Field guide · At Work Everywhere
AI for Sales Professionals
Both of the loud stories about AI reached you as somebody's pitch, which puts you at an advantage. Reading a pitch is your trade.
Words for this work: sales, account executive, AE, SDR, BDR, sales rep, sales manager, business development, quota, pipeline, prospecting, closer.
The short answer
For sales professionals, the writing an AI chat tool is genuinely good at is the writing around the work rather than the work itself: prospecting research and outreach drafting, pre-call prep and follow-up emails, proposals, objection prep, negotiation memos, crm notes, forecast write-ups, handoffs, product, competitor, and industry study, and the pipeline-building you keep postponing. Chapter by chapter that is about eleven hours in a normal week — That’s eleven hours in a normal week. Your first week will be slower — you’re learning a tool. By week three, the numbers above are realistic. Chapter 12 gives you the 30-day plan to get there.
What it does not do: your job. It does not prospecting research and outreach drafting for you without you reading it first. And it has one dangerous habit worth knowing before you type anything into it. The AI’s one dangerous habit: stating false things (capabilities, ROI figures, case studies, statistics) in a confident voice. The industry calls it “hallucination.” The fix is the 60-second check: numbers, promises, rules — and every claim traced to a source.
Where the hours go
Six blocks of writing, largest first, as the book counts them. The chapter each one is worked through in is on the right. These are the figures from this book's own promise page — the same table for all twenty-five books is on one page here.
- Prospecting research and outreach drafting~3 hoursChapter 4
- Pre-call prep and follow-up emails~2.5 hoursChapter 5
- Proposals, objection prep, negotiation memos~2 hoursChapter 6
- CRM notes, forecast write-ups, handoffs~1.5 hoursChapter 7
- Product, competitor, and industry study~1 hourChapter 8
- The pipeline-building you keep postponing~1 hourChapter 9
That’s eleven hours in a normal week. Your first week will be slower — you’re learning a tool. By week three, the numbers above are realistic. Chapter 12 gives you the 30-day plan to get there.
The eight kinds of writing
The 150 prompts in the book are grouped the way the work is grouped. It is the shape of a week for sales professionals, whether or not you ever buy anything: if your week looks like this list, the tool has somewhere to start.
- 1–15Setup & Voice15 prompts
- 16–40Prospecting25 prompts
- 41–65Discovery & Meetings25 prompts
- 66–85The Deal20 prompts
- 86–105Pipeline & the Record20 prompts
- 106–120The Knowledge Work15 prompts
- 121–145Brand & Referrals25 prompts
- 146–150Admin & Momentum5 prompts
All 150 titles are listed free, and twelve are printed in full.
Three of the prompts, in full
Not a sampler: these are the three the book itself rates highest. Its promise page values six blocks of writing in hours, and these come from the three worth the most — one prompt each, printed as they stand. The bracketed parts are where you type; everything else is the wording. Nine more are printed in full on the prompt page for this book, and every one of the 150 is listed there by name.
“I sell [CATEGORY] to [ICP]. Here’s what I gathered on a target account: [PASTE CLIPPINGS — site copy, earnings notes, job postings, trigger event, the prospect’s actual posts]. Digest into: (1) what this company is visibly trying to do this year, (2) 2–3 pains implied by the evidence, each tagged with its supporting clipping, (3) the single strongest hook to what I sell, (4) what I should NOT assume. Use only what I pasted — no outside knowledge, no guessing.”
“I have a [CALL TYPE] in 15 minutes with [ROLE] at the account above. One-page brief: (1) their situation in three bullets, (2) my goal in one sentence, (3) the 5 discovery questions most likely to surface pain, ordered, with a probe under each, (4) the likeliest objection and my honest response, (5) the next step to propose if it goes well. Only from this chat; mark uncertainty with [?].”
“Draft the executive-summary narrative from only this chat plus: [THEIR STATED PROBLEM IN THEIR WORDS / THEIR METRIC / WHAT THEY SAID IT COSTS / OUR SOLUTION / VERIFIED PROOF POINTS]. Structure: WHERE YOU ARE (their words), WHAT IT’S COSTING (only their numbers, attributed), WHAT WE PROPOSE (plain English), WHAT CHANGES (their metric), NEXT STEPS. Pricing as $____. No ROI figures, customer names, or statistics I didn’t supply. One page.”
