Ten AI prompt templates that run a complete sales cycle: who you reliably win, what is happening at the account, the outreach sequence that earns a reply, the discovery questions that quantify the cost of inaction, and the plan that closes the deal. Below, one deal is worked through all ten.
What’s inside
Run any prompt on its own, or run all ten in order. Each output feeds the next, building one Deal Brief.
Target
01Ideal Customer Profile & QualificationDefines which accounts are worth a rep’s time, and which to disqualify.02Account Research & PlanningTurns public information into one reason to call, or a decision not to.The scenario
Meridian Freight Systems sells warehouse and supply-chain software to mid-market distributors. $18M in recurring revenue, $110K average deal, five months from first call to signature. Replies to outbound have fallen from 9% to 3%, and 58% of qualified deals now end in no decision rather than a loss to a competitor — which means the pipeline is full and the quarter is short. Here is how the ten prompts take that from a volume problem to one closed deal at Brightwater Distribution.
The buyer does not choose a rival. They choose to keep doing what they do now, which costs them nothing this quarter.
The deal depends on a single contact. If that person changes role, the deal usually stalls or ends.
Open pipeline value divided by the sales target. A standard health check, and the easiest sales metric to inflate.
Step by step
Ten prompts, in order. Each one’s output becomes the next one’s input, building a single running Deal Brief.
Defines which accounts are worth a rep’s time, and which to disqualify.
“Everyone in distribution with more than fifty trucks.”
“Five of your last eight wins share a condition your targeting ignores.”
An ideal customer profile (ICP) describes the accounts a company reliably wins. Meridian built its profile on firmographics, company traits such as size and industry: “everyone in distribution with more than fifty trucks.” Its lost deals match that description as closely as its wins, so the profile does not predict who will buy.
Takeaway: target accounts with a trigger event, such as an unsupported system or a newly hired supply chain executive, instead of accounts that only meet a size requirement.
Turns public information into one reason to call, or a decision not to.
“Brightwater Distribution, six sites. Here is their annual report and their job ads.”
“Their support contract ended in March. The new VP started the same month.”
Account research collects public facts about one company to decide whether to contact it now, and with what message. Each fact is graded Sourced (a named, dated source), Inference (a reasonable conclusion) or Unverified.
Takeaway: contact an account when research finds a dated trigger event. If there is no trigger, keep monitoring the account and do not start outreach.
Builds a five-touch sequence on one verifiable fact, then applies the delete test to every line.
“Write me a sequence for Brightwater. Our reply rate is 3%.”
“Under ninety words, one ask, subject line of four.”
An outreach sequence is a planned series of emails, called touches, sent to a prospect who has not asked to be contacted. Each touch must give the buyer new and relevant information.
Takeaway: build outreach around one fact the buyer can check, and make every follow-up add something new. Without a strong fact, the account is not ready for outreach.
Builds the discovery questions that get the buyer to calculate the cost of inaction.
“Thirty minutes with the VP and the Director of Ops on Thursday.”
“Eleven late shipments a month, $4,200 each. They said the number.”
Cost of inaction is the annual cost of the buyer’s current problem if nothing changes. Buyers approve budget faster when they calculate this figure themselves, because they trust their own numbers more than a seller’s.
Takeaway: ask questions that lead the buyer to state the cost of the problem in their own numbers, and learn how past purchases were approved. That is why the closing plan in step 10 starts with the security review.
Classifies the objection before answering it, and concedes what is true.
“It is more than we budgeted, and we just spent on the upgrade.”
“That is not a price objection. It is a budget-owner objection.”
Objection handling starts by classifying the objection. There are three types: a constraint (a real limit, such as a fixed budget), a gap (the buyer lacks information) and a proxy (a stated reason that hides the real one).
Takeaway: identify the objection type before responding, and meet the economic buyer before sending the proposal. A discount would not have solved this objection.
A one-page competitor comparison a rep can read in thirty seconds, honest about where the competitor is stronger.
“We are against Tallgrass, and against doing nothing.”
“Tallgrass wins on integration. Concede it, then compete on multi-site reporting.”
Competitor analysis compares a product with one competitor, and its usual sales format is a one-page comparison sheet, often called a battlecard, that reps read before calls. Reps stop using it as soon as a buyer proves one of its claims wrong.
Takeaway: concede the competitor’s real strengths, then compete on the needs where you are stronger, using sourced facts and total cost.
