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How to use ChatGPT and Claude for sales, with prompts that work

Updated By the SalesOne research team11 min read

The short answer

To use ChatGPT or Claude for sales, treat the assistant as a fast research helper and first-draft writer: give it your offer, one account and one clear task, ask for every fact with its source and date, and check them before you use anything. It is strongest at summarizing, structuring and drafting, and weakest at facts it cannot cite.

Can you use ChatGPT or Claude for sales?

Sales teams can use ChatGPT or Claude, and most sellers already use general AI tools, for researching one account at a time, preparing calls and drafting messages a person then edits.

BCG’s survey of 400 US sales representatives and managers (October 2025) found that roughly seven in ten sellers rely on general-purpose AI tools for tactical tasks such as drafting emails, summarizing calls or automating follow-ups. The editing matters: in Hunter’s State of Email Outreach 2026, manually edited emails got a 5.2% reply rate, against 4.4% for fully automated ones.

ChatGPT and Claude handle the tasks in this guide in similar ways, and both change with each release. The prompts below work in either; what matters more is the context you give and the checks you make. For the wider picture, see our guide on how to use AI in sales.

What is a chat assistant good and bad at in sales?

A chat assistant is good at reading, structuring and drafting from material you can check, and bad at keeping lists, guessing contact details and stating current facts without a source.

Sales tasks for a general chat assistant (SalesOne guide, Oct 2026)
TaskGood fit?Why
Summarizing an annual report or press releaseYesYou give it the document, so the facts are checkable
Preparing questions for a sales callYesStructure and coverage, not facts
Drafting a first email from your own research notesYesIt writes; you supply the facts
Role-playing a buyer’s objectionsYesPractice, with nothing sent
Finding recent events at a companyWith careOnly with web search turned on, and only facts with a link and a date you can open
Building a list of hundreds of companiesNoIt does not keep the list, record rejects or check each company the same way
Finding email addresses or phone numbersNoIt guesses; use a verification service
Sending and following upNoThat needs a sending system and a person’s approval

How do you set up ChatGPT or Claude for sales work?

Give the assistant standing context once, so every answer starts from your offer and your rules rather than from generic sales advice.

  1. Write a one-page brief: what you sell, the problem it solves, your ideal customer profile, three customer outcomes you can prove, and claims you must never make.
  2. Add your writing rules: under 90 words for a first email, one question, no superlatives, US spelling.
  3. Save the brief as standing instructions or in a project, so you do not paste it every time. Both assistants offer a way to do this.
  4. Turn on web search when you ask about current events, and ask for a link and a date for every fact.
  5. Use only the accounts and plans your company has approved for business data.

Which ChatGPT and Claude prompts work for sales prospecting?

Prospecting prompts work when they ask for evidence, not opinions: dated events with links, fit judged against your written rules, and roles rather than guessed names.

  1. Account research: “Research [company]. List events from the last 12 months that could affect [the problem we solve]: new executives, new sites, acquisitions, funding, job posts naming a project. For each, give the date and the link. If you cannot find a source, say so instead of guessing.”
  2. Fit check: “Here is our ideal customer profile: [paste]. Here is what we know about [company]: [paste]. Is it a fit, not a fit, or unclear? For each judgment, name the rule it rests on.”
  3. Buying group: “At a [size] [industry] company, which roles usually own [problem], approve the budget, and could block a purchase like ours? Explain what each role cares about.”
  4. Signal list: “List events that usually come 3 to 12 months before a company buys [what we sell]. For each, say where it shows up in public sources and how long it stays relevant.”

Which prompts work for sales emails and calls?

Outreach prompts work when you supply the facts and the assistant supplies structure and wording, so nothing reaches a buyer that you have not checked.

  1. First email: “Using only these facts: [paste research], write a first email to [role] under 90 words. Name the event and the problem it creates for them, ask one easy question, and do not use superlatives or claim anything not in the facts.”
  2. Follow-up: “Write a 50-word follow-up to this email: [paste]. Add one new, useful detail and keep the same question.”
  3. Call brief: “From these notes: [paste], write a one-page call brief: what changed at the company, who is on the call and what each cares about, three questions to ask, and two likely objections.”
  4. Discovery questions: “Write eight discovery questions about [problem] for a [role]. Order them from easy to hard, and make none of them answerable with yes or no.”
  5. Objection practice: “Play a skeptical [role] at a [industry] company. Raise the objections you would really have to [our offer], one at a time, and wait for my answer before the next.”
  6. Call summary: “From this transcript: [paste], list what the buyer said about the problem in their own words, what we promised, and the next step with a date.”
  7. Reply sorting: “Sort these replies into interested, not now, wrong person and not interested, and suggest a short answer for each: [paste].”
  8. Win and loss review: “Here are our last 20 won and lost deals with notes: [paste]. What do the wins have in common that the losses do not? Quote the notes behind each point.”

What does a good sales prompt look like?

A good prompt gives the assistant the facts, the reader and the limits. A weak one asks it to invent all three.

