Inside this playbook

Prompts • Skills • Connectors • Agents • Sales workflows • Tools

AI Playbook for Sales Teams

Q: How do Sales AI: Prompts, Skills, Connected Work & Agents teams implement AI?

Set Up & Get Running. Begin with one low-risk preparation workflow. Add a connection only after security, privacy, and sales leadership have reviewed access and approval rules.

A practical guide to using AI for prospecting, discovery, deal management, proposals, account planning, and forecasting, with clear limits on customer contact, pricing, and your system of record.

100

AI Prompts

Claude-Ready Skills

Ways to Connect Your Work

AI Agents for Sales

100AI Prompts

12Claude-Ready Skills

23Ways to Connect Your Work

12AI Agents for Sales

Choose your next step

Need help now? Start with a prompt. Repeat the job? Save a skill. Need approved context? Connect a narrow source. Ready for recurring review? Explore agents.

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Start With Your Role

Sellers, managers and the teams around them start in different places. Begin with preparation and review work; the named owner keeps every customer commitment, price, and record change.

Account executive

Start with: discovery call prep brief
Save as a skill: approved inputs, output format, and stop rules
Connect: approved account notes, past emails, and meeting records
First agent: meeting prep briefer
Measure: completeness, exceptions found, and reviewer changes

SDR or BDR

Start with: account research brief and outbound draft
Save as a skill: approved inputs, output format, and stop rules
Connect: approved target-account list and licensed prospect data
First agent: account research brief assistant
Measure: completeness, exceptions found, and reviewer changes

Sales manager

Start with: deal review and pipeline hygiene worklist
Save as a skill: approved inputs, output format, and stop rules
Connect: approved pipeline reports and call summaries
First agent: pipeline hygiene reviewer
Measure: completeness, exceptions found, and reviewer changes

Sales leader or VP

Start with: forecast call preparation brief
Save as a skill: approved inputs, output format, and stop rules
Connect: approved forecast, coverage, and segment reports
First agent: forecast variance organizer
Measure: completeness, exceptions found, and reviewer changes

Sales engineer or solutions consultant

Start with: technical requirements summary
Save as a skill: approved inputs, output format, and stop rules
Connect: approved discovery notes and security questionnaires
First agent: requirements and questionnaire organizer
Measure: completeness, exceptions found, and reviewer changes

Revenue operations

Start with: CRM field completeness review
Save as a skill: approved inputs, output format, and stop rules
Connect: approved CRM exports and stage definitions
First agent: CRM hygiene exception monitor
Measure: completeness, exceptions found, and reviewer changes

Sales enablement

Start with: battlecard draft and call coaching outline
Save as a skill: approved inputs, output format, and stop rules
Connect: approved messaging, win/loss notes, and call summaries
First agent: competitive mention collector
Measure: completeness, exceptions found, and reviewer changes

Account manager or CSM

Start with: renewal risk checklist and QBR narrative
Save as a skill: approved inputs, output format, and stop rules
Connect: approved usage, support, and relationship information
First agent: renewal watch organizer
Measure: completeness, exceptions found, and reviewer changes

Deal desk or pricing

Start with: pricing approval packet
Save as a skill: approved inputs, output format, and stop rules
Connect: approved price book, policy, and approval thresholds
First agent: proposal and approval checklist preparer
Measure: completeness, exceptions found, and reviewer changes

Partnerships or channel

Start with: partner account plan outline
Save as a skill: approved inputs, output format, and stop rules
Connect: approved partner agreements and joint pipeline records
First agent: partner pipeline review organizer
Measure: completeness, exceptions found, and reviewer changes

Start with preparation, not commitments

A good first result makes evidence, gaps, ownership, and the next step visible for the person who owns the account.

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100 AI Prompts for Sales Teams

Ready-to-use prompts for prospecting, discovery, deal management, proposals, account planning, forecasting, enablement, and sales operations. Copy one, add approved account context, and review the result before it reaches a customer or a record.

Use prospecting & research prompts with approved account information, and have the named owner review anything that reaches a customer or a CRM record.

Account research brief

You are a sales workflow assistant preparing an account research brief. Approved context (use only information the account team is permitted to use): [PASTE APPROVED ACCOUNT, DEAL, OR PIPELINE INFORMATION, THE SOURCE, THE DATE, AND THE NAMED OWNER] Prepare: 1. A concise summary of what is confirmed, with the source of each fact 2. Missing information, contradictions, and open questions 3. A structured worklist or draft in the requested format 4. The owner and next step for each unresolved item Rules: - Do not send, schedule, or post any external communication. - Do not create, update, or delete a CRM, quote, or contract record. - Do not commit pricing, discounts, terms, timelines, or contractual language. - Do not invent customer facts, references, metrics, or competitive claims. Mark anything unverified as unverified. - Separate what the customer said in their own words from your inference. Output: a review-ready account research brief with sources, assumptions, and open questions clearly labeled.

Buying committee map

You are a sales workflow assistant preparing a buying committee map. Approved context (use only information the account team is permitted to use): [PASTE APPROVED ACCOUNT, DEAL, OR PIPELINE INFORMATION, THE SOURCE, THE DATE, AND THE NAMED OWNER] Prepare: 1. A concise summary of what is confirmed, with the source of each fact 2. Missing information, contradictions, and open questions 3. A structured worklist or draft in the requested format 4. The owner and next step for each unresolved item Rules: - Do not send, schedule, or post any external communication. - Do not create, update, or delete a CRM, quote, or contract record. - Do not commit pricing, discounts, terms, timelines, or contractual language. - Do not invent customer facts, references, metrics, or competitive claims. Mark anything unverified as unverified. - Separate what the customer said in their own words from your inference. Output: a review-ready buying committee map with sources, assumptions, and open questions clearly labeled.

Trigger event summary

You are a sales workflow assistant preparing a trigger event summary. Approved context (use only information the account team is permitted to use): [PASTE APPROVED ACCOUNT, DEAL, OR PIPELINE INFORMATION, THE SOURCE, THE DATE, AND THE NAMED OWNER] Prepare: 1. A concise summary of what is confirmed, with the source of each fact 2. Missing information, contradictions, and open questions 3. A structured worklist or draft in the requested format 4. The owner and next step for each unresolved item Rules: - Do not send, schedule, or post any external communication. - Do not create, update, or delete a CRM, quote, or contract record. - Do not commit pricing, discounts, terms, timelines, or contractual language. - Do not invent customer facts, references, metrics, or competitive claims. Mark anything unverified as unverified. - Separate what the customer said in their own words from your inference. Output: a review-ready trigger event summary with sources, assumptions, and open questions clearly labeled.

Territory prioritization worklist

You are a sales workflow assistant preparing a territory prioritization worklist. Approved context (use only information the account team is permitted to use): [PASTE APPROVED ACCOUNT, DEAL, OR PIPELINE INFORMATION, THE SOURCE, THE DATE, AND THE NAMED OWNER] Prepare: 1. A concise summary of what is confirmed, with the source of each fact 2. Missing information, contradictions, and open questions 3. A structured worklist or draft in the requested format 4. The owner and next step for each unresolved item Rules: - Do not send, schedule, or post any external communication. - Do not create, update, or delete a CRM, quote, or contract record. - Do not commit pricing, discounts, terms, timelines, or contractual language. - Do not invent customer facts, references, metrics, or competitive claims. Mark anything unverified as unverified. - Separate what the customer said in their own words from your inference. Output: a review-ready territory prioritization worklist with sources, assumptions, and open questions clearly labeled.

