab
AI-SWF Certified Practitioner
Complete all three tracks · Full framework certification · Enterprise team licensing available
The Authors

Built by Practitioners

The AI Steering Wheel Framework was developed by two practitioners who have spent years building, deploying, and governing AI products at enterprise scale.

Dr. Fouad Bousetouane
FB
Co-Author · Framework Architect

Dr. Fouad Bousetouane

AI Strategy & Product Leader

Dr. Fouad Bousetouane is an AI researcher, entrepreneur, and product leader with deep expertise in building enterprise AI systems from the ground up. He has led AI strategy and implementation programs across multiple industries, bridging the gap between academic research and production-grade deployment. His work on agentic architectures, evaluation methodologies, and governance frameworks forms the strategic backbone of the AI Steering Wheel.

AI Strategy Agentic Systems Enterprise AI Prompt Engineering
LinkedIn Contact
Mani Khanuja
MK
Co-Author · Engineering Lead

Mani Khanuja

AI Engineering Lead · Agentic Systems Practitioner

Mani Khanuja is an AI engineering leader with extensive hands-on experience designing and deploying generative and agentic AI systems at scale. Specialising in retrieval-augmented generation, multi-agent orchestration, and production monitoring, Mani brings the engineering precision that the AI Steering Wheel's AgileGenAI layer is built on. Her practical approach to failure taxonomy and continuous improvement has shaped the framework's six-stage delivery methodology.

RAG Systems Multi-Agent GenAI Engineering Production AI
LinkedIn Contact
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