AI for GTM SDR / BDR

AI workflows for SDRs and BDRs

Research the account, find a reason to reach out, and write a message you can stand behind. The prompts, skills, and full workflows for outbound work.

Research and personalization compete for the same hours you need for conversations. An account brief is useful when it gives you a defensible reason to contact someone. A polished paragraph about their company is much less useful. Start by deciding what the research must help you do.

This page brings the outbound work together: account research, prospect lists, cold email, sequence review, and call preparation. The prompts name the assistants they support. Full playbooks show the complete tool stack, and skills name their intended runtime. Choose a task first, then follow the instructions for the tools your team uses.

Start here

From one account to one reviewed email

A practical starting sequence
  1. Research the account

    Use a company URL, your ICP, and a target role to build a short brief. Check the cited facts and mark any assumptions.

    Open the account-brief prompt →
  2. Draft the first touch

    Use one verified observation and your real value proposition. Review the connection between the account detail and the problem you solve.

    Open the cold-email prompt →
  3. Check the sequence

    Check follow-up logic, merge fields, and campaign settings before importing or sending. The QA workflow names its required tools.

    Review the campaign QA workflow →
Complete and review one step before using its output in the next.
The outbound day

Carry the evidence from research into outreach

Before drafting, assemble the company URL, the role you want to reach, your ICP, and the problem your offer solves. Ask for a short account brief with sources and separate confirmed facts from guesses. A hiring page can support a claim that a team is growing. It cannot prove that the team has your particular problem.

Carry the useful evidence into the first email. Name the observation, explain why it might matter, and make one clear ask. Keep the brief beside the draft when you review it. If a line has no source and no basis in your own knowledge, remove it or turn it into a question.

Before loading a sequence, review the whole conversation: the opening, the follow-ups, and what happens if someone replies. Repeating the same claim in three different phrasings adds volume without adding a reason to answer. The campaign QA playbook helps check the files and campaign structure before a send.

Review before volume

Prove the message on one account

Start with an account you know well enough to judge. Compare the generated brief with what you already know, open the sources, and look for details attached to the wrong company. Similar names and outdated job titles are easy ways to produce confident nonsense.

Read the proposed email aloud. Keep your actual offer, a specific reason for contacting this person, and a reply they can give without doing homework. Ask a teammate to identify the evidence behind each personalized line. Fix the brief if the message needs a fact that is missing.

Only expand the workflow after the result is worth sending. Record which inputs and instructions produced it, keep a review step, and watch replies for signs that the research or targeting is off. A larger list makes a weak assumption more expensive.

Playbooks

Use cases for SDR / BDR

Complete workflows with their implementation tools listed below. Follow each playbook's setup and review steps.

Discover Account Research

Account Research: Turn Any Company URL Into a First-Call Brief

Run the account research for a first call from a single company URL: a structured, cited, talking-point-ready brief before every first call, in minutes instead of an hour.

Tools: Claude web search, Claude, HubSpot / Sheets
Read →
Discover Account Research

The Ideal Customer Profile (ICP) Template, AI-Scored in Clay

Turn an ideal customer profile template into a live scoring rubric: pull a target account list, enrich it with the signals an AI can read, then score every account against your ICP with a reason and a risk you can audit.

Tools: Clay, Apollo.io, Claude, HubSpot
Read →
Discover Intent & Signals

How to Identify Website Visitors and Trigger Same-Day Outreach

Identify the anonymous website visitors on your site, filter to ICP fits, and trigger a personalized touch the same day, while the intent is still warm.

Tools: RB2B, Clay, Slack, Smartlead
Read →
Engage & Convert Cold Outbound

Cold Email Personalization at Scale, From Real Research

Cold email personalization at volume: research each prospect automatically and generate one genuinely personalized email per person, then send at scale without sounding like a mail merge.

Tools: Clay, Apollo.io, Claude, Smartlead
Read →
Engage & Convert Cold Outbound

Video Prospecting at Scale Without Capping at 20 a Day

Scale video prospecting past the 20-a-day ceiling: record one base video and have AI personalize the opening and on-screen details per prospect, so each recipient gets a video that feels made for them.

Tools: Sendspark, HeyGen, Clay, Smartlead
Read →
Close & Expand Deal Execution

Sales Follow-Up Email Templates, Auto-Drafted From Every Call

The sales follow-up email is the highest-return touch in the cycle and the one reps most reliably botch, written three hours late from fading memory. Steal the templates below, then let a Claude agent draft each one from the actual call transcript in the rep's voice and write clean CRM notes to HubSpot over MCP. A human still reads every send. Same-day follow-ups, and RevOps finally gets comparable deal data across the team.

Tools: Gong / Fathom, Claude Code, HubSpot (via MCP)
Read →
Engage & Convert Sales Leadership

AI Sales Coaching from Every Call: A Weekly Claude Agent That Scores Reps Against Your Rubric

Most sales coaching happens on the two calls a manager had time to listen to, and the rep picked both. This play puts a Claude agent on every call instead: each week it reads the transcripts over MCP, scores each call against a rubric you own, with the quote that earned each score, and writes every rep a one-page note with a pattern across their calls and one thing to practice. The manager gets a team view that shows where the whole team is weak. Coaching stops being a lottery of which calls got heard.