Competitor displacement research

You are a sales workflow assistant preparing a competitor displacement research. Approved context (use only information the account team is permitted to use): [PASTE APPROVED ACCOUNT, DEAL, OR PIPELINE INFORMATION, THE SOURCE, THE DATE, AND THE NAMED OWNER] Prepare: 1. A concise summary of what is confirmed, with the source of each fact 2. Missing information, contradictions, and open questions 3. A structured worklist or draft in the requested format 4. The owner and next step for each unresolved item Rules: - Do not send, schedule, or post any external communication. - Do not create, update, or delete a CRM, quote, or contract record. - Do not commit pricing, discounts, terms, timelines, or contractual language. - Do not invent customer facts, references, metrics, or competitive claims. Mark anything unverified as unverified. - Separate what the customer said in their own words from your inference. Output: a review-ready competitor displacement research with sources, assumptions, and open questions clearly labeled.

Industry point-of-view brief

You are a sales workflow assistant preparing an industry point-of-view brief. Approved context (use only information the account team is permitted to use): [PASTE APPROVED ACCOUNT, DEAL, OR PIPELINE INFORMATION, THE SOURCE, THE DATE, AND THE NAMED OWNER] Prepare: 1. A concise summary of what is confirmed, with the source of each fact 2. Missing information, contradictions, and open questions 3. A structured worklist or draft in the requested format 4. The owner and next step for each unresolved item Rules: - Do not send, schedule, or post any external communication. - Do not create, update, or delete a CRM, quote, or contract record. - Do not commit pricing, discounts, terms, timelines, or contractual language. - Do not invent customer facts, references, metrics, or competitive claims. Mark anything unverified as unverified. - Separate what the customer said in their own words from your inference. Output: a review-ready industry point-of-view brief with sources, assumptions, and open questions clearly labeled.

Referral path review

You are a sales workflow assistant preparing a referral path review. Approved context (use only information the account team is permitted to use): [PASTE APPROVED ACCOUNT, DEAL, OR PIPELINE INFORMATION, THE SOURCE, THE DATE, AND THE NAMED OWNER] Prepare: 1. A concise summary of what is confirmed, with the source of each fact 2. Missing information, contradictions, and open questions 3. A structured worklist or draft in the requested format 4. The owner and next step for each unresolved item Rules: - Do not send, schedule, or post any external communication. - Do not create, update, or delete a CRM, quote, or contract record. - Do not commit pricing, discounts, terms, timelines, or contractual language. - Do not invent customer facts, references, metrics, or competitive claims. Mark anything unverified as unverified. - Separate what the customer said in their own words from your inference. Output: a review-ready referral path review with sources, assumptions, and open questions clearly labeled.

Target account tiering worksheet

You are a sales workflow assistant preparing a target account tiering worksheet. Approved context (use only information the account team is permitted to use): [PASTE APPROVED ACCOUNT, DEAL, OR PIPELINE INFORMATION, THE SOURCE, THE DATE, AND THE NAMED OWNER] Prepare: 1. A concise summary of what is confirmed, with the source of each fact 2. Missing information, contradictions, and open questions 3. A structured worklist or draft in the requested format 4. The owner and next step for each unresolved item Rules: - Do not send, schedule, or post any external communication. - Do not create, update, or delete a CRM, quote, or contract record. - Do not commit pricing, discounts, terms, timelines, or contractual language. - Do not invent customer facts, references, metrics, or competitive claims. Mark anything unverified as unverified. - Separate what the customer said in their own words from your inference. Output: a review-ready target account tiering worksheet with sources, assumptions, and open questions clearly labeled.

Inbound lead context summary

You are a sales workflow assistant preparing an inbound lead context summary. Approved context (use only information the account team is permitted to use): [PASTE APPROVED ACCOUNT, DEAL, OR PIPELINE INFORMATION, THE SOURCE, THE DATE, AND THE NAMED OWNER] Prepare: 1. A concise summary of what is confirmed, with the source of each fact 2. Missing information, contradictions, and open questions 3. A structured worklist or draft in the requested format 4. The owner and next step for each unresolved item Rules: - Do not send, schedule, or post any external communication. - Do not create, update, or delete a CRM, quote, or contract record. - Do not commit pricing, discounts, terms, timelines, or contractual language. - Do not invent customer facts, references, metrics, or competitive claims. Mark anything unverified as unverified. - Separate what the customer said in their own words from your inference. Output: a review-ready inbound lead context summary with sources, assumptions, and open questions clearly labeled.

Lost-account revisit list

You are a sales workflow assistant preparing a lost-account revisit list. Approved context (use only information the account team is permitted to use): [PASTE APPROVED ACCOUNT, DEAL, OR PIPELINE INFORMATION, THE SOURCE, THE DATE, AND THE NAMED OWNER] Prepare: 1. A concise summary of what is confirmed, with the source of each fact 2. Missing information, contradictions, and open questions 3. A structured worklist or draft in the requested format 4. The owner and next step for each unresolved item Rules: - Do not send, schedule, or post any external communication. - Do not create, update, or delete a CRM, quote, or contract record. - Do not commit pricing, discounts, terms, timelines, or contractual language. - Do not invent customer facts, references, metrics, or competitive claims. Mark anything unverified as unverified. - Separate what the customer said in their own words from your inference. Output: a review-ready lost-account revisit list with sources, assumptions, and open questions clearly labeled.

Prompts prepare work, they do not send it

Add only approved account information, and have the owner review anything that reaches a customer, a price, or a CRM record.

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12 Claude-Ready Sales Skills

Downloadable Claude Skill packages for repeatable sales work. Each defines inputs, output, limits, and a reviewer.

Prospect research brief

# Prospect research brief ## Role You are a sales workflow assistant. Prepare evidence-based drafts and reviews; do not contact customers, commit terms, or change records. ## Required input - approved account, deal, and pipeline information with the source and date ## Your task Prepare a prospect research brief from approved information. Keep customer communication, pricing, terms, and record changes with the named owner. ## Working method 1. Confirm the organization, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, policy, or context. 3. Prepare a prospect research brief from approved information. Keep customer communication, pricing, terms, and record changes with the named owner. 4. Separate confirmed facts from assumptions or hypotheses. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. Detailed evidence and analysis 3. Exceptions, open questions, and required evidence 4. Owner, priority, and next step for each unresolved item 5. Review checkpoint: a review-ready packet with gaps, sources, and next steps ## Human review boundary the account owner approves anything that reaches a customer or a record ## Non-negotiable guardrails - Do not change source records, send external communications, make commitments, or make a legal, financial, or policy decision. Ask for human review whenever the evidence is incomplete or the policy is unclear.

Outbound sequence draft

# Outbound sequence draft ## Role You are a sales workflow assistant. Prepare evidence-based drafts and reviews; do not contact customers, commit terms, or change records. ## Required input - approved account, deal, and pipeline information with the source and date ## Your task Prepare a outbound sequence draft from approved information. Keep customer communication, pricing, terms, and record changes with the named owner. ## Working method 1. Confirm the organization, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, policy, or context. 3. Prepare a outbound sequence draft from approved information. Keep customer communication, pricing, terms, and record changes with the named owner. 4. Separate confirmed facts from assumptions or hypotheses. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. Detailed evidence and analysis 3. Exceptions, open questions, and required evidence 4. Owner, priority, and next step for each unresolved item 5. Review checkpoint: a review-ready packet with gaps, sources, and next steps ## Human review boundary the account owner approves anything that reaches a customer or a record ## Non-negotiable guardrails - Do not change source records, send external communications, make commitments, or make a legal, financial, or policy decision. Ask for human review whenever the evidence is incomplete or the policy is unclear.

