LAUNCH COHORT · 10 PARTICIPANTS

LIVE WORKSHOP · HOSTED BY ALLAN SENDAGI

Make AI Work

You Are Using AI. Do You Actually Know What's Changing?

Bring one real business task.

Leave with a defined AI intervention and the metrics to prove it works.

Join The Launch Cohort
REAL BUSINESS TASK •AI'S ROLE •HUMAN JUDGMENT •REQUIRED DATA •FEEDBACK •MEASURABLE OUTCOME •REAL BUSINESS TASK •AI'S ROLE •HUMAN JUDGMENT •REQUIRED DATA •FEEDBACK •MEASURABLE OUTCOME •REAL BUSINESS TASK •AI'S ROLE •HUMAN JUDGMENT •REQUIRED DATA •FEEDBACK •MEASURABLE OUTCOME •

1

LIVE WORKSHOP

2.5

HOURS

7

AI TASK ELEMENTS

1+

COMPLETED CANVAS

10

PARTICIPANTS

THIS IS FOR YOU IF...

01

THE AI EXPERIMENTER

Your team uses AI every day. You still can't point to a result it moved.

Your teams are using ChatGPT, Copilot, agents and other AI tools. But usage is growing faster than your ability to identify which work should actually change.

02

THE STRATEGY LEADER

You're expected to have an AI plan. You're still figuring out where AI actually belongs.

You hear AI use cases everywhere. What you need is a way to identify the actual tasks worth changing — and determine what success should look like.

03

THE TRANSFORMATION LEADER

You don't need another AI presentation. You need something you can work on.

You have a real process, task or workflow where AI could make a difference. You want to take one of them apart, define AI's role, and leave with something concrete.

What you walk
away with.

Not another list of AI ideas. A defined starting point for putting AI to work.

✓

One real business task

Clearly scoped and ready to work on.

✓

One completed AI Task Canvas

Mapping the action, prediction, judgment, inputs, training data, feedback, and outcome.

✓

A defined role for AI

What AI should do, what it should not do, and where human judgment remains.

✓

A measurable outcome

How you will know whether the intervention actually improves the work.

✓

A next step

What to test, with what data, and what to measure.

✓

A build-ready specification

Precise enough to brief a developer, vendor, or AI coding agent — without losing the business intent between strategy and build.

I Want a Defined AI Intervention

THE AI TASK CANVAS

7 elements.
One session.

Every element forces one more decision you can't leave undefined — what AI should predict, what data it needs, where human judgment remains, and how you'll know it worked. You leave with all seven answered for your own task.

The Canvas combines the strategic and development decisions needed to define an AI intervention.

ELEMENT 1

Action

The higher-level business activity this AI task supports.

e.g. "Send personalized follow-up messages after appointments."

ELEMENT 2

Prediction

The exact prediction, classification, or forecast the AI needs to make.

e.g. "Predict the likelihood a customer leaves feedback without a reminder."

ELEMENT 3

Judgment

The value of each outcome, the cost of each error, and the decision rule that follows.

e.g. "Send a reminder if predicted feedback likelihood is under 40%."

ELEMENT 4

Input

The real-time data the AI needs at the moment it makes the prediction.

e.g. "Customer ID, last visit date, service type, feedback history."

ELEMENT 5

Training Data

The historical data needed to build, configure, or evaluate the AI's prediction.

e.g. "Past appointments, whether feedback was left, reminders sent."

ELEMENT 6

Feedback

How the system learns from real outcomes to improve future predictions.

e.g. "Track whether reminder recipients actually left feedback."

ELEMENT 7

Outcome

The measurable result that tells you whether the task is actually creating value.

e.g. "Increase feedback completion rate without increasing reminder volume."

THE OUTPUT

One task. Seven decisions.

The AI Task Canvas turns a vague AI opportunity into a specification for what the intervention should do, what it requires, and how its value will be measured.

This is the artifact you leave with.

AI TASK CANVAS

REAL BUSINESS TASK

Send personalized follow-up messages to patients after appointments.

01 · ACTION

What are we trying to accomplish?

Send personalized follow-up messages to patients after appointments.

02 · PREDICTION

What does AI need to predict?

Predict the likelihood that a patient will leave feedback without a reminder.

03 · JUDGMENT

How does the prediction change the decision?

Send a reminder if predicted feedback likelihood is below 40%.

04 · INPUT

What does AI need at the moment of prediction?

Patient ID · Last appointment date · Service type · Prior feedback history

05 · TRAINING DATA

What does AI need to learn from?

Past appointments · Feedback outcomes · Reminder history

06 · FEEDBACK

How does the system learn from what actually happened?

Track whether patients who received reminders subsequently left feedback.

07 · OUTCOME

How will we know it worked?

Increase feedback completion while reducing unnecessary reminders.

FROM HIGH POTENTIAL TO HIGH CLARITY

You start with a business task. The Canvas forces the decisions that turn it into something that can actually be built, tested, and measured.

STRATEGY ↔ AI TASK CANVAS ↔ DEVELOPMENT

Action→Prediction→Judgment→Input→Training→Feedback→Outcome
Turn My Task Into an AI Specification

Not sure your task is ready? Try the 5-minute task picker →

SESSION BREAKDOWN

PART 01

THE FRAMEWORK · 40 MIN

All 7 Elements, With Real Examples

Walk through the complete AI Task Canvas using examples from real business tasks across industries.

