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Playbook 4 of 5

How to Prepare for and Follow Up on Sales Conversations Using AI

The hours before and after a sales meeting determine whether the deal moves forward or stalls. Reps who walk in prepared and follow up within two hours consistently outperform those who wing the call and draft follow-ups the next day. This playbook shows you how to use AI to build pre-meeting briefs in under 10 minutes, generate discovery questions tailored to each prospect, summarize meetings into structured notes, and send follow-ups that reference specific conversation points.

This playbook covers the how. For the why and what, see the skill definition .

Developing

Start here. Build the foundation.
  1. 1

    Build a pre-meeting brief 30 minutes before every call using the prompt below. Save the brief in your CRM account notes so your manager and deal team can see your prep.

    Try this prompt

    I have a meeting with [Name, Title] at [Company]. Here is what I know: [paste account research, CRM notes, and any past meeting summaries]. Create a one-page brief with these sections:

    1. Key facts about the company and this person's role
    2. What we discussed last time and any open action items
    3. Three things I should bring up based on recent news or their stated priorities
    4. Two potential objections and suggested responses
  2. 2

    Before each discovery or follow-up call, generate 5-7 tailored questions using the prompt below. Print the questions and rank your top 3. These are the ones you must ask even if the conversation runs short.

    Try this prompt

    Based on this account context [paste brief] and the prospect's role as [title], generate 7 discovery questions that

    1. demonstrate I have done my homework
    2. uncover their current process and pain points around [your product area]
    3. identify who else is involved in this decision

    Make questions open-ended and conversational, not interrogation-style.

  3. 3

    Within 30 minutes of ending a meeting, run the recording or your raw notes through the summary prompt below. Paste the summary into your CRM immediately. This ensures nothing falls through the cracks and gives your manager real-time visibility into deal progress.

    Try this prompt

    Summarize this meeting into five sections:

    1. Key decisions made
    2. Objections raised and how they were addressed
    3. Commitments from both sides with specific deadlines
    4. Open questions that still need answers
    5. Recommended next steps

Proficient

Build consistency and rhythm.
  1. 4

    Draft follow-up emails within one hour of every meeting: take your AI-generated meeting summary and feed it back with the prompt below. Edit the draft to match your voice, verify all commitments are accurate, and send. Track how quickly you send follow-ups and aim for under 60 minutes consistently.

    Try this prompt

    Based on this meeting summary [paste], draft a follow-up email to [prospect name] that

    1. thanks them for their time with a specific reference to something they said
    2. recaps the 2-3 key takeaways and any commitments from both sides
    3. attaches or references any materials we promised to send
    4. proposes a specific date and time for the next conversation
  2. 5

    After each meeting summary, run a deal gap analysis with the prompt below. Copy the output into your opportunity notes and use it to build the agenda for your next meeting.

    Try this prompt

    Based on this meeting history [paste all summaries for this opportunity], identify:

    1. stakeholders we have not yet met who are likely involved in the decision
    2. objections that were raised but not fully resolved
    3. commitments that were made but not yet fulfilled
    4. information we still need to qualify this opportunity (budget, timeline, decision process, competition)

    Rank these gaps by their impact on deal progression.

  3. 6

    Build a meeting prep cadence tied to your calendar. Every Sunday evening, review your calendar for the coming week. For each external meeting, run a prep prompt using updated account data. For internal pipeline reviews, generate a deal status summary for each account on the agenda. Block 15 minutes before each meeting for review. Over four weeks, track whether this routine reduces your prep time per meeting. Most reps find it drops from 20-30 minutes of manual research to under 10 minutes of AI-assisted prep.

Mastered

Operate at the highest level.
  1. 7

    Create a deal narrative document for each opportunity in your top 5. After every meeting, append the AI-generated summary to a running Google Doc that tells the full story of the deal from first contact to current stage. Before important meetings (executive briefings, proposal presentations, negotiation calls), run the entire narrative through the prompt below. This gives you a coaching-ready document your manager can review in 5 minutes.

    Try this prompt

    Based on this deal history, identify the 3 strongest arguments for why this prospect should buy from us and the 2 biggest risks to closing. Suggest how to structure the upcoming [meeting type] to address risks while reinforcing strengths.

  2. 8

    Standardize your team's meeting follow-up process. Create a shared follow-up template with four required sections:

    1. Conversation Highlights (2-3 bullet points referencing specific things the prospect said)
    2. Mutual Commitments (who owes what by when)
    3. Attached Resources (any materials promised)
    4. Proposed Next Step (specific date and time)

    Train every rep to use the template and review follow-up quality in weekly 1:1s. After 60 days, compare your team's average response-to-follow-up rate against the prior quarter to measure the impact.

  3. 9

    Build a quarterly meeting effectiveness review. Every 90 days, pull all your meeting summaries and follow-ups for closed-won and closed-lost deals and run them through the prompt below. Use the findings to update your prep templates and question prompts. Share the analysis with your team in a 30-minute session so everyone benefits from the pattern recognition.

    Try this prompt

    Compare the meeting preparation, discovery questions, and follow-up patterns between these won and lost deals. Identify differences in

    1. prep depth
    2. question quality
    3. follow-up speed
    4. gap identification

Common Pitfalls

Avoid the common failure modes.
  • Relying on AI meeting summaries without reviewing them for accuracy. AI transcription tools miss nuance, misattribute statements, and sometimes invent details that were not discussed. Always read the summary against your own recollection before pasting it into the CRM or sending it to a prospect. One inaccurate commitment in a follow-up email can derail a deal.
  • Generating generic discovery questions that could apply to any company in any industry. If your questions do not reference specific details from your research: their recent product launch, their stated growth targets, their competitive landscape. Generic questions signal that you did not prepare. Always include at least two questions that reference something specific to this prospect.
  • Treating meeting prep as optional for recurring calls with existing prospects. Reps often stop preparing for meetings with accounts they know well, assuming familiarity replaces research. Run a quick update prompt before every call, even with established relationships. New developments, personnel changes, or competitive moves can change the conversation entirely.

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