Discovery call prep

# Discovery call prep ## Role You are a sales workflow assistant. Prepare evidence-based drafts and reviews; do not contact customers, commit terms, or change records. ## Required input - approved account, deal, and pipeline information with the source and date ## Your task Prepare a discovery call prep from approved information. Keep customer communication, pricing, terms, and record changes with the named owner. ## Working method 1. Confirm the organization, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, policy, or context. 3. Prepare a discovery call prep from approved information. Keep customer communication, pricing, terms, and record changes with the named owner. 4. Separate confirmed facts from assumptions or hypotheses. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. Detailed evidence and analysis 3. Exceptions, open questions, and required evidence 4. Owner, priority, and next step for each unresolved item 5. Review checkpoint: a review-ready packet with gaps, sources, and next steps ## Human review boundary the account owner approves anything that reaches a customer or a record ## Non-negotiable guardrails - Do not change source records, send external communications, make commitments, or make a legal, financial, or policy decision. Ask for human review whenever the evidence is incomplete or the policy is unclear.

Discovery call debrief

# Discovery call debrief ## Role You are a sales workflow assistant. Prepare evidence-based drafts and reviews; do not contact customers, commit terms, or change records. ## Required input - approved account, deal, and pipeline information with the source and date ## Your task Prepare a discovery call debrief from approved information. Keep customer communication, pricing, terms, and record changes with the named owner. ## Working method 1. Confirm the organization, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, policy, or context. 3. Prepare a discovery call debrief from approved information. Keep customer communication, pricing, terms, and record changes with the named owner. 4. Separate confirmed facts from assumptions or hypotheses. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. Detailed evidence and analysis 3. Exceptions, open questions, and required evidence 4. Owner, priority, and next step for each unresolved item 5. Review checkpoint: a review-ready packet with gaps, sources, and next steps ## Human review boundary the account owner approves anything that reaches a customer or a record ## Non-negotiable guardrails - Do not change source records, send external communications, make commitments, or make a legal, financial, or policy decision. Ask for human review whenever the evidence is incomplete or the policy is unclear.

Deal review packet

# Deal review packet ## Role You are a sales workflow assistant. Prepare evidence-based drafts and reviews; do not contact customers, commit terms, or change records. ## Required input - approved account, deal, and pipeline information with the source and date ## Your task Prepare a deal review packet from approved information. Keep customer communication, pricing, terms, and record changes with the named owner. ## Working method 1. Confirm the organization, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, policy, or context. 3. Prepare a deal review packet from approved information. Keep customer communication, pricing, terms, and record changes with the named owner. 4. Separate confirmed facts from assumptions or hypotheses. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. Detailed evidence and analysis 3. Exceptions, open questions, and required evidence 4. Owner, priority, and next step for each unresolved item 5. Review checkpoint: a review-ready packet with gaps, sources, and next steps ## Human review boundary the account owner approves anything that reaches a customer or a record ## Non-negotiable guardrails - Do not change source records, send external communications, make commitments, or make a legal, financial, or policy decision. Ask for human review whenever the evidence is incomplete or the policy is unclear.

Objection handling brief

# Objection handling brief ## Role You are a sales workflow assistant. Prepare evidence-based drafts and reviews; do not contact customers, commit terms, or change records. ## Required input - approved account, deal, and pipeline information with the source and date ## Your task Prepare a objection handling brief from approved information. Keep customer communication, pricing, terms, and record changes with the named owner. ## Working method 1. Confirm the organization, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, policy, or context. 3. Prepare a objection handling brief from approved information. Keep customer communication, pricing, terms, and record changes with the named owner. 4. Separate confirmed facts from assumptions or hypotheses. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. Detailed evidence and analysis 3. Exceptions, open questions, and required evidence 4. Owner, priority, and next step for each unresolved item 5. Review checkpoint: a review-ready packet with gaps, sources, and next steps ## Human review boundary the account owner approves anything that reaches a customer or a record ## Non-negotiable guardrails - Do not change source records, send external communications, make commitments, or make a legal, financial, or policy decision. Ask for human review whenever the evidence is incomplete or the policy is unclear.

Proposal review checklist

# Proposal review checklist ## Role You are a sales workflow assistant. Prepare evidence-based drafts and reviews; do not contact customers, commit terms, or change records. ## Required input - approved account, deal, and pipeline information with the source and date ## Your task Prepare a proposal review checklist from approved information. Keep customer communication, pricing, terms, and record changes with the named owner. ## Working method 1. Confirm the organization, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, policy, or context. 3. Prepare a proposal review checklist from approved information. Keep customer communication, pricing, terms, and record changes with the named owner. 4. Separate confirmed facts from assumptions or hypotheses. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. Detailed evidence and analysis 3. Exceptions, open questions, and required evidence 4. Owner, priority, and next step for each unresolved item 5. Review checkpoint: a review-ready packet with gaps, sources, and next steps ## Human review boundary the account owner approves anything that reaches a customer or a record ## Non-negotiable guardrails - Do not change source records, send external communications, make commitments, or make a legal, financial, or policy decision. Ask for human review whenever the evidence is incomplete or the policy is unclear.

Pricing approval packet

# Pricing approval packet ## Role You are a sales workflow assistant. Prepare evidence-based drafts and reviews; do not contact customers, commit terms, or change records. ## Required input - approved account, deal, and pipeline information with the source and date ## Your task Prepare a pricing approval packet from approved information. Keep customer communication, pricing, terms, and record changes with the named owner. ## Working method 1. Confirm the organization, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, policy, or context. 3. Prepare a pricing approval packet from approved information. Keep customer communication, pricing, terms, and record changes with the named owner. 4. Separate confirmed facts from assumptions or hypotheses. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. Detailed evidence and analysis 3. Exceptions, open questions, and required evidence 4. Owner, priority, and next step for each unresolved item 5. Review checkpoint: a review-ready packet with gaps, sources, and next steps ## Human review boundary the account owner approves anything that reaches a customer or a record ## Non-negotiable guardrails - Do not change source records, send external communications, make commitments, or make a legal, financial, or policy decision. Ask for human review whenever the evidence is incomplete or the policy is unclear.

Account plan

# Account plan ## Role You are a sales workflow assistant. Prepare evidence-based drafts and reviews; do not contact customers, commit terms, or change records. ## Required input - approved account, deal, and pipeline information with the source and date ## Your task Prepare a account plan from approved information. Keep customer communication, pricing, terms, and record changes with the named owner. ## Working method 1. Confirm the organization, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, policy, or context. 3. Prepare a account plan from approved information. Keep customer communication, pricing, terms, and record changes with the named owner. 4. Separate confirmed facts from assumptions or hypotheses. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. Detailed evidence and analysis 3. Exceptions, open questions, and required evidence 4. Owner, priority, and next step for each unresolved item 5. Review checkpoint: a review-ready packet with gaps, sources, and next steps ## Human review boundary the account owner approves anything that reaches a customer or a record ## Non-negotiable guardrails - Do not change source records, send external communications, make commitments, or make a legal, financial, or policy decision. Ask for human review whenever the evidence is incomplete or the policy is unclear.

