Build a practical master list of AI prompts for the sales workflow at [COMPANY OR PRODUCT]. We sell to [TARGET BUYERS], our typical deal is [DEAL CONTEXT], and the sales motion is [SALES MOTION]. The main business outcome is [PRIMARY GOAL]. Create 24 copy-ready prompts, grouped into six sections: account research, prospecting, discovery preparation, post-call follow-up, objection handling, and pipeline/account planning. Each prompt must use 2–4 bracketed inputs and instruct the AI to produce a concrete artifact or next action, not vague advice. For each prompt, provide: - a short title; - the copy-ready prompt in first person; - required inputs and where to get them (CRM, call notes, public sources, or internal materials); - the intended output and deal-stage use; - one guardrail against fabricated account facts, unsupported ROI, or overpromising. Make the prompts suitable for a seller who must personalize communication without pretending to know private information. For outbound prompts, require a specific trigger or hypothesis, one relevant proof point, and a low-friction call to action. For discovery prompts, prioritize questions that uncover process, pain, impact, decision criteria, stakeholders, timing, and a mutually agreed next step. For follow-ups, separate confirmed facts, open questions, and commitments. Before answering, check that every prompt has a distinct job and a usable output format. Flag any category where the inputs would be too thin to personalize responsibly. Ask up to 3 clarifying questions only if a required input is missing.
Fill in
| Placeholder | What to enter | Example |
|---|---|---|
| [COMPANY OR PRODUCT] | Describe what you sell and the core problem it solves. | a workflow platform that routes security questionnaire responses to subject-matter experts |
| [TARGET BUYERS] | Name the buyer roles, industries, and company profile you target. | security operations leaders at B2B software companies with 300 to 2,000 employees |
| [DEAL CONTEXT] | State typical deal size, buying cycle, and common alternatives if known. | $25,000 to $60,000 annual contracts, 60-day cycle, often compared with spreadsheets and shared inboxes |
| [SALES MOTION] | Describe the motion, such as founder-led outbound, SDR plus AE, or expansion. | SDR outbound followed by an account executive-led discovery and pilot |
| [PRIMARY GOAL] | Enter the sales outcome the prompt library should improve. | increase qualified discovery meetings and improve next-step conversion |
How to use
- Describe your actual product, buyer, deal motion, and goal rather than asking for a generic prompt list.
- Save the resulting prompts in your enablement tool and assign an owner to validate messaging and proof points.
- Check outbound prompts for a real trigger and discovery prompts for questions that can change qualification.
- Follow up with: “Turn the six highest-value prompts into a one-page SDR playbook for our [SEGMENT] accounts.”
Variations
Outbound sequence
Use when you need a tailored first-touch and follow-up sequence for one account.
Create a three-touch outbound sequence for [PROSPECT AND COMPANY] about [PRODUCT]. Use only these verified account facts: [FACTS AND SOURCES]. Our relevant customer proof is [PROOF POINT]. Produce an email, a LinkedIn message, and a breakup email, each under [WORD LIMIT] words. Tie each touch to one plausible operational issue, not a claim that the prospect has confirmed it. End with a low-friction request. Flag any line unsupported by the facts. Ask up to 3 questions only if required input is missing.
Discovery plan
Use before a first discovery call with a qualified prospect.
Prepare a discovery-call plan for [ACCOUNT] and [CONTACT ROLE] selling [PRODUCT]. Known context: [VERIFIED CONTEXT]. Produce a 30-minute agenda, 10 prioritized questions, follow-up probes, and a qualification scorecard covering process, pain, impact, decision criteria, stakeholders, timing, and next step. Mark questions that are assumptions versus confirmed context. Include a closing question that earns a concrete next step. Do not invent account priorities. Ask up to 3 questions only if a required input is missing.
Call follow-up
Use immediately after a sales call to create an accurate recap.
Turn these [CALL NOTES] into a follow-up email for [RECIPIENTS] about [PRODUCT]. Produce: a short recap of confirmed needs, agreed actions with named owners and dates only where stated, unresolved questions, and the proposed next meeting purpose. Keep it under [WORD LIMIT] words. Do not turn tentative interest into a commitment or add ROI claims not discussed. Before answering, flag missing owner or date fields. Ask up to 3 questions only if a required input is missing.
Tips
- Separate verified account facts from hypotheses in every research brief; a hypothesis can guide a question but should not appear as a stated problem in an email.
- A useful discovery prompt produces follow-up probes and a qualification decision, not merely a list of friendly questions.
- Require follow-up drafts to list named owners and dates only when they were actually agreed on the call.
- Maintain proof-point inputs centrally so sellers do not accidentally cite customers, metrics, or integrations that are not approved.
FAQ
Will a sales prompt library make outreach sound generic?
It will if it lacks account facts and role-specific hypotheses. Build prompts that require a verified trigger and constrain the output to one next step.
What sales stages need AI prompts first?
Start with account research, discovery preparation, and call follow-up. These stages have clear inputs and materially affect later messaging.
Can AI write ROI claims for prospects?
It can frame an estimate from your assumptions, but it should not state savings as a fact without validated inputs and customer approval.