Fictional sample: a weak and a strong prompt for the same account, Halvorsen Castings
ItemWeak promptStrong prompt
The ask“Write a cold email to Halvorsen Castings about our services.”“Using only the facts below, write a first email to the COO of Halvorsen Castings, under 90 words, with one question.”
The factsNone, so the assistant fills the gap with guessesRuth Adeyemi named COO on Aug 25, 2026 (link); county permit dated Sep 12, 2026 approving a 140,000 sq ft foundry expansion in Dayton (link)
The limitsNoneNo superlatives; no claims beyond the facts; name the problem a second site creates for production planning
Typical resultA generic pitch about efficiency that could go to any companyA short note about planning production across Toledo and the new Dayton site, ending with a question about timing

Can you use Claude Code or other AI agents for sales?

Sales teams can use Claude Code and other AI agents if someone on the team is comfortable with code. Claude Code is Anthropic’s agentic coding tool: it reads files, edits them and runs commands.

Sales operations teams use coding agents for small jobs such as cleaning and merging exported lists. The person running it still owns the checks on the output. For most sellers, a chat assistant with good prompts, or a tool built for AI prospecting, is the simpler route.

What should you never do with a chat assistant in sales?

Never send what you have not checked, and never let the assistant supply facts, contact details or claims about your own product.

  • Sending output unread. In KPMG and the University of Melbourne’s 2025 study (more than 48,000 people in 47 countries), 66% of employees who use AI at work said they had relied on its output without evaluating it.
  • Inventing personalization. A made-up detail about a buyer’s company ends the conversation.
  • Guessing contact details. Wrong addresses bounce and harm the sending domain.
  • Pasting confidential deal data into tools your company has not approved.
  • Letting it describe your product. It will happily promise features you do not have.
  • Sounding synthetic. In Hunter’s 2026 report, 69% of US decision makers said it bothers them if AI was used to write an email, unless the result feels genuinely human.

When do you need more than ChatGPT or Claude?

You need more than a chat assistant once you research more accounts a week than one person can check, or once several people work the same list.

A decision rule: chat assistant or a research system
Your situationA chat assistant is enough whenMove to a research system when
VolumeYou research a handful of accounts a weekYou research dozens or hundreds a week
ConsistencyOne person applies the rulesSeveral people must apply the same rules
MemoryYou can keep notes yourselfYou need every signal, reject reason and decision kept
ApprovalYou review your own draftsManagers need to see who approved what

Our review of AI account research tools compares the options for the second column.

How is SalesOne different from a chat assistant?

SalesOne is AI account research and qualification for B2B teams. Where a chat assistant answers one prompt about one company, S1 agents work your whole market against your written profile: they record each buying signal with its source and date, keep or reject every company with a reason, and map the people who own the problem.

In SalesOne’s production research runs in October 2026, all 375 buying signals behind kept accounts link their source, and 98% are dated to the day. A person approves every message, and every approval is recorded with who gave it.

Sources

  1. BCG: How AI agents will transform B2B sales (Oct 14, 2025; 400 US sales reps and managers; read October 25, 2026) (opens in a new tab)bcg.com
  2. Hunter: State of Email Outreach 2026 (31 million emails sent in 2025, plus recipient surveys; read October 25, 2026) (opens in a new tab)hunter.io
  3. KPMG and University of Melbourne: Trust, attitudes and use of AI (2025; 48,000+ people, 47 countries; read October 25, 2026) (opens in a new tab)kpmg.com
  4. Anthropic: Claude Code overview (read October 25, 2026) (opens in a new tab)code.claude.com

Where this fits in SalesOne

S1 agents do the homework in every agent step. Your team builds the relationship in Engage and Close.

  1. Learn

    Who you are, what you sell, your proof

  2. Target

    Your ideal customer, written as rules

  3. Research

    Every company, from dated sources

  4. Qualify

    Kept or turned down, with the reason

  5. Plan

    Who decides, the point of view, the first draft

  6. Engage

    Outreach a person approves

  7. Close

    Meetings booked, the brief ready

  8. Refine

    Each run builds on the last

Frequently asked questions

Is ChatGPT good for sales?

It is good for drafting, summarizing and preparing calls from material you give it. It is not reliable for current facts without sources, contact details or keeping a prospect list.

Is Claude or ChatGPT better for sales?

Both handle research summaries, call prep and drafting well, and the differences change with each release. Test both on three accounts you know and keep the one whose output needs fewer corrections.

Can ChatGPT find leads or email addresses?

It can suggest companies to look at, but it does not keep a list or check fit consistently, and it guesses contact details. Use a verification service for contact data.

Can AI write my cold emails?

It can write the first draft from your research. A person should check every fact and edit the wording before it is sent, because buyers notice text that sounds synthetic.

Is it safe to paste CRM data into ChatGPT or Claude?

Only into accounts and plans your company has approved for business data, under its policy and the vendor’s terms. Keep confidential deal details out of personal accounts.

Go from one account to your whole market

See S1 agents research and qualify accounts in your market, with every source and reject reason kept and a person approving every message.