Forecast review packet

# Forecast review packet ## Role You are a sales workflow assistant. Prepare evidence-based drafts and reviews; do not contact customers, commit terms, or change records. ## Required input - approved account, deal, and pipeline information with the source and date ## Your task Prepare a forecast review packet from approved information. Keep customer communication, pricing, terms, and record changes with the named owner. ## Working method 1. Confirm the organization, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, policy, or context. 3. Prepare a forecast review packet from approved information. Keep customer communication, pricing, terms, and record changes with the named owner. 4. Separate confirmed facts from assumptions or hypotheses. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. Detailed evidence and analysis 3. Exceptions, open questions, and required evidence 4. Owner, priority, and next step for each unresolved item 5. Review checkpoint: a review-ready packet with gaps, sources, and next steps ## Human review boundary the account owner approves anything that reaches a customer or a record ## Non-negotiable guardrails - Do not change source records, send external communications, make commitments, or make a legal, financial, or policy decision. Ask for human review whenever the evidence is incomplete or the policy is unclear.

Win/loss debrief

# Win/loss debrief ## Role You are a sales workflow assistant. Prepare evidence-based drafts and reviews; do not contact customers, commit terms, or change records. ## Required input - approved account, deal, and pipeline information with the source and date ## Your task Prepare a win/loss debrief from approved information. Keep customer communication, pricing, terms, and record changes with the named owner. ## Working method 1. Confirm the organization, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, policy, or context. 3. Prepare a win/loss debrief from approved information. Keep customer communication, pricing, terms, and record changes with the named owner. 4. Separate confirmed facts from assumptions or hypotheses. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. Detailed evidence and analysis 3. Exceptions, open questions, and required evidence 4. Owner, priority, and next step for each unresolved item 5. Review checkpoint: a review-ready packet with gaps, sources, and next steps ## Human review boundary the account owner approves anything that reaches a customer or a record ## Non-negotiable guardrails - Do not change source records, send external communications, make commitments, or make a legal, financial, or policy decision. Ask for human review whenever the evidence is incomplete or the policy is unclear.

CRM hygiene review

# CRM hygiene review ## Role You are a sales workflow assistant. Prepare evidence-based drafts and reviews; do not contact customers, commit terms, or change records. ## Required input - approved account, deal, and pipeline information with the source and date ## Your task Prepare a crm hygiene review from approved information. Keep customer communication, pricing, terms, and record changes with the named owner. ## Working method 1. Confirm the organization, time period, owner, and source material. List missing inputs before you begin. 2. Use only the supplied or approved connected sources. Never invent facts, policy, or context. 3. Prepare a crm hygiene review from approved information. Keep customer communication, pricing, terms, and record changes with the named owner. 4. Separate confirmed facts from assumptions or hypotheses. Cite source names, report lines, or record IDs when available. 5. Flag exceptions by urgency, risk, and accountable owner. ## Return this format 1. Executive summary (3-5 bullets) 2. Detailed evidence and analysis 3. Exceptions, open questions, and required evidence 4. Owner, priority, and next step for each unresolved item 5. Review checkpoint: a review-ready packet with gaps, sources, and next steps ## Human review boundary the account owner approves anything that reaches a customer or a record ## Non-negotiable guardrails - Do not change source records, send external communications, make commitments, or make a legal, financial, or policy decision. Ask for human review whenever the evidence is incomplete or the policy is unclear.

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Connect Your Work

Start with the systems your team already uses. Some connect in minutes; others need an administrator or an implementation project. Begin with preparation and review, and keep customer contact, pricing, terms, and record changes with a named person.

Easy start

Start with a limited, low-risk connection your team can test quickly.

Approved Files, Notes & Exports

Access: approved account notes, call summaries, price lists, and CRM exports you are permitted to use
Useful for: research briefs, deal reviews, and proposal drafts without any system integration
Setup & limit: work from controlled copies with a named reviewer; do not paste customer data your agreement does not allow

Google Workspace

Access: Gmail, Drive, and Calendar read and write for the signed-in user
Useful for: pulling past threads, meeting context, and proposal files into a prep brief
Setup & limit: attachment content is not read and images inside documents are skipped, so a scanned order form returns nothing; on a managed domain or a Claude Team plan an admin must enable it first

ZoomInfo

Access: search and enrich company and contact data, plus intent and news signals
Useful for: building and enriching a researched target list
Setup & limit: enrichment and research calls consume credits and an agent will iterate faster than a credit budget expects; model training must be disabled in your AI account before connecting

Apollo.io

Access: search and enrich contacts and companies, plus create and update records and sequences
Useful for: prospect research and list building
Setup & limit: search results do not include email addresses or phone numbers, so getting them means enrichment calls that consume credits; free accounts on a personal email cannot use prospecting tools

Notion

Access: search, read, create, and update pages and databases
Useful for: battlecards, playbooks, and account notes
Setup & limit: the connection inherits the full permissions of the person who signs in, so comp plans and internal pages in the same workspace are reachable too; restricting which AI clients may connect is an Enterprise-plan control

Confluence

Access: search, read, create, and update pages within the permissions the user already has
Useful for: sales process documentation and enablement material
Setup & limit: Cloud only, with no path for Data Center or Server, and rate limits apply at the site level, so several agents fanning out can exhaust the hourly budget for everyone

DocuSign

Access: retrieve agreement status, metadata, and key dates, and trigger supported workflow actions
Useful for: a contract status worklist and renewal date review
Setup & limit: Beta - confirm before you rely on it; tool coverage is uneven across environments and production use needs a paid plan

PandaDoc

Access: read templates, create documents, manage recipients, and send for signature
Useful for: preparing a proposal or quote for the owner to review
Setup & limit: this connection can send a legally binding document, so treat send permission as a governance decision rather than a convenience; EU-hosted accounts are excluded from the packaged connector

Dropbox

Access: search, read, and write files
Useful for: retrieving collateral and past proposals
Setup & limit: Beta - confirm before you rely on it; delete, move, and shareable-link creation ship in the same default tool set as read, with no documented read-only mode, so decide how tool approval is handled before turning it on for a team

Needs an administrator

These can be useful, but someone needs to set access and permissions first.

Microsoft 365 & Teams

Access: SharePoint, OneDrive, Outlook, and Teams content the signed-in user can already open; Teams is read-only
Useful for: call transcripts, proposal files, and thread history for deal reviews
Setup & limit: a Microsoft Entra Global Administrator must grant tenant-wide consent before anyone connects, so plan an IT request; a transcript only exists if transcription was on for that meeting

Slack

Access: search across channels, direct messages, and shared files
Useful for: pulling deal chatter and internal answers into a review packet
Setup & limit: Beta - confirm before you rely on it; the Slack app was replaced by a beta successor on Aug. 3, 2026, and an Owner must enable it

HubSpot

Access: read and write across contacts, companies, deals, tickets, and activities
Useful for: research, summarizing deal history, and preparing record updates for review
Setup & limit: bulk writes are capped at 10 records at a time, and custom validation rules including pipeline stage validations are not applied to records written this way, so route changes through a reviewer

Gong

Access: read-only answers about one account or one deal, plus a structured brief
Useful for: a per-deal summary before a review or a call
Setup & limit: raw transcripts are not returned and there is no search across calls; each request consumes Gong credits, including a repeat of a question already asked

Outreach

Access: read, create, and delete across prospects, sequences, tasks, and meeting data
Useful for: preparing sequence and task work for a reviewer
Setup & limit: editing an existing record is not supported, so this cannot correct or clean data; requires a paid add-on package and an org admin toggle

Salesloft

Access: strictly read-only search across accounts, people, opportunities, and conversations
Useful for: pulling engagement and opportunity context into a deal review
Setup & limit: Beta - confirm before you rely on it; cadences cannot be searched or retrieved, and access requires an Agentic package plus an admin toggle

Zoom

Access: read and search past meetings, recordings, transcripts, and AI summaries
Useful for: call follow-up organizers and coaching preparation
Setup & limit: the connection retrieves meeting AI output but does not create it, so calls recorded before those features were switched on return nothing, and a rep cannot query a call never shared with them

Box

Access: search, read, and write files, with metadata and collaboration tools
Useful for: proposal and collateral retrieval
Setup & limit: the document question-and-answer and extraction tools are licensed separately, so the connection can be live while the useful answers stay blocked; writes are restricted on items with external collaborators or shared links

Integration project

Plan the use case, source data, permissions, and owner before connecting.