Writes the proposal page that still works when forwarded to people who were not in the meeting.
“Proposal by Friday. Procurement reads it, not the VP.”
“$128K against $554K they are already paying in penalties.”
A conservative case estimates the return assuming results come in below plan. Finance teams trust it more than a best case, which they tend to treat as marketing.
Takeaway: write the proposal for the finance reader: one recommendation, a conservative return, the buyer’s own figures and a clear list of exclusions.
Diagnoses why the buyer went silent, then writes follow-ups that each add new information.
“Twenty-three days since the proposal. Dana has gone quiet.”
“Four causes, ranked. The top one is not the one the rep assumed.”
Follow-up after a proposal should start by diagnosing why the buyer stopped responding. It has been 23 days since Meridian sent the proposal to Dana, the Director of Operations.
Takeaway: diagnose the cause of the silence before following up, contact more than one decision-maker, and send follow-ups that add new information instead of “just checking in”.
Tests every open deal for evidence, then re-cuts the forecast on the deals that pass.
“$6.2M of pipeline against a $1.4M quarter. We are covered.”
“$4.1M of it has no second contact and no scheduled next step.”
Pipeline coverage is the total value of open deals divided by the sales target. Meridian reported $6.2M of pipeline against a $1.4M quarterly target, or 4.4x coverage. Only deals with evidence of progress should count.
Takeaway: forecast from deals with more than one contact and a dated next step, and assign three specific deals for this week to close the shortfall.
Works backwards from the buyer’s go-live date and puts both sides on one schedule.
“They need it live before peak season. November 1.”
“Security review is the critical path. It starts this week or the date moves.”
A mutual action plan (MAP) is a schedule agreed by buyer and seller that lists every step to signature and go-live, each with an owner and a date. It is built backwards from the buyer’s required go-live date.
Takeaway: plan the close as a joint schedule, start the longest approval step first, and negotiate other terms before price.
Three documents from the Brightwater Deal Brief that go to the buyer: the mutual action plan from prompt 10, and the one-page proposal and the champion’s forwardable version from prompt 07.
| Step | Owner | Date | Depends on |
|---|---|---|---|
| Security questionnaire returned | Meridian | 22 Sep | Brightwater IT sends the form |
| Reference call with a peer distributor | Meridian | 26 Sep | Customer consent confirmed |
| Security review complete | Brightwater IT | 10 Oct | Questionnaire |
| Business case into the budget meeting | Dana, Dir. Operations | 3 Oct | Final pricing |
| Budget approval | VP Supply Chain | 6 Oct | Business case |
| Legal review and redlines | Both | 17 Oct | Approval |
| Signature | VP Supply Chain | 24 Oct | Legal |
| Implementation kickoff | Both | 28 Oct | Signature |
| Live ahead of peak season | Brightwater | 1 Nov | Kickoff |
Six distribution centres report separately. Month-end consolidation takes four days. Eleven shipments a month miss the contractual window with your largest retail customer.
$554,400 a year in service-level penalties, from your own contract terms and your own shipment count.
Multi-site inventory and exception reporting across all six sites, live before peak season, with the existing ERP left in place.
Peak season adds volume to the same process. The penalty exposure rises; the four-day close does not shorten.
We are paying roughly $554K a year in service-level penalties on the retail contract. Eleven shipments a month miss the window, and the cause is that the six sites do not see each other’s stock until the month-end close, four days later.
I am asking for $128K to fix it before peak season. On a conservative estimate — 60% of those penalties avoided, not all of them — that returns $332K in the first year. The ERP stays as it is.
Two things worth knowing. Security review is the long pole and IT has the questionnaire now. And if we do not decide by 24 October, it will not be live before peak, which means we run this peak the way we ran the last one.
Happy to walk through the numbers before the meeting.
Prompt output, formatted for this page. The prompts return the same content as text and tables; the figures come from whatever you paste in. Meridian and Brightwater are fictional, so every number here is ours to show you.
All 10 prompt templates with full copy-paste text and worked examples — a downloadable PDF plus a plain-text copy file. Lifetime updates.
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The pack ends with the documents above. The McKinsey-Grade PowerPoint Generator is a separate product, $19: paste the Deal Brief into it and it builds a board deck in Claude, as a real .pptx with native, editable charts.
Below is Meridian’s executive summary: ten slides, one for each prompt’s output, unedited.
Meridian and Brightwater are fictional, so every number here is ours to show you. Generated in the NOVA house style.
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