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Best ChatGPT Prompts for Sales Reps: Cold Outreach, Follow-ups, and Closing (Copy-Paste Ready)

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Best ChatGPT Prompts for Sales Reps: Cold Outreach, Follow-ups, and Closing (Copy-Paste Ready)

Cold outreach. Follow-up sequences. Discovery calls. Objection handling. Proposals.

Sales reps spend a significant portion of their week on writing tasks — and most of that writing is repetitive. The cold email that starts the exact same way as the last one. The follow-up that says nothing new. The proposal that takes three hours and loses anyway.

I use ChatGPT for all of it now. Not to replace the relationship — that's still mine — but to eliminate the startup friction on every writing task. Here are the 25 prompts I actually use, organized by the moment in the sales cycle when you need them.

Why Generic Sales Prompts Fail

"Write me a cold email" produces garbage. "Write me a follow-up email" produces the same garbage as last time.

The prompts that work are role-loaded, context-specific, and output-constrained. You're not asking ChatGPT to think for you. You're giving it enough context that it can't phone it in. Every prompt below follows that structure.

Category 1: Cold Outreach (Prompts 1–6)

The most valuable prompts in this list. Cold outreach is where reps waste the most time staring at a blank screen.

Prompt 1 — First cold email

You are a B2B sales copywriter who writes cold emails for [your industry] reps.
Write a 3-line cold email to [role] at [company type].
Line 1: reference one specific, observable thing about their company (use: [observation]).
Line 2: one outcome I delivered for a similar company in [timeframe].
Line 3: a low-friction CTA — a 15-min call, not a demo.
No "I hope this finds you well." No subject line. First word is not "I."
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Prompt 2 — Subject line variants

Write 7 subject lines for a cold email to [role/industry].
Mix of approaches: curiosity gap, specific stat, name drop (just "[Company] + [our company]"), question, direct benefit.
Under 40 characters each. No clickbait. No emojis unless one actually fits.
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Prompt 3 — LinkedIn connection request

Write a LinkedIn connection request to [role] at [company].
Max 200 characters. Reference a specific reason I'm reaching out — not "I'd love to connect."
Context: [1 sentence about what I sell and why it's relevant to them].
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Prompt 4 — LinkedIn DM after connection

They accepted my LinkedIn connection request. We haven't spoken before.
Write a first message that opens a conversation without a pitch.
Context about them: [what I know about their role/company].
Context about me: [what I sell, who I help].
Under 100 words. Ends with one question, not multiple.
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Prompt 5 — Personalized opening line

Write 5 different opening lines for a cold email to [name], [role] at [company].
Each should reference something real and specific: their recent content, company news, a job posting, or an industry shift.
Context: [specific things I found about them or their company].
No "I saw your LinkedIn post." That's everyone. Be more specific.
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Prompt 6 — Multi-channel sequence outline

I'm prospecting [role] at [company type]. I have their email and LinkedIn.
Write a 7-touch outreach sequence across both channels over 14 days.
Include: touchpoint number, channel, timing, and a one-line message direction.
Don't write the full messages — just the sequence architecture.
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Category 2: Follow-Up Sequences (Prompts 7–11)

The money is in the follow-up. Most reps give up after one email. These prompts make follow-up systematic.

Prompt 7 — After-first-email follow-up

I sent a cold email to [prospect] on [date]. No reply.
Write a Day 3 follow-up that adds value — not just "checking in."
Add one piece of relevant information they might not have: [something useful to them].
Under 60 words. Reference the first email briefly without repeating it.
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Prompt 8 — Post-meeting follow-up

I just had a [call type] with [prospect name], [role] at [company].
What we covered: [key points discussed].
Their main concern was: [specific objection or interest].
Next step agreed on: [action item].
Write a follow-up email that: confirms the next step, recaps one insight from the call, and adds one new piece of value.
Tone: direct, not overly formal.
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Prompt 9 — Stalled deal follow-up

A deal has gone quiet after [last touchpoint]. Last contact: [date].
Their situation: [what they were evaluating, where we stood].
Write a "resurface" email that: doesn't pressure them, acknowledges time has passed, and reframes our value around something that may have changed.
Under 80 words. No "just following up."
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Prompt 10 — Breakup email

I've tried reaching [prospect] [number] times over [timeframe]. No response.
Write a breakup email that:
— Closes the loop professionally
— Leaves the door open without begging
— Optionally surfaces a final piece of value
Under 60 words. Tone: confident, not passive-aggressive.
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Prompt 11 — Re-engagement after a lost deal

We lost a deal to [competitor or "no decision"] [timeframe] ago.
The prospect is: [role] at [company].
Reason we lost: [what they said or my read].
Write a re-engagement email for [timing — e.g. 90 days later] that: acknowledges time has passed, mentions something that may have changed in their situation, and offers a low-friction next step.
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Category 3: Discovery Call Prep (Prompts 12–16)

Walk into every discovery call knowing what questions you're asking and why.