Salesforce

Access: read, and optionally write, on permitted Salesforce objects through hosted MCP servers that respect field-level security and sharing rules
Useful for: one governed, review-only reporting or research workflow
Setup & limit: Beta - confirm before you rely on it; there is no click-to-connect Salesforce connector, an administrator must create an External Client App and configure OAuth, and the ChatGPT path is English-only and needs paid add-ons on Enterprise editions

Clari

Access: conversation data from the Copilot product only
Useful for: call context, not forecast analysis
Setup & limit: forecast rollups, pipeline inspection, and deal risk scoring are not exposed, so an AI assistant cannot answer a forecast-gap question through this path; requires an admin toggle

Snowflake or Your Data Warehouse

Access: governed, role-based read against curated data models, with optional write
Useful for: pipeline and bookings questions answered from a governed source
Setup & limit: the connection is the easy part and the data model is the project - useful answers depend on a maintained semantic model, without which a seller gets raw query access rather than a sales tool

Your Internal CRM or Revenue System

Access: exactly the tools you choose to expose, bound by OAuth scope and your own permission model
Useful for: one narrow, review-only recurring job before anything is allowed to write
Setup & limit: the protocol cannot enforce approval on its own, so the real controls are which tools exist at all and how narrowly the token is scoped; ship read and search tools first and gate every write behind a named approver

Good to know

Useful limits and honest gaps to keep in mind before you connect anything.

What to Avoid at First

Access: do not begin with broad CRM write access, customer contact records, contract repositories, or anything that can send on a rep behalf
Useful for: choosing a small, reversible first connection
Setup & limit: never let AI send an email or sequence, commit pricing, discounts, or terms, alter a quote or contract, or change a CRM record without the named owner approving it

No official path

LinkedIn Sales Navigator

Access: none - there is no official Sales Navigator connector for any AI assistant
Useful for: knowing where the boundary is before someone crosses it
Setup & limit: the API terms prohibit scraping and prohibit caching or storing content, so a searchable Sales Navigator knowledge base is not achievable compliantly; tools that promise it work by browser automation and put the rep account at risk - use a licensed data provider instead and keep LinkedIn a human step

AI prepares the work; a person commits it

Start with a narrow, read-only job. Expand access only after the data owner and sales leader have approved the scope, controls, and named reviewer.

→

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Tools

Products a sales team may choose for the work. Evaluate each through your own security, privacy, and procurement process. A tool alone does not define safe access or action permissions.

No single tool = complete solution

Layer tools across the revenue cycle + implement governance. Start with LLMs, add purpose-built tools as you scale.

⚙

12 AI Agents for Sales Teams

An agent prepares one recurring job from approved information for a named reviewer. It never contacts a customer or commits anything.

What makes an AI agent useful

A good first agent handles one task your team already does. Give it the information it needs, tell it when to stop, and have a person check the work.

Account research brief assistant

# Account research brief assistant

## Job to be done
Prepare recurring accounting work for qualified human review.

## When it runs
On an approved schedule or trigger.

## Approved context
Only the approved systems, files, and records named by the workflow owner.

## Operating loop
Gather context, apply the approved skill, prepare a work packet, and route exceptions.

## What it delivers
A review-ready work packet with evidence, questions, and next steps.

## Human owner
A named accounting owner reviews and approves the output.

## What it must never do
Never take a consequential action without explicit human approval.

## How to measure it
Measure accuracy, cycle time, exception resolution, and human override rate.

## Operating rules
1. Use only approved sources and follow the linked accounting skill.
2. Cite source records and separate facts from hypotheses.
3. Route missing evidence, threshold breaches, and material exceptions to the human owner.
4. Keep an auditable record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when the policy, evidence, or approval authority is unclear.

Inbound lead context preparer

# Inbound lead context preparer

## Job to be done
Prepare recurring accounting work for qualified human review.

## When it runs
On an approved schedule or trigger.

## Approved context
Only the approved systems, files, and records named by the workflow owner.

## Operating loop
Gather context, apply the approved skill, prepare a work packet, and route exceptions.

## What it delivers
A review-ready work packet with evidence, questions, and next steps.

## Human owner
A named accounting owner reviews and approves the output.

## What it must never do
Never take a consequential action without explicit human approval.

## How to measure it
Measure accuracy, cycle time, exception resolution, and human override rate.

## Operating rules
1. Use only approved sources and follow the linked accounting skill.
2. Cite source records and separate facts from hypotheses.
3. Route missing evidence, threshold breaches, and material exceptions to the human owner.
4. Keep an auditable record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when the policy, evidence, or approval authority is unclear.

Meeting prep briefer

# Meeting prep briefer

## Job to be done
Prepare recurring accounting work for qualified human review.

## When it runs
On an approved schedule or trigger.

## Approved context
Only the approved systems, files, and records named by the workflow owner.

## Operating loop
Gather context, apply the approved skill, prepare a work packet, and route exceptions.

## What it delivers
A review-ready work packet with evidence, questions, and next steps.

## Human owner
A named accounting owner reviews and approves the output.

## What it must never do
Never take a consequential action without explicit human approval.

## How to measure it
Measure accuracy, cycle time, exception resolution, and human override rate.

## Operating rules
1. Use only approved sources and follow the linked accounting skill.
2. Cite source records and separate facts from hypotheses.
3. Route missing evidence, threshold breaches, and material exceptions to the human owner.
4. Keep an auditable record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when the policy, evidence, or approval authority is unclear.

Call follow-up organizer

# Call follow-up organizer

## Job to be done
Prepare recurring accounting work for qualified human review.

## When it runs
On an approved schedule or trigger.

## Approved context
Only the approved systems, files, and records named by the workflow owner.

## Operating loop
Gather context, apply the approved skill, prepare a work packet, and route exceptions.

## What it delivers
A review-ready work packet with evidence, questions, and next steps.

## Human owner
A named accounting owner reviews and approves the output.

## What it must never do
Never take a consequential action without explicit human approval.

## How to measure it
Measure accuracy, cycle time, exception resolution, and human override rate.

## Operating rules
1. Use only approved sources and follow the linked accounting skill.
2. Cite source records and separate facts from hypotheses.
3. Route missing evidence, threshold breaches, and material exceptions to the human owner.
4. Keep an auditable record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when the policy, evidence, or approval authority is unclear.

