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AI Prompts for Sales: 15 Tested Prompts for Prospecting, Calls and Pipeline

These 15 prompts cover the tasks sales reps repeat every week: researching accounts, writing outreach, prepping calls, handling objections, logging meetings and reviewing deals. Each one is copy and paste ready and works in Claude, ChatGPT or Gemini.

  • Reading time: 12 minutes
  • Last updated October 20, 2026

Before you use them, read the next section. The same prompt gives wildly different results depending on the context behind it.

Why most sales prompts produce generic output

"Write a cold email to a VP of Sales" gives you the same email everyone else gets. AI fills every gap you leave with the most average possible answer, and average in sales means ignored.

Strong prompts cover five things. We call the framework GCIRF:

  • Goal: the outcome you want (book a call, not "write an email")
  • Context: who you are, who they are and why now
  • Inputs: the material to use (research, notes, transcripts)
  • Rules: length, tone, what to avoid
  • Format: what the output should look like

Every prompt below follows that structure. Replace anything in {curly braces} with your details. New to prompting? Prompting 101 walks through each part with a before and after.

Set up your context once

Most prompts below say "use my context." That refers to a seller context file you load into a Project in your AI tool, so you don't paste it every time. It should include your role, what you sell, your best fit customer profile and personas, approved proof points, 3 of your best emails and your rules (like "never invent customer names").

If you haven't built one yet, start there. The complete guide to AI for sales walks through it.


Research prompts

1. The account brief

Use it when: you're deciding whether and how to reach out to an account.

Goal: build a one page account brief for {company} so I can decide whether and how to reach out.

Context: use my context for what we sell, our best fit customer profile and personas.

Research with web search and cite a source link for every fact:
1. Snapshot: what they do, size, HQ, recent growth
2. Strategic priorities, quoted from leadership where possible
3. Trigger events from the last 90 days, with dates
4. Likely pains mapped to our top use cases, with your reasoning
5. Buying committee by title: economic buyer, champion, users, blockers
6. Tools they appear to use today
7. Recommended angle and 3 talk tracks
8. Open questions I should verify

Rules: mark anything unconfirmed as UNVERIFIED. Don't guess people's names. If another company has a similar name, confirm you have the right one.

Format: short bullets under headings, under 400 words, sources at the end.

Tip: open every source before you use a fact in outreach. A link in the output isn't proof until you've clicked it.

2. The trigger finder

Use it when: you have a list of accounts and need a reason to reach out now.

For {company}, find events from the last 90 days that could create a need for {what we solve}. Look for: funding, executive hires in {buyer function}, hiring surges in {relevant team}, new products or markets, acquisitions, earnings comments about {problem area}, cost cutting and technology changes. For each: the event, the date, the source link and one sentence on why it matters to us. If you find nothing solid, say so instead of stretching.

Tip: "say so instead of stretching" matters. Without it, AI will present a two year old award as a trigger.

3. The earnings call miner

Use it when: you're targeting a public company and want the executives' own words.

Here is the transcript of {company}'s most recent earnings call. List every statement from executives about {sales productivity, pipeline, hiring, cost efficiency, or your topic}. Quote each one exactly, with the speaker's name and title, then explain in one line how it connects to what we sell. Don't paraphrase the quotes.

<transcript>
{paste transcript}
</transcript>

Tip: a direct quote from the CFO in your email ("You mentioned on the Q2 call that...") is one of the strongest openers in B2B sales.

4. The account tiering prompt

Use it when: you have 25 to 100 accounts and need to decide where to spend your time.

Here are {number} accounts with their industry, size, region and tech signals. Score each from 1 to 10 against our best fit customer profile (in my context), with a one line reason. Then group them: top priority (fully custom outreach), second priority (persona plus trigger), third priority (segment template). Return a table sorted by score.

<accounts>
{paste list}
</accounts>

Tip: spot check at least 5 scores yourself. AI sometimes weights one criterion far more than you would.

For a deeper walkthrough of research with AI, see How to Use AI for Account Research.


Outreach prompts

5. The first touch email

Use it when: you have a researched account and a real trigger.

Goal: book a 20 minute call with {name}, {title} at {company}.

Context: use my context. Trigger: {trigger event with date}.