Allan Sendagi

Author, The AI Roadmap

Break5 minutes — stretch, refill your coffee.

PART 02

BUILD YOUR CANVAS · 70 MIN

Your Canvas, Live

Apply the canvas to your own priority AI task, element by element, with live guidance from Allan.

Allan Sendagi

Author, The AI Roadmap

Break5 minutes — stretch, refill your coffee.

PART 03

PRESSURE-TEST · 30 MIN

Stress-Test Before You Build

Pressure-test your Judgment rule, Input list, and Outcome before you build, brief a vendor, or commit resources.

Allan Sendagi

Author, The AI Roadmap

LAUNCH COHORT PRICING

The first live cohort of AI Value / Sandbox

10 Participants · 1 Working Session

Cohort begins in

The cohort has begun

QAR 550

≈ AED 554

Saturday, October 3 · 10:00 AM Doha (GMT+3) / 11:00 AM Dubai (GMT+4) · 2.5 hours · Live online

Limited to 10 seats so I can work on your actual task with you, not a hypothetical one. This is a working session, not a webinar.

  • →Live 2.5-hour workshop
  • →AI Task Canvas
  • →Defined AI intervention
  • →Measurable value hypothesis
  • →Direct working feedback
  • →Completed Canvas
  • →Clear next step
Reserve Your Seat

10 participants maximum. Launch cohort pricing applies to this cohort.

Not sure your task is a fit? Message me on WhatsApp and I'll tell you.

What you'll need: One real business task to work on. No technical background required.

YOUR HOST & INSTRUCTOR

Allan Sendagi

AUTHOR, THE AI ROADMAP · FOUNDER, SAFEHAVEN AI · BUILDER, NOMOS PROTOCOL

Allan Sendagi is the author of The AI Roadmap: Implement AI Profitably in 10 Steps and creator of the AI Navigator System, the methodology behind the AI Task Canvas used in this workshop.

He founded SafeHaven AI and co-founded Shapr, an applied AI agency based in Dubai. At SafeHaven, he built NOMOS Protocol, an infrastructure specification for machine-verifiable institutional authority (how an organisation can prove an AI acted within the authority it was given), and developed Computable Authority, a proposed runtime architecture for binding institutional authority to machine-executed action, put forward through the OECD's 2026 public consultation on Law as Code.

This workshop is the front end of that work. Before AI can be trusted with a decision, someone has to define exactly what it should decide, with what information, and how its results will be judged. That's what you'll do here, for one task of your own.

Allan Sendagi

WHAT OTHERS SEE IN THE FRAMEWORK

“A clear, real-world framework that bridges strategy and execution.”

Akmaral Shamenova

Operations Leader (20 yrs); M.Sc. Blockchain & Digital Currencies

“Allan Sendagi delivers a clear, real-world framework for AI implementation that bridges the gap between strategy and execution. Highly recommended for leaders ready to move beyond the hype and deploy AI with precision.”

On The AI Roadmap — the book behind this workshop's framework.

THE PROMISE

You are not buying 2.5 hours.

You leave knowing exactly where AI belongs in one real piece of work — what it should do, and how you'll know it worked.

SIX QUESTIONS YOU MAY BE ASKING

01

Do I need to be technical to do this?

No. This is not a coding workshop and you do not need to know how to build AI systems. You bring a real business task and work through the AI Task Canvas with guided instruction. The goal is to define the work clearly enough that the technical implementation becomes easier to understand, evaluate, and build.

02

How is this different from asking ChatGPT to plan my AI project?

ChatGPT can generate strategies, ideas, and recommendations. But a generated answer is not a specification of what your organisation intends to change.

The AI Task Canvas forces your organisation to make the decisions that matter: what task is being changed, what AI must predict, what judgment follows, what information and training data are required, how the system receives feedback, and what business outcome defines success.

The result is specific to your task, your workflow, your decisions, your data, and your definition of value — not a generic answer that could be given to another organisation.

ChatGPT can help generate the ideas. The Canvas makes the organisation specify what it actually intends to build.

03

What will I actually have at the end?

You will have one completed AI Task Canvas for a real task from your work. You will have defined the action, prediction, judgment, input, training data, feedback, and outcome — along with a clear AI intervention and measurable value hypothesis.

04

What if I don't have a specific AI idea yet?

That's fine. You do not need to arrive with a fully formed AI use case. You need a real business task that could be improved. We will help you identify and sharpen the task before working through the Canvas.

05

What should I bring?

Bring one real business task you are responsible for — something repetitive, analytical, decision-heavy, or difficult to scale. Bring whatever you already know about how that task works. You do not need to prepare a technical specification beforehand.

06

Is the Canvas a strategy tool or a technical specification?

Both.

The AI Task Canvas combines the strategic and development decisions needed to define an AI intervention. It connects the business task and the value it should create with the prediction, judgment, inputs, training data, feedback, and outcomes needed to develop and evaluate it.

You are not creating a strategy document and then translating it into a technical specification. The Canvas does both in one framework.

AI IDEA→REAL BUSINESS TASK→7-ELEMENT CANVAS→AI INTERVENTION→MEASURABLE OUTCOME

You walked in with an AI idea.

Leave with an AI intervention you can actually specify.

From there, you can test it, brief development, engage a vendor, or take it into your wider AI roadmap.

I Want to Make AI Work

10 seats · Enrollment is first come, first served

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