0XP EARNED
AI Fluency for Professionals

Learn to
Think
With AI

Most professionals using AI today are getting 20% of its potential. Not because the tools are limited — but because the way they think hasn't changed yet. This workshop rewires that.

PROMPT TRANSFORMATION
⚠ How you prompt today
write a marketing strategy
↓ AFTER THIS WORKSHOP ↓
✓ How you'll prompt after
You are a senior marketing strategist. Design a go-to-market strategy for a specialty coffee shop targeting university students in Riyadh. Include: positioning, top 3 channels, launch campaign. Present as a concise brief — max 250 words.
Same topic. Completely different quality. That's the shift.
Level 0 · Security

Think Before
You Paste.

The skill you need before you write a single prompt.

AI is the most capable assistant you've ever had — and the least private. Everything you type may be stored, reviewed, or used to improve future models. Treat every prompt like a postcard, not a sealed letter.

The good news: you almost never need to expose real data to get expert results. The AI needs the shape of your problem — not the secrets inside it.

✗ The risky habit
Prompt = Private
You paste real client names, salaries, contracts, or source code — assuming it stays between you and the screen.

It may not. That data can leave your control the moment you hit enter.
✓ The professional habit
Prompt = Public
You assume anything you type could be read outside your company — so you strip out what identifies you.

Then you put the real data back yourself, locally.
KNOW YOUR DATA TIERS — what's safe to share, and what never is
Public
Already public: published reports, marketing copy, open data.
✓ Safe to paste
Internal
Non-sensitive notes, generic processes, early drafts.
✓ Safe if anonymised
Confidential
Client names, contracts, revenue, strategy, unreleased work.
⚠ Sanitise first
Regulated
Personal data, health, payments, IDs, legal, source code.
✗ Never paste
Sanitise → Prompt → Restore SAME RESULT · ZERO EXPOSURE
✗ Real data exposed
Write a renewal email to Falcon Holding about their SAR 2.4M contract expiring March 3 — contact Faisal Al-Otaibi, faisal@falcon-holding.com
✓ Sanitised with placeholders
Write a contract-renewal email to [CLIENT], a long-term enterprise account. Their [VALUE] contract expires on [DATE]. Address it to [CONTACT]. Warm, professional, one clear call to action.

Run the sanitised prompt, get the structure back, then swap the real names and numbers in yourself — in your own document, never in the chat.

1
Replace identifiers with placeholders
Swap real names, companies, and numbers for tags like [CLIENT], [CONTACT], or [REVENUE]. The AI works on the structure; the specifics never leave your machine.
✓ Safe version
Draft a proposal for [CLIENT] in the [INDUSTRY] sector, budget [BUDGET].
2
Use dummy data, not real records
Need a formula, layout, or analysis? Build it with realistic fake values first. Once the structure works, plug your real numbers in offline.
✓ Safe version
Here is sample data — Region A: 120, Region B: 95. Build the report template.
3
Keep sensitive content local
Do your final assembly in your own document or spreadsheet — not in the chat window. The AI gives you the scaffold; you fill the confidential layer where only you can see it.
✓ Safe version
Paste the AI's template into your file, then add the real client details there.
4
Never paste regulated data
Personal data, health records, payment details, government IDs, legal documents, and proprietary source code stay out of the prompt — every time, no exceptions.
✓ Safe version
Describe the problem in general terms. Ask for the method, not a place to store the data.
Core Principle — Internalise This
The AI never needs to know who you are to do the work. Give it the shape of the problem — and keep the secrets to yourself.
Level 1 · Foundation

AI Is Not Google.

The mental model reset that changes everything.

You've been using AI the way you'd use a search engine — type a question, get an answer, move on. That works. But it's like using a Formula 1 car to drive to the supermarket.

The fundamental shift: AI doesn't retrieve information. It executes instructions. The output is always a direct reflection of your instruction quality — not the AI's intelligence. Yours.

✗ The old mental model
AI = Search Engine
You ask a question. It finds an answer. You are a consumer of results — passive.
✓ The new mental model
AI = Programmable Intelligence
You give instructions. It executes them. You are a director of intelligence — active.
Core Principle — Internalize This
The quality of your AI output is a direct measure of the quality of your thinking. The AI is a mirror — it reflects your clarity back at you.
Level 2 · Structure

The Anatomy of a Prompt

Every great prompt has four ingredients.

Stop writing prompts as sentences. Start writing them as blueprints. Every professional-grade prompt is built from the same four elements — RCTF.