Inputs: {paste the relevant research}. Use only these facts about {company}.

Rules: under 90 words. Plain language. Lead with their situation, not our product. One proof point from a similar customer, taken from my approved proof points. End with a low pressure question. Match the style of my example emails. Never use "I hope this finds you well," "quick question," "leverage" or "synergy."

Format: 3 subject lines under 5 words, then 2 versions: one direct, one curious.

6. The prospect critique

Use it when: you've got a draft and want to know if it will get a reply.

You are {title} at a {size} {industry} company. You get about 80 cold emails a day and delete most of them in 3 seconds. Read this email as that person. Score it from 1 to 10 for how likely you'd be to reply. Tell me honestly: the moment you'd stop reading, what feels generic, and what would make you reply. Then rewrite it to score at least 8.

<email>
{paste draft}
</email>

Tip: this is the most underused prompt on the list. It turns AI from a writer into an editor, which is where it's most valuable.

7. The multichannel sequence

Use it when: you're building a full sequence for a top priority account.

Using the account brief below and my context, design an 8 touch sequence over 21 days for {name}, {title} at {company}. Mix email, phone and LinkedIn. Every touch needs a different angle: the trigger, a new insight, a peer example, a different pain, a breakup note. For each touch give: day, channel, angle and the full copy. Emails under 100 words. Voicemails under 25 seconds when spoken. LinkedIn notes under 300 characters. No follow ups that just say "bumping this up."

<account_brief>
{paste brief}
</account_brief>

Prompts for each LinkedIn touch, from the connection note to the follow up, are in How to Write LinkedIn Messages with AI.

8. The reply handler

Use it when: a prospect replies with a brush off and you want to keep the conversation alive.

A prospect replied: "{paste reply}". Using my context and our email thread below, write a response that respects their answer and gives them one easy reason to keep talking. Under 60 words. No pressure, no guilt, no "just checking in." If the right move is to accept and set a follow up date, write that instead.

<thread>
{paste thread}
</thread>

For a reply type table and the full follow up method, see How to Write Follow Up Emails with AI That Add Value.


Call prompts

9. The 5 minute call prep card

Use it when: you have a call in 10 minutes and need to walk in prepared.

Create a one screen call prep card for {name}, {title} at {company}, using the brief below and my context:
1. Goal of the call in one line
2. Why now: the trigger in one sentence
3. My hypothesis about their problem, and why
4. 2 openers, each under 15 seconds when spoken
5. 3 discovery questions that test the hypothesis
6. The 3 objections this persona is most likely to raise, each with a short response
7. The exact ask (time and format)

<brief>
{paste brief}
</brief>

10. The AI prospect roleplay

Use it when: you want to practice a cold call or a hard objection before trying it on a real buyer.

You are roleplaying a prospect so I can practice cold calling. Stay in character until I type END.

Character: {name}, {title} at {company}, {size} employees. Busy and mildly annoyed by cold calls. Hidden situation (only reveal it if I ask good questions): {real pain}.

Difficulty: hard. Raise at least 3 objections, give short answers and end the call if I pitch before asking a question.

Rules: respond only as the prospect, briefly, like a real phone call. Don't help me. Don't agree to a meeting unless I earn it.

When I type END, step out of character and score me from 1 to 5 on: opener, relevance, questions, objection handling, clarity of ask and talk ratio. Quote my best and worst lines and give me 3 specific improvements.

Tip: use the voice mode in the mobile or desktop app for realism. The full method is in AI Sales Roleplay: How to Practice Cold Calls and Objections.

11. The objection library builder

Use it when: you want tested responses to the objections you hear every week.

Using my context, write 3 responses to each of these objections: {list objections}. Use this structure for each: acknowledge (show you heard them), clarify (ask a question to find the real objection), respond (a reframe or proof point), advance (ask for a small next step). Each response must sound natural spoken aloud and be under 40 words. Never criticize a competitor.

Tip: test every response in roleplay (prompt 10). Keep only the ones you'd actually say.


Pipeline prompts

12. Transcript to action

Use it when: you've just finished a discovery call with a transcript from an approved note taker.

