AI Fluency, Explained Plainly
AI Fluency: What It Is and How Executives Get There
AI fluency is the ability to use AI tools on your real work—drafting, deciding, preparing—as naturally as you use email. Fluency is not knowing about AI; it is a working skill, and working skills come from use. Here is what fluency looks like for an executive, and how people actually get there.
1-on-1 with Pete Enestrom, on your actual work
Written by Pete Enestrom
Yale & Columbia, ex-Microsoft & Intel — 1-on-1 AI coaching for executives
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Every executive I coach already knows about AI. They have read the articles, sat through the conference keynote, maybe finished a course or two. What most of them actually want—though they rarely use this word—is fluency: the point where AI stops being a subject they study and becomes a tool they use, on the Monday brief, the hiring decision, the lender update, without ceremony and without a new learning curve each time. That gap between knowing about AI and working fluently with AI is the real subject of this page.
I'm Pete Enestrom, and I teach AI to founders and executives one-on-one, over video, on their real work. This page defines AI fluency in plain terms, shows what fluent use actually looks like at the executive level, gives an honest answer on AI fluency training and certificates, and lays out the path I have watched work repeatedly. No hype and no jargon—fluency is more ordinary, and more reachable, than the discourse around it suggests.
What is AI fluency?
AI fluency is the ability to use AI tools—ChatGPT, Claude, Gemini, whichever sits in your browser—on your actual work, comfortably and with judgment. A fluent executive does not stare at the chat window wondering what to type. A fluent executive briefs the tool the way they would brief a capable new hire: who they are, what the task is, who the work is for, and what a good result looks like. The first answer comes back, and the fluent executive treats it as a first draft—pushes back on what is wrong and steers the second pass. None of this is technical. AI fluency is closer to a communication skill than a computer skill, which is why experienced executives tend to become fluent quickly once they practice on real work.
The term is having a moment. Anthropic, the company behind Claude, publishes a free course called AI Fluency, and Microsoft, Coursera, and a growing list of universities offer their own versions. Those courses are genuinely useful for concepts and vocabulary. But the word itself is older than the marketing: fluency has always named the difference between knowing a language and speaking it. An executive can complete every module of every AI fluency course and still freeze the first time a blank chat window sits between them and a real deadline. Knowing about AI and being fluent in using AI are two separate acquisitions, and only one of them changes your Tuesday.
What does AI fluency look like in practice for an executive?
Fluency is easier to recognize than to define. In the executives I coach, fluent AI use has a consistent look, and it has nothing to do with technical sophistication. Fluent habits are visible in how the work week actually runs:
- AI is part of the workflow, not an event. Drafting the weekly brief, preparing for a hard conversation, getting a first read on a long document—the tool opens without ceremony, the way email does.
- Briefs carry context. Fluent prompts state who the work is for, what a good result looks like, and what to avoid—because a fluent executive knows the tool cannot read their mind.
- First answers are first drafts. The pushback pass—“shorter, plainer, lose the second paragraph”—is where the value lives, and fluent users push back as a reflex.
- Recurring work runs on saved prompts. The meeting-prep prompt, the difficult-email prompt, the long-document prompt are written down, refined, and reused until they feel like muscle memory.
- Judgment travels with the tool. A fluent executive knows what never gets pasted into a chat window under company rules, and can tell within a paragraph whether the output sounds like them.
Why is fluency about habits, not features?
Notice what is missing from that list: anything technical. Every fluent behavior above is a work habit, not a software feature. An executive who runs a company already has the two inputs AI fluency requires—the ability to explain clearly what they want, and the judgment to recognize a good answer when they see one. Those inputs took decades to build, and they transfer directly. What does not transfer automatically is the habit layer: opening the tool in the first place, writing the brief instead of the one-line ask, rejecting the polished-but-wrong first draft. Habits come from repetition on real work, which is why the path matters more than the curriculum.
AI literacy, AI fluency, or a certificate: what's the difference?
These three get conflated constantly, and the confusion is expensive—executives buy one when they need another. Here is the honest distinction.
AI literacy
- Knowing what AI is and what it can and cannot do.
- Vocabulary: prompts, models, context, hallucination.
- Taught well by books, free videos, and courses.
- The prerequisite—necessary, but not the finish line.
AI fluency
- Using AI on your real work, daily, with judgment.
- Visible in habits: good briefs, pushback passes, saved prompts.
- Built through practice on real tasks, ideally with feedback.
- The actual goal—this is where the hours come back.
A certificate
- Proof you completed a curriculum about AI.
- Signals baseline knowledge to a board or employer.
- Says nothing about whether you use the tool on Monday.
- Useful for resumes; not a substitute for reps.
Do AI fluency courses and certificates actually work?