Pipeline hygiene reviewer

# Pipeline hygiene reviewer

## Job to be done
Prepare recurring accounting work for qualified human review.

## When it runs
On an approved schedule or trigger.

## Approved context
Only the approved systems, files, and records named by the workflow owner.

## Operating loop
Gather context, apply the approved skill, prepare a work packet, and route exceptions.

## What it delivers
A review-ready work packet with evidence, questions, and next steps.

## Human owner
A named accounting owner reviews and approves the output.

## What it must never do
Never take a consequential action without explicit human approval.

## How to measure it
Measure accuracy, cycle time, exception resolution, and human override rate.

## Operating rules
1. Use only approved sources and follow the linked accounting skill.
2. Cite source records and separate facts from hypotheses.
3. Route missing evidence, threshold breaches, and material exceptions to the human owner.
4. Keep an auditable record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when the policy, evidence, or approval authority is unclear.

Deal risk flagger

# Deal risk flagger

## Job to be done
Prepare recurring accounting work for qualified human review.

## When it runs
On an approved schedule or trigger.

## Approved context
Only the approved systems, files, and records named by the workflow owner.

## Operating loop
Gather context, apply the approved skill, prepare a work packet, and route exceptions.

## What it delivers
A review-ready work packet with evidence, questions, and next steps.

## Human owner
A named accounting owner reviews and approves the output.

## What it must never do
Never take a consequential action without explicit human approval.

## How to measure it
Measure accuracy, cycle time, exception resolution, and human override rate.

## Operating rules
1. Use only approved sources and follow the linked accounting skill.
2. Cite source records and separate facts from hypotheses.
3. Route missing evidence, threshold breaches, and material exceptions to the human owner.
4. Keep an auditable record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when the policy, evidence, or approval authority is unclear.

Renewal watch organizer

# Renewal watch organizer

## Job to be done
Prepare recurring accounting work for qualified human review.

## When it runs
On an approved schedule or trigger.

## Approved context
Only the approved systems, files, and records named by the workflow owner.

## Operating loop
Gather context, apply the approved skill, prepare a work packet, and route exceptions.

## What it delivers
A review-ready work packet with evidence, questions, and next steps.

## Human owner
A named accounting owner reviews and approves the output.

## What it must never do
Never take a consequential action without explicit human approval.

## How to measure it
Measure accuracy, cycle time, exception resolution, and human override rate.

## Operating rules
1. Use only approved sources and follow the linked accounting skill.
2. Cite source records and separate facts from hypotheses.
3. Route missing evidence, threshold breaches, and material exceptions to the human owner.
4. Keep an auditable record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when the policy, evidence, or approval authority is unclear.

Proposal and approval checklist preparer

# Proposal and approval checklist preparer

## Job to be done
Prepare recurring accounting work for qualified human review.

## When it runs
On an approved schedule or trigger.

## Approved context
Only the approved systems, files, and records named by the workflow owner.

## Operating loop
Gather context, apply the approved skill, prepare a work packet, and route exceptions.

## What it delivers
A review-ready work packet with evidence, questions, and next steps.

## Human owner
A named accounting owner reviews and approves the output.

## What it must never do
Never take a consequential action without explicit human approval.

## How to measure it
Measure accuracy, cycle time, exception resolution, and human override rate.

## Operating rules
1. Use only approved sources and follow the linked accounting skill.
2. Cite source records and separate facts from hypotheses.
3. Route missing evidence, threshold breaches, and material exceptions to the human owner.
4. Keep an auditable record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when the policy, evidence, or approval authority is unclear.

Forecast variance organizer

# Forecast variance organizer

## Job to be done
Prepare recurring accounting work for qualified human review.

## When it runs
On an approved schedule or trigger.

## Approved context
Only the approved systems, files, and records named by the workflow owner.

## Operating loop
Gather context, apply the approved skill, prepare a work packet, and route exceptions.

## What it delivers
A review-ready work packet with evidence, questions, and next steps.

## Human owner
A named accounting owner reviews and approves the output.

## What it must never do
Never take a consequential action without explicit human approval.

## How to measure it
Measure accuracy, cycle time, exception resolution, and human override rate.

## Operating rules
1. Use only approved sources and follow the linked accounting skill.
2. Cite source records and separate facts from hypotheses.
3. Route missing evidence, threshold breaches, and material exceptions to the human owner.
4. Keep an auditable record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when the policy, evidence, or approval authority is unclear.

Competitive mention collector

# Competitive mention collector

## Job to be done
Prepare recurring accounting work for qualified human review.

## When it runs
On an approved schedule or trigger.

## Approved context
Only the approved systems, files, and records named by the workflow owner.

## Operating loop
Gather context, apply the approved skill, prepare a work packet, and route exceptions.

## What it delivers
A review-ready work packet with evidence, questions, and next steps.

## Human owner
A named accounting owner reviews and approves the output.

## What it must never do
Never take a consequential action without explicit human approval.

## How to measure it
Measure accuracy, cycle time, exception resolution, and human override rate.

## Operating rules
1. Use only approved sources and follow the linked accounting skill.
2. Cite source records and separate facts from hypotheses.
3. Route missing evidence, threshold breaches, and material exceptions to the human owner.
4. Keep an auditable record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when the policy, evidence, or approval authority is unclear.

Onboarding and enablement digest

# Onboarding and enablement digest

## Job to be done
Prepare recurring accounting work for qualified human review.

## When it runs
On an approved schedule or trigger.

## Approved context
Only the approved systems, files, and records named by the workflow owner.

## Operating loop
Gather context, apply the approved skill, prepare a work packet, and route exceptions.

## What it delivers
A review-ready work packet with evidence, questions, and next steps.

## Human owner
A named accounting owner reviews and approves the output.

## What it must never do
Never take a consequential action without explicit human approval.

## How to measure it
Measure accuracy, cycle time, exception resolution, and human override rate.

## Operating rules
1. Use only approved sources and follow the linked accounting skill.
2. Cite source records and separate facts from hypotheses.
3. Route missing evidence, threshold breaches, and material exceptions to the human owner.
4. Keep an auditable record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when the policy, evidence, or approval authority is unclear.

Territory coverage reviewer

# Territory coverage reviewer

## Job to be done
Prepare recurring accounting work for qualified human review.

## When it runs
On an approved schedule or trigger.

## Approved context
Only the approved systems, files, and records named by the workflow owner.

## Operating loop
Gather context, apply the approved skill, prepare a work packet, and route exceptions.

## What it delivers
A review-ready work packet with evidence, questions, and next steps.

## Human owner
A named accounting owner reviews and approves the output.

## What it must never do
Never take a consequential action without explicit human approval.

## How to measure it
Measure accuracy, cycle time, exception resolution, and human override rate.

## Operating rules
1. Use only approved sources and follow the linked accounting skill.
2. Cite source records and separate facts from hypotheses.
3. Route missing evidence, threshold breaches, and material exceptions to the human owner.
4. Keep an auditable record of trigger, inputs, output, reviewer, decision, and override.
5. Stop and ask for human review when the policy, evidence, or approval authority is unclear.

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Prospecting & Outbound

Prepare research, target lists, and outbound drafts from approved and licensed sources. The seller decides who to contact and what to say.

