AI Is the Engine. Intent Is the Rudder. True Intent Is the Destination.
As AI becomes more capable, we are spending increasing amounts of time discussing prompts, models, agents, automation, and AI literacy.
These are important conversations.
But they may not be the most important conversation.
A more fundamental question lies beneath them all:
What are we really trying to accomplish?
This question points to a concept that sits at the heart of Intent Literacy:
True Intent.
I believe True Intent is the bedrock upon which Intent Literacy is built.
Without it, even the most sophisticated intelligence—human or artificial—can be directed toward the wrong destination.
The Problem: We Express Requests, Not Intent
Most people do not communicate their true intent.
Instead, they communicate:
Requests
Tasks
Activities
Deliverables
Solutions
For example:
A person says:
"Write me a report."
But is the report the real objective?
Usually not.
The real objective may be:
To influence a decision
To secure funding
To communicate a recommendation
To demonstrate progress
The report is simply the vehicle.
The intent lies deeper.
Similarly:
"Create a presentation."
May actually mean:
"Help me convince leadership to approve a proposal."
Or:
"Teach me AI."
May actually mean:
"Help me become more valuable in the workforce."
Or:
"Build an app."
May actually mean:
"Help customers solve a problem."
The visible request is rarely the full story.
The true intent often remains hidden.
Why This Matters More in the AI Era
Historically, the ability to execute was often the bottleneck.
Today AI is rapidly reducing that bottleneck.
AI can:
Write reports
Generate code
Create presentations
Analyze data
Develop plans
Produce content
Execution is becoming abundant.
Direction is becoming scarce.
When AI receives a request, it can perform the requested task.
But unless the underlying intent is clear, the result may still miss the mark.
This creates a new challenge.
People may become increasingly effective at generating outputs while remaining unclear about outcomes.
In other words:
We risk becoming better at doing things than deciding what is worth doing.
That is why True Intent matters.
What Is True Intent?
True Intent is the desired outcome that exists beneath a request, task, activity, or deliverable.
It answers the question:
"What am I really trying to achieve?"
True Intent focuses on outcomes rather than actions.
For example:
| Request | True Intent |
|---|---|
| Write a report | Enable a decision |
| Create a presentation | Gain approval |
| Learn AI | Improve career opportunities |
| Build software | Solve a customer problem |
| Develop a strategy | Improve organizational performance |
The request is the method.
The intent is the objective.
Intent Literacy begins when we learn to distinguish between the two.
The Hidden Cost of Missing True Intent
When True Intent is unclear, several problems emerge.
Activity Without Progress
People become busy but not necessarily effective.
Better Answers to the Wrong Questions
AI generates excellent outputs that solve the wrong problem.
Misaligned Effort
Teams work hard but move in different directions.
Wasted Intelligence
Powerful human and AI capabilities are spent on low-value activities.
The issue is rarely intelligence.
The issue is direction.
The First Skill of Intent Literacy
Many discussions about AI focus on prompt engineering.
Intent Literacy begins earlier.
Before asking:
"How should I ask AI?"
Ask:
"What am I really trying to accomplish?"
This is the first skill of Intent Literacy:
Intent Discovery.
The ability to uncover the true outcome behind a request.
Only after intent is discovered can it be expressed clearly.
Only after it is expressed clearly can intelligence be directed effectively.
From Requests to Intent
Consider this progression:
Level 1: Request
"Write a proposal."
Level 2: Task
"Write a proposal seeking funding."
Level 3: Goal
"Write a proposal that increases the likelihood of funding approval."
Level 4: True Intent
"Secure resources needed to launch a new initiative that delivers measurable value."
Each level moves closer to what actually matters.
Intent Literacy teaches people to operate at the deepest level possible.
The Foundation of the Intent Literacy Framework
If Intent Literacy is to become a new literacy for the AI age, it must begin with True Intent.
A possible framework could look like this:
Stage 1: Discover True Intent
What are we really trying to achieve?
Stage 2: Express True Intent
Can we communicate it clearly?
Stage 3: Structure Intent
Can we define purpose, outcomes, context, constraints, and success criteria?
Stage 4: Direct Intelligence
Can we align human and AI effort toward the intent?
Stage 5: Evaluate Alignment
Are actions serving the intended outcome?
Stage 6: Refine Intent
Has new information changed the destination?
Everything begins with Stage 1.
Without True Intent, the rest becomes unstable.
A New Scarcity
The AI era is often described as an era of abundant intelligence.
If that is true, then intelligence itself may cease to be the primary differentiator.
The differentiator becomes the ability to direct intelligence.
And before intelligence can be directed, intent must be understood.
This suggests a profound shift:
The future may not reward those who have the most intelligence.
It may reward those who possess the clearest intent.
Conclusion
Digital Literacy taught us how to navigate the digital world.
AI Literacy teaches us how to work with intelligent systems.
Intent Literacy teaches us where intelligence should be directed.
And at the center of Intent Literacy lies a simple but powerful idea:
True Intent is the desired outcome hidden beneath a request, task, or activity.
It is the foundation of meaningful action.
It is the source of direction.
It is the destination toward which intelligence is guided.
Because ultimately:
AI is the engine.
Intent is the rudder.
True Intent is the destination.
And True Intent is the bedrock of Intent Literacy.
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