The board deck takes eleven hours. The CEO one-on-one takes six. The quarterly competitive update for the exec team takes another four. That's most of a CMO's Tuesday and Wednesday gone to assembly work — pulling Salesforce extracts, paging through win/loss notes, scraping competitor changelogs, then translating it all into the three slides the CFO will actually read.
The work isn't hard. It's just slow, and it doesn't compound. The deck you built last quarter is half-stale by next quarter, and you rebuild it from scratch.
An AI analyst — one that already holds your positioning, your ICP, your win/loss data, your competitor history — collapses the retrieval-and-reformat layer. It doesn't replace the judgment call about what the CEO needs to hear. It replaces the four hours you spent finding the underlying facts.
The briefing types worth automating
Not every exec touchpoint deserves the same treatment. A coffee with the CEO doesn't need a deck. A board meeting absolutely does. Sort your recurring briefings into three buckets before you wire up an analyst.
The mistake first-time users make is starting with bucket three because it feels important. Start with bucket one. The board deck is where the time savings are real and the failure mode (a slightly off-brand chart) is recoverable.
Step 1 · Load the context once, not every time
The first briefing you build will take longer than doing it by hand. That's expected. You're not just generating a deck — you're loading the analyst with the context that makes every subsequent briefing fast.
This setup runs ninety minutes the first time. After that, every briefing inherits it.
Step 2 · Write the brief from the exec's question, not the data
Most CMOs build briefings backwards: they pull the data, then look for a story. An analyst inverts this — you state the question the exec is trying to answer, and the analyst pulls the evidence that bears on it.
A board deck slide on competitive position isn't "here's what our competitors did." It's "did our competitive position improve or degrade this quarter, and what did we do about it?" Frame the question, then ask the analyst to assemble the answer.
My first prompt used to be "summarize last quarter's competitor activity." Garbage in, garbage out — I got a list. Now I ask "did Wedge's product launches this quarter change the deals we lose to them?" That gets me an answer the CEO can act on.
The shift is small in words and large in output quality. Question-first prompts force the analyst to weight evidence rather than list it.
Step 3 · Use a checklist for what every briefing must contain
The fastest way to ruin a board briefing is to ship it with a missing piece — no competitor section, no churn breakdown, no forward-looking call to action. Build a checklist once, run it against every brief.
What every exec briefing should include before you ship it
The analyst can self-check this list. Add the checklist to the prompt: "Before returning the brief, verify each item is present. If any are missing, flag them rather than fabricating."
Step 4 · Treat the first draft as the outline, not the deliverable
The single biggest failure mode is shipping the analyst's first draft. It will be 80% right and 100% generic. Your job is the last 20% — the in-jokes the board will recognize, the specific deal you can't name in writing but everyone remembers, the chart axis your CEO has opinions about.
The analyst gets me to a draft in fifteen minutes that used to take six hours. Then I spend forty-five minutes making it sound like me and adding the three things only I would know to add. That's the workflow.
The economics work even if you only save four of those six hours per briefing. Six briefings a quarter at four hours saved each is a full work-week back.
Step 5 · Build a feedback loop after every briefing
The analyst gets better with corrections. After the board meeting, take ten minutes to note what landed and what didn't, and feed it back. "The CEO asked about churn cohorts twice — always include the cohort breakdown." "The board didn't care about the AE feedback section — drop it next time."
Three or four cycles of this and the analyst's first drafts start landing in the 90% range, not the 80% range. That's the difference between a useful tool and a load-bearing one.
What this costs
Honesty about the price tag: the first month of using an analyst this way is slower than your current workflow. You're loading context, refining prompts, and learning what good output looks like. Budget eight to twelve hours of setup across three or four briefings before the time savings show up.
By month two, a board deck that took eleven hours takes three. A monthly competitive update drops from four hours to forty minutes. The CEO one-on-one prep — the one you used to dread on Sunday night — becomes a twenty-minute review of an analyst-assembled brief.
What to do this week
Pick the briefing you most resent preparing. Probably the monthly competitive update or the QBR slide. Load the analyst with the last four versions and your positioning brief. Write the next one with the analyst as your first-draft engine. Time it.
If it took longer than doing it by hand, the prompt is wrong, not the tool. Ask the question the exec is trying to answer, not the data you want to show. The order matters more than anything else in this workflow.
Keep reading
Analyst vs. Human Strategist: Complementary, Not Competitive
The division of labor that actually works — what an AI analyst does better, what a human strategist does better, and where the handoff has to happen for either to be useful.
How to Use an Analyst for Competitive Deep Dives
A working method for getting specific, defensible competitive analysis out of an AI analyst, instead of the bland summaries most prompts return
Using the Analyst to Iterate a Positioning Brief
How to cut positioning brief iteration from three weeks to three days using an AI analyst as a structured sparring partner, not a draft generator
Analyst
AI strategy advice grounded in your own context — not generic playbooks.
The Analyst is a chat-based AI strategist that reads your Strategic Context, past audits, and competitive signals before answering. Ask it anything from 'why are we losing to Competitor X' to 'how should we reframe our pricing page' — and get answers that are actually about you.
- ✓Reads your own positioning data before responding
- ✓Grounded in audit findings and competitor signals
- ✓No hallucinated advice — evidence cited inline