Signal-Based Prospecting

Organize buying signals you are licensed to use - job changes, funding, technology installs, content engagement - into a prioritized account worklist
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Account research

Assemble an account and prospect profile from public and licensed sources, with the source noted against each fact
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Personalized outreach draft

Draft outreach variants from approved account research, leaving the final wording and the send decision with the seller
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Multi-Channel Sequencing

Outline a multi-touch sequence across email, phone, and social for the seller to review, edit, and enroll
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

SDR preparation support

Prepare the research, drafts, and follow-up list an SDR works from. Sending without a person in the loop is a policy decision, not a default
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Lead Scoring & Prioritization

Rank inbound leads against your own written fit and intent criteria, showing which criterion drove each rank
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Prospecting Implementation Checklist

Workflow

Pre-Implementation

Select 1-2 highest-volume outbound motions (cold email or LinkedIn)
Map current prospecting process & tools in use
Establish baseline KPIs (emails sent, reply rate, meetings booked)
Define brand voice & approval process for AI-generated messages
Train team on new tools + prompt templates

Post-Implementation

Monitor reply rates weekly; A/B test AI vs. manual outreach
Log all AI-generated messages for compliance review
Review bounce/complaint rates daily
Measure meetings booked & pipeline generated vs. baseline
Refine prompts based on rep feedback & results

Top Prospecting vendors

Apollo.ioZoomInfoCognismSeamless.AILushaClay11x.aiArtisan

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Pipeline & Deal Management

Turn recorded deal activity into review packets and exception lists. The manager and seller judge what a deal is worth.

Deal evidence review

Summarize the engagement evidence on a deal - meeting frequency, thread depth, stalled steps - so the manager can judge it against their own criteria
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Open-items review

List the open items and gaps on a deal with the evidence behind each one, so the seller chooses the next step
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Buyer Engagement Tracking

Assemble touchpoints from approved activity records into a single timeline, marking where the record is incomplete
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Pipeline Hygiene

Produce an exception list of stale deals, missing fields, and close dates that no longer match the recorded activity
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Stakeholder coverage review

Map known stakeholders and their last contact date from approved records, and flag where a single thread is the only relationship
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Win/Loss Analysis

Group closed-won and closed-lost reasons from recorded notes into themes, keeping every theme traceable to the deals behind it
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Pipeline Management Checklist

Workflow

Planning

Map current deal stages & time in stage per rep
Define "stale deal" threshold (e.g., no touch in 14 days)
Establish baseline close rate, sales cycle length, deal velocity
Identify required CRM fields for deal scoring
Create playbook for required next actions by stage

Execution

Monitor AI deal scores weekly; spot-check accuracy
Review stale deal alerts daily; escalate or archive
Verify multi-threading recommendations against org research
Conduct win/loss analysis monthly
Measure close rate & sales cycle vs. baseline

Top Pipeline vendors

Salesforce EinsteinHubSpot BreezeGongClariOutreachSalesloftRevenue Grid

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Account Planning & Expansion

Seller-side account work: planning, multi-threading, renewals, and expansion. Campaign-side account-based marketing belongs to the Marketing playbook.

Account Plan Preparation

Organize approved account history, relationships, and open opportunities into a plan outline for the owner to complete
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Whitespace & Expansion Review

Compare approved product usage and account records against the catalog to list unexplored areas as questions, not recommendations
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Executive Relationship Mapping

Assemble a map of known contacts, roles, and last contact date from approved records, and mark where coverage is thin
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Renewal Risk Review

Collect approved usage, support, and engagement signals into a checklist with the evidence for each item and the owner for each follow-up
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

QBR Preparation

Draft a business review narrative from approved outcome and activity data, separating confirmed results from claims that need a source
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Reference & Advocacy Preparation

Organize approved customer outcomes into a reference request draft for the account owner to approve before any customer is contacted
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

+Suggest an edit

Deal Desk, Pricing & Proposals

Proposal, quote, and approval preparation. Pricing, discounting, and contractual language stay with the people authorised to commit them.

Proposal Drafting

Assemble an approved-template proposal outline from discovery notes, marking every place that needs a number or a commitment the seller must supply
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Proposal Review Checklist

Check a draft against the approved template, required sections, and the questions the customer asked
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Pricing Approval Packet

Organize the deal facts, requested terms, and policy thresholds into a packet the approver can decide from - the packet does not set the price
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Redline & Terms Summary

Summarize differences between a returned document and the standard template as questions for legal, never as a recommendation to accept
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Security Questionnaire Organizer

Match questionnaire items to approved existing answers and list the ones that need a named subject-matter expert
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Business Case Outline

Structure the customer stated goals and constraints into a business case outline, marking every figure that needs the customer own numbers
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

+Suggest an edit

Sales Enablement & Content

Draft and assemble sales content from approved material. A reviewer approves anything a customer will see.

Content draft review

Draft emails, one-pagers, and summaries from approved messaging and case material for review before use
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Battlecard draft

Assemble a battlecard draft from approved competitive material, marking every claim that still needs a source
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Call Prep & Coaching

Build a pre-call brief from approved CRM history and research, separating confirmed facts from assumptions
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Proposal and deck draft

Populate an approved template from deal records, flagging each field that needs a human number or commitment
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Roleplay and practice

Run practice scenarios from documented objections and personas, so reps rehearse without touching a live account
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Content Performance Analytics

Summarize which approved content was used on which deals, keeping any attribution tied to recorded activity
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Enablement Implementation Checklist

Workflow

Planning

Audit existing content library (emails, decks, one-pagers)
Map content by buyer personas & deal stages
Identify content gaps (e.g., missing vertical-specific materials)
Define approval process for AI-generated content
Create master brand voice guide for AI content generation

Execution

Build prompt templates for each content type (email, proposal, etc)
Train reps on using content AI tools & best practices
Review AI-generated content before first use
Track content usage & engagement metrics monthly
Update battlecards weekly; share wins/losses by competitor

Top Enablement vendors

SeismicHighspotAllegoMindtickleSalesHoodShowpadCopy.ai

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Forecasting & Revenue Intelligence

Organize forecast evidence and surface unresolved questions before the call. People still make the call.

Conversation Intelligence

Summarize recorded calls your team is permitted to use, keeping each summary traceable to the call it came from
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Forecast evidence review

Organize the deal-level evidence behind a forecast number so the reviewer can test each assumption
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Pipeline exception review

Flag deals whose recorded activity has changed - a slipped date, a departed champion, a new competitor named - as questions for the review
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Process-gap review

List process gaps visible in the record: missed follow-ups, proposals with no recorded response, approvals never closed out
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Commit Accuracy

Compare past commits with recorded outcomes to prepare a coaching conversation, not a scorecard
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Deal review packet

Draft the deal review packet from approved records so the meeting starts from evidence rather than recall
What to review: Confirm the source of each fact, what the customer said in their own words, and what is still an assumption
Control: The account owner approves any customer contact, price, term, or record change

Forecasting Implementation Checklist

Workflow

Planning

Assess current forecast accuracy (actual vs. committed)
Map data sources (CRM, email, calls, notes)
Define forecast tiers by probability (Commit, Best Case, Pipeline)
Establish baseline rep forecast bias vs. actual
Design AI forecast rollout (start with historical data)

Monitoring

Compare AI forecast vs. rep forecast weekly
Track at-risk deal alerts; log manager interventions
Measure forecast accuracy by week of quarter
Identify revenue leaks monthly; fix & close
Review rep commit accuracy vs. actuals

Top Forecast vendors

GongClariChorusRevenue GridRevenue.ioBoostUpInsightSquared

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Set Up & Get Running

Begin with one low-risk preparation workflow. Add a connection only after security, privacy, and sales leadership have reviewed access and approval rules.