R
Role
Tell the AI who to be. Sets the expertise level, vocabulary, and reasoning style.
You are a senior financial analyst specializing in emerging markets...
C
Context
Give the situation. Background information eliminates guesswork and grounds the response.
The company has 50 employees and targets B2B clients in Saudi Arabia...
T
Task
State exactly what you need done. Use action verbs. Be unambiguous about the deliverable.
Write a 3-step action plan to reduce customer churn by 15% in Q3...
F
Format
Define the output structure. Length, style, layout. You design the result.
Present as bullet points, max 200 words, no jargon, board-ready...
RCTF IN ACTION
Role
Context
Task
Format
BEFORE — unstructured
summarize this report
AFTER — engineered with RCTF
You are a senior analyst presenting to a non-technical executive board. The following report covers our Q3 operational performance. Summarize the key risks, opportunities, and one recommended action. Present as 4 bullet points. Max 150 words. Plain language only.
Level 3 · Precision

Specific Inputs.
Specific Outputs.

Vagueness is a professional liability.

AI doesn't interpret ambiguity charitably — it fills gaps with averages. Vague → average outputs. Specific → expert outputs. These four rules are non-negotiable.

1
Always specify the audience
The same content needs to be written differently for a CEO vs an engineer vs a student. Without specifying, you get something in-between that serves no one.
✓ Precise version
Explain this for a non-technical executive who makes budget decisions but doesn't read code.
2
Always specify output length
AI will produce whatever length it thinks is appropriate. A 2,000-word response when you needed a summary is wasted work for everyone.
✓ Precise version
Keep the answer under 200 words. No preamble. Start directly with the recommendation.
3
Always specify output format
Prose, bullets, table, JSON — same information, radically different use cases. You design the container, not just the content.
✓ Precise version
Present as a 3-column table: Challenge | Root Cause | Recommended Action
4
Use constraints, not just requests
Tell the AI what NOT to do. Constraints are as powerful as instructions — they prevent the AI from defaulting to habits that don't serve you.
✓ Precise version
Do not use jargon. Do not repeat points. Do not add disclaimers. Do not start with "Certainly!"
SPECIFICITY SPECTRUM — Same topic, three quality levels Watch what precision does
20
write a marketing plan
55
Write a marketing plan for a coffee shop targeting university students. Include social media and promotional ideas.
95
You are a senior marketing strategist. Write a 90-day go-to-market plan for a specialty coffee shop in Riyadh targeting university students aged 18–25. Include: brand positioning, top 3 marketing channels with rationale, one launch campaign idea. Present as a structured brief with headers. Max 300 words.
Level 4 · Mastery

The First Prompt
Is a Draft.

The biggest productivity multiplier you're not using.

Here's what separates casual users from professionals: casual users accept the first response. Professionals iterate. AI is not a vending machine. It's a thinking partner — you direct the work across multiple exchanges, compounding quality with every turn.

The casual mindset — leave it here
"I asked it. It answered. I'm done."
The professional mindset — adopt this
"The first output is raw material. Now I shape it."
1
Initial — cast wide
Write a report on remote work productivity trends.
🎯 Establish the topic
2
Refine the audience
Rewrite this for a C-suite audience making a decision about hybrid work policy.
🎯 + Audience precision
3
Tighten the length
Make it shorter. Cut to the 5 most important insights only.
🎯 + Constraint
4
Control the format
Convert to bullet points. Add a one-sentence executive summary at the top.
🎯 + Format control
Add the value layer
Add three specific recommendations the company can implement in the next 30 days.
✓ Output is now decision-ready
The Iteration Principle
Every follow-up prompt is worth more than starting over. Five small refinements produce something no single prompt could ever achieve.
Level 5 · Professional

Advanced Techniques

Now you're ready for the expert toolkit.

You've built the mental foundation. These advanced techniques will feel natural, not mechanical — because you understand why they work.

🎭
Persona Prompting
Assign a deep, specific identity with history, expertise, and communication style.
You are a cybersecurity advisor who has briefed government ministers. You communicate complex risks in plain language. You always present both the threat and a practical mitigation.
🔗
Chain-of-Thought
Force the AI to reason before answering. Dramatically reduces errors on complex problems.
Before answering, reason step by step: 1. What are the key variables? 2. What are the risks and tradeoffs? 3. What does the evidence suggest? Only then provide your recommendation.
📐
Few-Shot Learning
Show the AI 2–3 examples of exactly the pattern you want.
Input: "Q3 sales declined 12%" Output: ⚠ Q3 Revenue · −12% · Investigate Input: "Team morale survey improved" Output: ✓ Culture · +Trend · Sustain Now format: "Customer churn increased 5%"
Professional Prompt Frameworks

Copy, adapt, and own these. They work across every professional domain.