Here is the transcript of my call with {company}. Produce:
1. Summary in 5 bullets
2. The buyer's pains in their exact words, as quotes
3. Numbers or metrics they mentioned
4. Stakeholders named and their role in the decision
5. MEDDICC: what we learned and what's still missing
6. Risks and red flags
7. Next steps with owners and dates
8. CRM field updates, formatted to paste
9. A recap email to the buyer: under 150 words, their pains in their words, next steps, no new pitch

Use only what's in the transcript. Mark anything uncertain.

<transcript>
{paste transcript}
</transcript>

Tip: send the recap within an hour. Speed alone sets you apart.

13. The closing handoff note

Use it when: you're a prospecting rep passing a booked meeting to a closing rep.

Write a closing handoff note from my notes below: account and contact, how the meeting was booked, the trigger, confirmed pains (with quotes), what they use today, other stakeholders mentioned, what they expect from the next call, qualification gaps and my honest read on deal quality from 1 to 5 with a reason. Under 200 words.

<notes>
{paste notes}
</notes>

14. The skeptical VP deal review

Use it when: you're a closing rep preparing for a forecast call or stuck on a deal.

Act as a skeptical VP of Sales reviewing this deal in pipeline review. Here are my notes, MEDDICC status and timeline. Ask me the 10 hardest questions you'd ask. Point out where I'm assuming instead of knowing. Rate the deal's real risk from 1 to 10. Then give me the 3 actions most likely to move it forward this week.

<deal>
{paste deal notes}
</deal>

15. The weekly pipeline check

Use it when: it's Monday morning and you want to know where to focus. Works best with a CRM connector, or paste a CRM export.

Review my open pipeline. For each deal, flag: no activity in 14 days, close date in the past, close date pushed more than once, no economic buyer contact, only one contact engaged, missing next step. Then list my top 5 priorities for this week, in order, with one specific action each.

Tip: once this prompt works reliably, schedule it to run every Monday so the list is waiting for you.


How to turn these prompts into a system

Collecting prompts isn't the goal. Using the right ones without thinking is. Here's the progression:

  1. Test: run each prompt on 3 real accounts or deals and refine the wording.
  2. Template: save the version that works in a shared doc with {placeholders}. That saved version is a prompt template.
  3. Package: load your best templates into your AI Project so they're always a click away. Some tools let you save them as reusable skills that run with a single command.
  4. Schedule: turn routine checks (prompts 2 and 15) into scheduled tasks that report to you.
  5. Share: add your best versions to a team library. One rep's great prompt is the whole team's next week.

Three rules for every prompt on this list

  1. Verify before you send. Every fact about a prospect needs a source you opened yourself.
  2. Keep customer data in approved tools. Transcripts, CRM exports and deal details belong in your company's approved AI workspace, never a personal account.
  3. Edit every draft. Cut the warm up sentence, read it aloud and ask: would I reply to this?

Frequently asked questions

Do these prompts work in ChatGPT and Claude?

Yes. They're written in plain language and work in Claude, ChatGPT, Gemini and Microsoft Copilot. Results improve in any tool when you load your seller context into a Project first. Using ChatGPT? ChatGPT for Sales shows how to set it up with your seller context first.

Why are these prompts so long?

Because short prompts produce generic output. Each line removes a gap the AI would otherwise fill with an assumption. Once you save them as templates, the length costs you nothing.

What's the best AI prompt for cold emails?

Use prompt 5 to draft and prompt 6 to critique. The critique step, where AI reads your email as the prospect, usually improves a draft more than rewriting the original prompt.

Can I use these prompts with customer data?

Only in your company's approved AI workspace with the right data settings. Check your AI policy before pasting transcripts, CRM exports or deal details.

How do I make AI emails sound like me?

Paste 3 to 5 of your best emails into your context and label them as voice examples. Add a short list of phrases you never use. Then, after a few drafts, ask the AI what patterns it notices in your edits and add those to your context.

Go further

These prompts are a starting point. The AI for Sales Certification teaches reps to build, test and automate a complete AI workflow across all 15 of these tasks, using their own accounts, with a graded capstone and a verified certificate.

AI for Sales Certification

Practice this on your own accounts

10 self paced sessions, an optional weekly live class and a graded capstone, all practiced on your own accounts. Membership is $50 a month. Add the $250 certification when you're ready.