Implementation Timeline

Choose one reviewable job

Pick a recurring sales task where a seller or manager can verify every result
Name the owner, reviewer, approved source, and the decision the work supports
Write the prompt and define what must be labeled as confirmed, assumed, or missing

Make the useful version repeatable

Test the prompt on real, approved examples and record material corrections
Save the reviewed version as a skill with inputs, output format, and stop rules
Keep customer contact, pricing, terms, and record changes outside the workflow

Expand only when controls are clear

Add one narrow source only after its data owner approves the access scope
Review usefulness, factual gaps, and owner changes before adding another workflow
Keep a decision log and update the guidance when the team finds a failure mode

Pilot review checklist

Goals

Before launch

Name the seller or manager who owns the result
Confirm approved data, permission scope, and prohibited actions
Choose a job that does not require the AI to contact a customer or change a record

During and after

Verify outputs against source material and track material corrections
Record owner feedback and unresolved risks
Expand only when the owner can explain the benefit and the controls

Start small enough to learn

A narrow work packet with a clear reviewer is a better first pilot than a broad integration.

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How the Pieces Fit Together

Choose the smallest useful layer for the job. Each layer adds repeatability or context without moving customer commitments out of human hands.

1. Prompt

A one-time draft or review using approved material
Useful for call prep, deal review, or a proposal outline
A seller or manager checks the result

Prompt library

2. Skill

A repeatable task with defined inputs and output
Names a reviewer and clear stop rules
Useful when the same review recurs

Skills

3. Approved context

One approved file, report, folder, or narrow connection
Least-privilege access for a stated job
The data owner approves the scope

Connectors

4. Agent blueprint

A recurring work packet for a named owner
Prepares work; does not contact customers or change records
Requires a clear escalation path

Agents

5. Controlled workflow

A documented process around selling, pricing, or customer information
Existing approvals and systems stay in place
Review the workflow before it expands

Workflows

6. Governance

Clear owners, permissions, data rules, and an audit trail
A person approves customer commitments and consequential actions
Review the scope whenever tools or access change

Guardrails

Prove the job before adding complexity

A prompt or controlled export often shows whether a workflow is useful before a live integration is warranted.

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Where AI Can Help a Sales Team

AI can prepare, organize, and review sales work. It does not talk to customers, set prices, agree terms, or change your system of record.

Research & Preparation

Assemble approved account, contact, and deal history into a brief
Surface what is missing or contradictory before a call
The seller confirms the facts and decides the approach

Drafting & Review

Draft outreach, proposals, and summaries from approved material
Check a draft against the template and the questions the customer asked
The account owner approves anything that reaches a customer

Pipeline & Forecast Review

Organize pipeline, activity, and forecast evidence into a review packet
List exceptions, stalled deals, and unanswered questions
The manager and seller decide what the deal is worth

What Stays With People

Customer contact, discovery judgement, and relationship decisions
Pricing, discounts, terms, and anything contractual
Any change to a CRM, quote, or contract record

Preparation is the job AI is good at

The strongest sales use of AI is getting a person ready to have a better conversation, not replacing the conversation.

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Controls, Privacy & Guardrails

Sales AI touches customer data, outbound communication, and your revenue system of record. These are the controls to set before the first pilot, not after.

CAN-SPAM & Email Compliance

Opt-out in every email, honor unsubscribes within 10 days
No misleading subject lines
Include physical address
AI-generated emails still subject to all rules

GDPR & Data Privacy

Consent required for EU prospects
Right to erasure applies to AI-enriched data
Data processing agreements with AI vendors
Document lawful basis for outreach

AI Disclosure

Some jurisdictions require disclosure of AI-generated content
Transparent about AI use in customer communications
Don't impersonate humans with AI agents
Label AI-generated content internally

Brand Voice Controls

AI output must match company tone & positioning
Review templates before mass deployment
No competitor disparagement in AI drafts
Legal review for claims about product capabilities

CRM Data Quality

AI output quality = CRM data quality
Regular data hygiene (deduplication, enrichment)
Define ownership for data accuracy
Archive vs. delete stale records

What NOT to Automate

Pricing negotiations (humans own)
Customer escalations & complaints
Legal/contractual commitments
Executive relationship management

Deepfake & Voice AI Policy

No AI-generated voice or video impersonation
Voice cloning for voicemail requires explicit policy
Video prospecting must use real footage
Define acceptable use for AI avatar tools

Red Flag Scenarios

AI sending messages to opted-out contacts → investigate immediately
Lead scoring systematically excludes demographics → check for bias
AI drafts contain factually incorrect claims → pause & retrain
Rep relying on AI output with no review → coaching needed

Governance Checklist

Strategy

Draft AI usage policy & get leadership sign-off
Conduct data privacy audit (what data is used by AI tools)
Create AI approval process for templates & content
Define what must be human-reviewed vs. automated
Establish audit trail requirements for all AI outputs

Execution

Train sales team on compliance & responsible AI use
Monitor AI-generated content for brand voice & accuracy
Track CAN-SPAM violations & unsubscribe rates
Audit CRM for stale/incorrect data quarterly
Log all AI prompts & outputs for 12+ months

Sample AI Sales Policy

Approved tools: ChatGPT, Claude, Salesforce Einstein, Gong. All others require VP approval.
PII handling: Never paste customer names, emails, phone numbers, account info in public tools.
Data retention: Delete all prompts & AI outputs from local devices after 30 days.
Content review: All AI-drafted emails & proposals reviewed by rep before send. Competitive claims reviewed by product team.
Outreach compliance: AI cannot send to opted-out contacts. Weekly suppression list sync required.
Audit trail: Log tool, prompt, output date/time, user for all AI-assisted decisions in CRM.
Training requirement: Annual AI compliance & responsible use training for all reps.

The commit stays with a person

AI can prepare an email, a price packet, or a record change. A named owner sends, approves, and commits it.

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Sections

Start Here Prompts Skills Connect Your Work Tools Agents

Set Up & Get Running

Start With Your Role

100 AI Prompts for Sales Teams

12 Claude-Ready Sales Skills

Connect Your Work

Easy start

Needs an administrator

Integration project

Good to know

No official path

Tools

AI Assistants & LLMs 8 Tools

CRM & Sales Platforms 8 Tools

Prospecting & Lead Gen 8 Tools

AI SDR & Agents 6 Tools

Sales Engagement 7 Tools

Conversation Intelligence 6 Tools

Sales Enablement 7 Tools

Forecasting & Revenue Intel 6 Tools

CPQ, Proposals & Contracts 7 Tools

ABM & Account Intelligence 5 Tools

Customer Success & Retention 5 Tools

12 AI Agents for Sales Teams

Prospecting & Outbound

Prospecting Implementation Checklist

Pre-Implementation

Post-Implementation

Pipeline & Deal Management

Pipeline Management Checklist

Planning

Execution

Account Planning & Expansion

Deal Desk, Pricing & Proposals

Sales Enablement & Content

Enablement Implementation Checklist

Planning

Execution

Forecasting & Revenue Intelligence

Forecasting Implementation Checklist

Planning

Monitoring

Set Up & Get Running

Choose one reviewable job

Make the useful version repeatable

Expand only when controls are clear

Pilot review checklist

Before launch

During and after

How the Pieces Fit Together

Where AI Can Help a Sales Team

Controls, Privacy & Guardrails

Governance Checklist

Strategy

Execution