Decision Support
Strategy
You are a strategic advisor with expertise in [domain]. The situation is: [describe situation]. Analyze the key decision and recommend the best course of action. Include: key insights, risks, recommended action. Format as a structured brief. Max 250 words.
Content Creation
Communication
You are a [type of writer] with expertise in [industry]. The audience is [describe]. The goal is to [objective]. Write a [content type] about [topic]. Tone: [tone]. Length: [length]. Do not: [constraints].
Problem Analysis
Analysis
You are a senior analyst. The problem is: [describe problem]. Think step by step: identify root causes, assess impact, propose 3 solutions ranked by feasibility. Present as structured analysis. Be specific and direct.
Learning & Explanation
Education
You are a patient expert teacher. I am a [describe background]. I want to understand [topic]. Explain clearly. Use one real-world analogy. Answer my top 2 likely follow-up questions. Plain language only. No jargon. Under 300 words.
Level 6 · Specialization

Your Field.
Your Prompts.

One framework, fine-tuned for every profession.

Everything you've learned isn't generic — it gets sharper the more precisely you aim it. A lazy prompt produces the same grey answer for everyone. A fine-tuned, domain-specific prompt produces an expert one. Below: the same RCTF skill, tuned for six specialties, each with the output it produces. Find yours — then steal the pattern.

🩺 Healthcare Clinical
Generic: "write patient instructions"
Fine-tuned prompt
You are a patient-education nurse who explains care in plain language. The patient is a 58-year-old managing newly diagnosed type-2 diabetes, with low health literacy. (Details are placeholders.) Write post-visit instructions: diet, medication timing, and 3 warning signs to call the clinic. Max 150 words. Short sentences. No jargon. Use a checklist.
▼ Output✓ Take your tablet with breakfast and dinner.
✓ Fill half your plate with vegetables, a quarter with protein.
✓ Call the clinic if you notice: blurred vision, constant thirst, or numbness in your feet.
⚖️ Legal Contracts
Generic: "review this contract"
Fine-tuned prompt
You are a commercial contracts associate. A 2-page service agreement between a vendor and an SME client (placeholders only). Flag the 5 riskiest clauses for the client, explain each risk in one line, and suggest a fairer alternative. Table: Clause | Risk | Suggested fix. Plain language.
▼ OutputAuto-renewal · Locks client in silently · Add 30-day opt-out notice
Liability cap · Unlimited exposure · Cap at 12 months' fees
IP ownership · Vendor keeps deliverables · Assign on payment
💰 Finance Analysis
Generic: "analyse these numbers"
Fine-tuned prompt
You are a CFO-level financial analyst. Quarterly figures for an SME (sample data I provide — no real records). Identify the top 3 trends, one risk, and one action. Show the % change driving each. Executive brief. Bullet points. Max 120 words.
▼ Output• Revenue +14% QoQ, driven by repeat customers (retention 71%).
• Gross margin slipped 3 pts — supplier costs rising.
• Action: renegotiate the top 2 vendor contracts before Q3.
📣 Marketing Campaigns
Generic: "write some ads"
Fine-tuned prompt
You are a senior performance marketer for the Gulf market. A specialty coffee brand launching in Riyadh, targeting students aged 18–25. Write 3 Instagram ad hooks and the single metric each should optimise for. Hook + objective per line. Local, natural tone. No clichés.
▼ Output1. "Your 8am lecture deserves better." → reach
2. "Study fuel. 9 SAR." → store visits
3. "Bring a friend, second cup's on us." → referrals
🎓 Education Teaching
Generic: "make a lesson"
Fine-tuned prompt
You are an instructional designer. A 50-minute class introducing fractions to 11-year-olds, mixed ability. Produce a lesson plan: hook, two activities, a quick check, and one differentiation tweak. Timed sections. One real-world analogy. Bullet format.
▼ Output0–5 min · Hook: slice a pizza into equal parts
5–25 · Activity: fraction strips + matching game
Check: 3 exit-ticket questions
Stretch: fast finishers compare 3/4 vs 5/8
💻 Software Engineering
Generic: "fix my code"
Fine-tuned prompt
You are a senior backend engineer who values readable code. A Python function (sample — no proprietary code) that's slow on large inputs. Explain the bottleneck, then rewrite it. Reason step by step before the code. 1) Diagnosis 2) Refactored function 3) Why it's faster. Comments inline.
▼ OutputDiagnosis: O(n²) nested loop on lookups.
Fix: use a set for membership → O(n).
Result: ~40× faster on 10k rows.
The Specialization Principle
The expertise isn't in the AI — it's in how precisely you describe your world. The more specific your field, the more specialised your prompt must be.
Live Practice

The Prompt Lab

Apply everything you've learned.

Write a prompt. Use technique chips to add RCTF elements. Watch the AI respond and your quality score update in real time.

Your Prompt
System Context (editable)
You are a helpful AI assistant in a live EDUSAI workshop on AI fluency for professionals. Be clear, specific, and educational in your responses.
AI Response
← Your AI response appears here...
QUALITY
PROMPT ANALYSIS
Test Yourself

Prompt Challenges

Write prompts that pass the AI judge. Earn XP.

Each challenge tests a different skill. Submit your prompt and get real feedback from Claude.

Select a Challenge
Pick one from the list to begin