Honest answer: they work for what they are. Executive-education programs and AI fluency certification courses teach about AI—where the technology is going, what it means for strategy, how to talk about it credibly in a boardroom. For many leaders that grounding is worth the tuition; walking into a board meeting able to speak plainly about AI has real value. What no certificate can confer is the skill itself, because fluency is a performance skill. Nobody learned to run a great meeting by studying meeting theory, and nobody becomes fluent in AI by completing modules about AI. The certificate hangs on the wall; the fluency lives in the habits. Certificates and fluency answer different needs, and confusing the two is how busy leaders spend a semester and come out the other side still not using the tool.
The executives who arrive at coaching with a certificate already in hand usually say the same thing: the program was excellent, and two weeks after it ended they were back to their old habits. Nothing failed—the program delivered exactly what a program can deliver. What was missing was the second half of the equation: repeated use on real work, with someone watching who has done it before. That is not a criticism of executive education. It is a description of where executive education ends.
How do you actually build AI fluency?
Whether you work with me or do it alone, the path to AI fluency is the same five moves. There is no shortcut around any of them—but there is a large difference in how fast they go with feedback.
Start on one real task you already do weekly
Pick something from your actual calendar—a recurring update, a regular meeting prep, a report you review every month—and bring that task to the tool. Exercises and demos feel safe, but they do not transfer. Real stakes make quality obvious: you know within a paragraph whether the output sounds like you, because the work is yours.
Learn to brief, not to prompt
The single biggest leap in output quality comes from context: who you are, who the work is for, what a good result looks like, and what to avoid. Executives already own this skill—it is how they brief a new hire or an outside firm. AI fluency training is mostly the transfer of that habit into a chat window.
Make pushback a reflex
Treat every first answer as a first draft. Say what is wrong with it—too long, too formal, missed the point—and ask again. The pushback pass is where fluent users spend their effort, and it is the habit that separates people who “tried AI once” from people who use it daily.
Save what works into a personal playbook
When a prompt produces something genuinely good, write it down with placeholders for next time. A dozen saved prompts—your meeting-prep prompt, your difficult-email prompt, your long-document prompt—compound in value every time they are reused. Fluency, in practice, is a small set of proven plays.
Get corrected by someone who is already fluent
Solo practice works, but it is slow, because you cannot see the habits you cannot see. A fluent teacher watches how you actually work and corrects in the moment—more context here, a firmer pushback there. In my experience, a few corrected sessions compress months of trial and error into weeks.
What does fluent AI use actually look like?
Fluency shows in the prompts themselves. Notice how much context each of these carries, and how each one treats the tool like a capable colleague instead of a search box. Copy them, replace the brackets with your material, and run them on real work this week.
I'm the owner of [one line about your company]. Here is my calendar for the week and my raw notes from the weekend: [paste]. Give me a one-page brief for Monday: the three meetings where my judgment matters most, what I should decide before each one, and the two things on this list I should delegate or decline. Plain language, no flattery.
The closing instruction—what to delegate or decline—is a fluent move: asking for judgment-shaped output, not just a summary.
I'm deciding whether to [the decision: hire a COO / open a second location / raise prices]. Here is the context and where I'm stuck: [paste]. Steelman both choices in 150 words each, then list the three assumptions I'm making that would change the answer if they're wrong. Don't recommend—help me see the decision clearly.
“Don't recommend” is deliberate. Fluent executives use AI to sharpen their own judgment, not to outsource it.
That draft is close, but it isn't right yet. It sounds like a consultant wrote it—too formal, and it buried the point. The point I want to lead with is: [one sentence]. Rewrite it in my voice: direct, warm, under 150 words, no jargon. If a sentence sounds like corporate filler, cut it.
This is the single most fluent behavior on the page. First answers are raw material; the second pass is where the work gets good.
How do you get fluent without the trial-and-error year?
Everything on this page works self-taught. The five steps, the three prompts, the habits—none of it requires me, and many executives reach real AI fluency alone. The honest trade is time. Solo learners spend months discovering what a fluent teacher can correct in an afternoon, mostly because the habits behind weak output—thin briefs, accepted first drafts—are invisible to the person rehearsing them.
That is what my coaching is for. One-on-one, over video, on your real workload: we find the tasks where AI gives you hours back, correct your habits live, and leave you with a saved playbook of prompts proven on your work. If a certificate or a free course is the right next step for you, I will tell you that instead. If you want to be fluent rather than certified, the booking button below puts a session on my calendar.
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Coached by Pete Enestrom
Yale and Columbia grad, former Microsoft and Intel, and a venture-backed exited founder. Pete has spent the last four and a half years going deep on every major AI tool, and he teaches the way operators learn: on your real work, at your pace, with nothing assumed.
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Straight answers, the way I'd give them across a table.
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