An AI strategy memo drafted from a one-line prompt almost always reads the same way: safe, vague, and stuffed with phrases like "leverage synergies" and "drive alignment." That's not a flaw in the model - it's what happens when you give it thin input and ask it to fill the gaps. The fix isn't avoiding AI for this kind of writing; it's feeding it your actual specifics and treating it as a first-draft engine and editor, not a ghostwriter you trust blindly.
Strategy memos, decision docs, and internal position papers carry weight - executives, senior managers, and chiefs of staff use them to get buy-in and move a decision forward. If a memo sounds like it could have been written about any company, in any industry, nobody in the room will trust it, and neither should they.
Why AI Strategy Memos Default to Generic Corporate Mush
Ask an AI tool to "write a strategy memo about expanding into a new market" and it produces something fluent, structured, and almost entirely useless. It'll talk about "capturing market share" and "mitigating risk" without a single real number, name, or constraint attached. That's not laziness - it's math. With no specific input to draw from, the model predicts the most statistically likely words for "strategy memo," which are the words in every generic business document ever written.
The result sounds confident but says nothing. Hedge words pile up ("could potentially," "may help drive"), buzzwords do the work evidence should be doing, and the recommendation reads like it was written before anyone looked at the data. That's why a rough topic handed to ChatGPT so often comes back as something you'd never put your name on.
The Fix: Feed AI Your Actual Specifics
The biggest lever for a good AI-drafted memo is input quality, not prompt cleverness. Instead of a one-line topic, give it:
- Real numbers - actual revenue, cost estimates, or headcount, not "significant growth" or "substantial investment."
- Real constraints - budget ceilings, a hard deadline, a skeptical board member, a team that's stretched thin.
- Your actual voice - paste in a memo you've written before and ask the AI to match that tone, not a generic template.
The difference is dramatic. "We should consider expanding" versus "we have $400K in discretionary budget, a Q3 board deadline, and two competitors who entered this market in the last six months" are not the same document, even though both started as an AI draft.
A Repeatable Structure for a Strategy Memo
Most strong strategy memos follow the same shape: context → options considered → recommendation → risks → next steps. Giving AI this structure up front, rather than asking it to invent one, is what turns bullet notes into something board-ready.
Prompt 1: Turning rough bullet points into a first-draft memo structure
I need a first-draft strategy memo. Use this structure exactly:
1. Context (why this decision matters now)
2. Options considered (at least 3, including "do nothing")
3. Recommendation (the option we're proposing, and why)
4. Risks (specific, not generic - tied to our actual situation)
5. Next steps (owner + rough timeline for each)
Here are my rough notes - turn them into a proper first draft.
Keep every number and detail I give you; don't smooth them into
vague language. Flag with [NEEDS INPUT] anywhere you had to guess
because I didn't give you enough detail.
My notes:
- [paste your actual bullet points, numbers, and constraints here]
- Audience: [e.g., "the exec team, who are skeptical of new headcount"]
- Decision needed by: [date]
That [NEEDS INPUT] flag stops the model from quietly inventing plausible-sounding filler in place of a fact you haven't given it.
Stress-Testing Your Memo: The Steelman Counter-Argument
One of the most useful things AI can do for a memo has nothing to do with drafting - it's stress-testing your logic. Before sending a memo up the chain, ask the AI to argue against your recommendation as strongly as it can.
Prompt 3: Generating a steelman counter-argument section
Here is a strategy memo I've drafted [paste the memo]. Write the
strongest possible counter-argument against my recommendation - not
a weak strawman, but the version a smart, skeptical executive would
raise knowing our competitor's numbers and our team's history with
similar projects.
For each point in your counter-argument, tell me whether my memo
currently addresses it, ignores it, or needs a stronger response.
This is where AI earns its keep as an editor, not just a drafter. If the counter-argument surfaces something you hadn't considered, address it in the memo - don't argue with the AI until it stops raising it. This pairs well with the habits in our guide to AI for leadership, where getting comfortable being challenged by AI, rather than just validated by it, is a recurring theme.
Tightening the Draft: Cutting the Genericness
Once you have a full draft, run it back through AI with a different job: find and kill the vague, hedge-heavy language that crept in.
Prompt 2: Critiquing a drafted memo for genericness and vague language
Review this strategy memo draft [paste it] and act as a blunt editor.
Specifically:
1. Highlight every sentence that could apply to almost any company or
decision (too generic) and suggest a specific replacement using
details already in the memo.
2. Flag hedge words and phrases ("could potentially," "may help,"
"it's important to note") and buzzwords doing the work an actual
fact should do ("synergy," "leverage," "best-in-class"). For each,
tell me what specific claim or number should replace it.
Don't rewrite the whole memo - just point out the problems, sentence
by sentence, so I can fix them myself.
Asking for a critique rather than a silent rewrite keeps you in the editor's chair, which is where you want to be for a document with your name on it.
Creating the Executive Summary Version
Most strategy memos need a shorter cousin - a half-page version for people who won't read the full document. AI is good at this compression, as long as you tell it what to prioritize.
Prompt 4: Adapting the memo into a tight executive-summary version
Turn this full strategy memo [paste it] into a 150-word executive
summary for someone who will only read this one paragraph before a
meeting. Include:
- The recommendation, stated in the first sentence
- The single biggest risk
- The decision or approval being asked for, and by when
Cut everything else. Do not add new hedging language or soften the
recommendation to sound more "balanced" than the full memo actually is.
If your memo started life as notes from a meeting, our piece on turning meeting notes into structured summaries covers the same discipline of asking for a specific format instead of "summarize this."
Editing AI Output to Sound Like an Actual Person
Even a well-prompted draft needs a human pass before it goes out under your name. A few things to check every time:
- Cut "it's important to note" and its cousins. These phrases pad a sentence without adding meaning - state the thing directly.
- Keep specific numbers and named risks. If AI softened "a 12% margin drop in Q2" into "a moderate impact on margins," put the number back.
- Read it out loud. If a sentence doesn't sound like something you'd say in a meeting, rewrite it in your own words.
- Check the recommendation matches your conviction. If the AI's phrasing is more confident, or more hedged, than you actually feel, fix that mismatch first.
Product leaders drafting roadmap decision docs hit the same problem - our guide on AI for product teams covers the equivalent playbook.
The Caution: AI Drafts, You Decide
None of this changes what a strategy memo is for. Its value isn't polished prose - it's the thinking behind the recommendation. AI can organize notes, stress-test logic, and tighten language, but it cannot make the judgment call for you.
A leader who ships an AI-drafted memo without genuinely agreeing with its logic takes on real risk. The first hard question - "why did we rule out option two?" - will expose a recommendation you don't stand behind, and that credibility damage is hard to undo. Use AI to draft faster; never let it skip the part where you decide what you think.
For how this fits alongside other department-specific AI skills, see our departments page, which covers tailored training across a company, not just executives.
FAQ
Will an AI strategy memo sound like it came from ChatGPT?
Only if you let it. The generic tone comes from thin input, not the tool itself. Feed it real numbers, real constraints, and a sample of your past writing, and it stops sounding like a template.
How much of the memo should I actually write myself?
Treat AI as the first-draft engine and editor, not the author. Own the recommendation, the final structure, and the editing pass - the parts that require judgment, not pattern-matching.
Is it risky to use AI for something as sensitive as a strategy memo?
The risk isn't drafting with AI - it's submitting a recommendation you haven't genuinely tested. Run the steelman step above before anything goes up the chain, and never paste in information more sensitive than your AI policy allows.
Want your leadership team writing sharper, faster strategy memos across every department? Start your free CourseFluent account and give them the prompting skills to match.