What to check, every time
Four kinds of box repeat through every task chapter. Two of them are the reason this is a book for sales professionals and not a book about AI.
COPY THIS
a ready prompt. Copy it, change the [BRACKETED] parts, paste it in.
TRY IT NOW
a five-minute exercise using your own real work. Do these. They’re the whole point.
WATCH OUT
where the AI gets things wrong on this task, and the 60-second check that catches it.
RULES CORNER
the compliance flag: what never goes into a chat window, and why.
The words, in this trade
The plain-English AI vocabulary is on the series glossary. These are the ones specific to sales professionals — where the tool meets the paperwork that already has a name.
- Business/Enterprise account
- The company-administered tier with contractual data protections and admin controls. The tier where real prospect and pricing data becomes defensible (see Chapter 10, Rule 2). If your company offers a seat, take it.
- Research-to-relevance
- This book’s prospecting method: the AI compresses the research you actually did into three relevant sentences. It never fakes familiarity you don’t have.
- The record
- Your CRM, your forecast, your expenses. It says what’s true. Pressure is not permission, and AI never launders fiction (Chapter 10, Rule 5).
If you start on Monday
The order matters more than the effort. Chapter 1 is “Your Head Start”, and it is about what you already know. Chapter 2, “The 30-Minute Setup”, is thirty minutes of setup you do once. Chapter 3 is “How to Talk to It” — the one real skill, and everything after it assumes you have it. The last chapter, “Your First 30 Days”, is a dated plan rather than advice.
You can read the entire opening argument, You Have Read That Email Before, without buying anything: 2,193 words, about 10 minutes.
Questions people actually ask
Can AI do prospecting research and outreach drafting for sales professionals?
It can write the draft; you still decide. This is the single biggest block of time in the trade — the book puts it at 3 hours a week in chapter 4 — and the prompt library gives it 25 worded prompts under “Prospecting”. The titles of all 150 are listed free.
Will AI replace sales professionals?
No, and this series argues the opposite at length. It is a good tool for words: it does the writing around the job, not the job. The book's own line is “this book will not tell you AI is magic. It’s a power tool. It kicks. We’ll show you where — and in sales, where it kicks is exactly where your credibility lives.” The whole opening argument is free to read, 2,193 words, no sign-up.
Where does AI get things wrong in this work?
In one specific way, and it is worth knowing before you start. The AI’s one dangerous habit: stating false things (capabilities, ROI figures, case studies, statistics) in a confident voice. The industry calls it “hallucination.” The fix is the 60-second check: numbers, promises, rules — and every claim traced to a source. Every task chapter carries a WATCH OUT box: where the AI gets things wrong on this task, and the 60-second check that catches it.
What should never go into a chat window?
That question has its own box in every task chapter — the compliance flag: what never goes into a chat window, and why. — and its own chapter: The Rules You Can’t Afford to Break. The short version is that the compliance line for sales professionals is not the same as the one for any other trade, which is why there are twenty-five books instead of one.
Do I need to pay for ChatGPT or Claude to do this?
Not yet. The free tiers of both tools will carry you through this entire book’s TRY IT NOW exercises and your first few weeks of real use. You’ll know it’s time to pay (roughly $20/month) when you hit the free tier’s daily limits during a normal selling day — that’s the signal the tool is earning its keep. If your company hands you an enterprise seat first, take it; the data terms are better than anything you can buy solo. Chapter 11 covers what the money buys.
How long before it actually saves time?
That’s eleven hours in a normal week. Your first week will be slower — you’re learning a tool. By week three, the numbers above are realistic. Chapter 12 gives you the 30-day plan to get there.
The book this comes out of
AI on the Job: Sales Professionals Edition
150 copy-paste prompts, twelve chapters that build on each other, a plain-word glossary, and a thirty-day plan to finish on. Every figure on this page is from it.