Tools: Gong or Fireflies (via MCP), HubSpot or Salesforce (via MCP), The rubric file, Claude Code, Slack (via MCP)
Read →
Discover Sales Leadership

Account Planning Template + a Claude Agent That Builds Every Rep's Territory Plan

Territory planning is a ritual most teams run once a quarter and abandon by week two: a template goes out, the reps fill in the top of it, the plans go in a folder, and the quarter is worked from the inbox. This play makes the plan build itself and stay alive. At the start of the quarter a Claude agent reads each rep's territory from the CRM, enriches the missing fit fields, tiers every account by fit, signal, and history against a rubric you wrote, drafts a one-page plan for each tier-A account with why now, who to reach, the play, and the risk, cited to sources, and writes the manager a territory summary. The rep edits and commits. A monthly refresh re-tiers on new signals and checks the plan against what actually happened.

Tools: HubSpot or Salesforce (via MCP), Clay, Apollo, or ZoomInfo, Claude web research, Claude Code, The CRM + Slack
Read →
Engage Outbound

How I’d take a cold email draft through QA to a Smartlead import

A finished email draft still needs evidence review, suppression checks and a reliable handoff. I built a small offline workflow for that last mile, with a fictional batch you can reproduce before using your own prospects.

Tools: Python, Smartlead
Read →

All use cases →

Skills

Skills for SDR / BDR

Reusable procedures for the tool or runtime named on each card. Check the setup before adding one to your workflow.

Claude Skill Discover

Account Brief and Account Plan Template for First Calls

Turns a single company URL into a tight, source-grounded first-call account brief a rep can read in two minutes before dialing, and gives you an account plan template to expand it into a plan for your named accounts.

View →
Claude Skill Engage & Convert

B2B Cold Email Templates in Your Brand Voice

Writes short, relevance-first B2B cold emails in your voice and gives you the cold email templates to start from. Opens with a real observation, not a generic compliment, and refuses to invent personalization.

View →
Claude Skill Close & Expand

Sales Call Summary Template, Filled From the Transcript by a Claude Skill

Turns a call transcript or raw notes into a sales call summary template filled with only what the buyer actually said, plus a CRM-ready field block (stage, next step, close date, framework fields, each tagged Confirmed or Inferred) and a to-do list ranked by deadline.

View →
Claude Skill Discover

Lead Routing Rules That Explain Themselves: A Claude Skill That Assigns the Owner

Turns a written lead routing rules table into a router that shows its work: for every lead it names the owner, the segment, the SLA, the rule that fired, the out-of-office backup, and the fields it could not see, and it flags catch-all leads so the table gets better every week.

View →
Claude Skill Engage

Cold email campaign QA: the skill I’d run before importing leads

I want to know exactly why a prospect and a message are ready before either reaches a sender. This skill produces a review queue, ties decisions to the final copy, and exports approved records to a Smartlead import CSV.

View →

All skills →

Prompts

Prompts for SDR / BDR

Individual tasks with required inputs and example outputs. Each prompt lists the assistants it supports.

Discover Account Research

Turn a Company URL Into a First-Call Brief

Turn a company URL into a sourced, opinionated first-call brief that maps your offer to your buyer's real pressures and earns the next meeting.

Works with: Claude, ChatGPT, Gemini, Perplexity
Copy →
Engage & Convert Cold Outbound

Write a Cold Email That Earns a Reply

Produce a tight, relevance-first cold email with one clear ask, built around the prospect's trigger not your pitch, sub-90 words, no fluff, no fabrication.

Works with: Claude, ChatGPT, Gemini
Copy →
Engage & Convert Cold Outbound

Cold Email Sequence Template (Multi-Touch)

A cold email sequence template as a prompt: generate a value-led, multi-touch cadence where each touch adds a new angle, not a nag, with personalization tags and a test plan baked in.

Works with: Claude, ChatGPT, Gemini
Copy →
Close & Expand Deal Execution

Sales Discovery Questions, Tailored to the Deal

Build deal-specific, open-ended sales discovery questions mapped to pain, quantified impact, process, and competition, with the must-answer for each.

Works with: Claude, ChatGPT, Gemini
Copy →
Close & Expand Deal Execution

Objection Handling Script for Tough Objections

Turn a specific objection into an objection handling script: the clarifying question to ask first, the likely root causes, and three honest, non-defensive responses that advance the deal.

Works with: Claude, ChatGPT, Gemini
Copy →
Cross-Stage Inbound

Reply Fast to an Inbound Lead

Draft a fast, intent-matched reply to an inbound lead that keeps momentum, qualifies with one smart question, and makes the next step one click.

Works with: Claude, ChatGPT, Gemini
Copy →

All prompts →

Learn the tools

Guides for your chosen assistant

Follow the guide for the tool you use. A shared workflow directory does not change the setup requirements of an individual playbook.

Claude

Open the Claude hub →

ChatGPT & Codex

Open the ChatGPT & Codex hub →

FAQ

Frequently asked questions

What should an SDR try first?

An account brief for a company you already understand. You can judge whether the research is useful, whether the sources support it, and whether it gives you a better opening for a conversation.

Can I use these prompts in ChatGPT or Claude?

Check the tool list beside each prompt. The shared prompt library includes both ChatGPT and Claude. A full playbook or skill may require a particular product, connector, or sending system; follow its own setup instructions.

How do I keep outbound from sounding generic?

Supply real account evidence, your actual offer, and examples of the voice you want. Edit the draft for a specific reader. Extra adjectives and a compliment about the company do not make an email personal.

Should I automate the send too?

Treat sending as a separate decision. First prove that the targeting, evidence, and message are right. Keep campaign review and ownership explicit when you connect drafting to a sending tool.

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