Prompt 12 — Discovery question set

I have a discovery call with [role] at [company] in [industry].
Their probable pain points: [what I know or suspect].
Write 10 discovery questions that surface: urgency, budget authority, current process, and what "good" looks like to them.
Format: question + one-sentence note on what it uncovers.
Don't list generic questions. These should be specific to [industry/role].
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Prompt 13 — Hypothesis about their problems

[Company name] is a [company type] in [industry] with [size/context].
Based on what I know about companies like them, write a hypothesis paragraph about their top 3 operational or strategic pain points related to [your solution area].
I'll use this to frame my opening in the discovery call.
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Prompt 14 — Call agenda

Write a 20-minute discovery call agenda for [prospect type].
I want to: build rapport briefly, understand their current situation, qualify them on budget and timeline, and set a specific next step.
Format: time block + goal for each section.
Don't pad it. 20 minutes means 20 minutes.
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Prompt 15 — SPIN questions for a specific pain

Using the SPIN selling framework, write a question set for a prospect who likely has this problem: [specific pain].
Situation: 2 questions.
Problem: 3 questions.
Implication: 3 questions.
Need-payoff: 2 questions.
Keep them conversational, not interrogative.
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Prompt 16 — Pre-call research brief

I have a call with [prospect name], [role] at [company].
Their company: [brief description or LinkedIn/website info].
The prospect's background: [what I know from LinkedIn].
Write a 1-page research brief: company context, suspected priorities, conversation hooks (recent news or content), potential landmines (risks in pitching to them), and three things I want to confirm in the call.
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Category 4: Objection Handling (Prompts 17–20)

Objections aren't rejections. They're questions in disguise. These prompts help you respond with specificity.

Prompt 17 — Handle a specific objection

A prospect just said: "[exact objection]."
Write 3 responses. Each should:
1. Acknowledge the concern (not dismiss it)
2. Reframe it based on what it usually signals
3. Bridge to a next step
Under 75 words each. Tone: confident but not combative.
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Prompt 18 — Price objection

A prospect said: "This is more than we budgeted."
Context: they're [company size], our price is [price], their budget is roughly [budget range].
Write a response that:
— Doesn't discount immediately
— Reframes value around [specific ROI metric relevant to them]
— Offers an alternative path (smaller scope, phased approach, or ROI calculation)
Under 100 words.
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Prompt 19 — "We're already using a competitor" objection

Prospect says they're using [competitor].
Write a response that:
— Doesn't trash the competitor
— Asks one targeted question about what's working (to find the crack)
— Plants a seed about what's different about us: [your specific differentiation]
Conversational tone. Under 80 words.
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Prompt 20 — "We need to think about it" objection

After my pitch, the prospect said "we need to think about it."
This usually means: no clear next step, not enough urgency, or a concern they haven't named.
Write a response that:
— Acknowledges it without pressure
— Asks one question to surface the real hesitation
— Locks in a specific next step with a time and date
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Category 5: Proposals and Closing (Prompts 21–25)

The close isn't one moment. It's the last 20% of every email, every call, every proposal.

Prompt 21 — Proposal structure

Write a proposal outline for [client type] who needs [deliverable].
Budget: [range]. Timeline: [timeframe].
5 sections: executive summary, problem statement, proposed solution, pricing/scope, next steps.
Each section: title + 2-sentence description of what goes there.
Don't write the full proposal. Just the architecture and what each section must prove.
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Prompt 22 — Executive summary for a proposal

Write a proposal executive summary for [prospect name] at [company].
Their main problem: [problem]. Our solution: [what we're proposing].
Expected outcome: [what they get]. Investment: [price].
Format: 3 paragraphs. Paragraph 1 — their problem in their language. Paragraph 2 — what we're doing and why. Paragraph 3 — the outcome and the ask.
Under 200 words.
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Prompt 23 — ROI calculator narrative

I'm selling [product/service] at [price] to [prospect].
Metrics I can tie our solution to: [list 2-3 metrics].
Write a 1-paragraph ROI narrative for the proposal that frames the investment as a business decision, not a cost.
Use conservative estimates. Show the math clearly. Under 150 words.
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Prompt 24 — Verbal close script

I'm at the end of a demo call that went well. The prospect is interested.
Write a closing script for the last 5 minutes that:
— Confirms the problem we're solving is the right one
— Gets verbal buy-in on the solution fit
— Proposes the next step as a decision point, not a follow-up
Tone: collaborative, not pushy. I'm not asking if they want to buy — I'm asking if we've addressed their needs.
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Prompt 25 — Post-proposal check-in

I sent a proposal [days] ago. The contact said they'd respond by [date] and haven't.
Write a check-in message that:
— References the proposal without being passive
— Asks if anything has changed on their side
— Proposes a short call to address any questions
Under 60 words. Not "just checking in."
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The Pattern Across Every Prompt

Every prompt above follows the same structure:

  1. Role — you're telling ChatGPT who it's being (B2B copywriter, sales strategist)
  2. Context — specifics about the prospect, situation, objection
  3. Constraints — word count, format, what NOT to do

Strip any of the three and output quality drops immediately.

What to Do With These

Use them as-is for the first pass. Then build your own variants with specific details from your industry, your common objections, your ICP. Save the prompts that produce your best outputs as templates in a doc you actually revisit.

If you want 50+ prompts organized by role — financial advisors, HR managers, project managers, and more — the Complete AI Prompt Pack Library has them. Includes the Sales Prompt Pack. Use code LAUNCH30 for 30% off.

Or grab the free ChatGPT Starter Kit to test the format before you buy anything.

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