Agent blueprint

How to build a sales outreach agent

Free blueprint for a sales outreach agent. A no-code, workflow-driven, cloud-hosted stack with 15 connected components. Built around Apollo, Lavender, Gong, Tavily. Copy it, export it, or change the answers to fit your project.

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Your architecture

Sales & outreach agent

A no-code, workflow-driven, cloud-hosted stack with 15 connected components.

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Architecture map

Tap a component to see its connections

INTERFACE &TRIGGERSORCHESTRATIONREASONINGMEMORY &KNOWLEDGETOOLS &INTEGRATIONSMONITORING &SAFETYSCHEDULERn8n schedule triggerEVENT TRIGGERSZapierWORKFLOW AUTOMATIONn8nHUMAN APPROVAL STEPBuilt into yourorchestratorREASONING MODELChatGPT / OpenAILONG-TERM MEMORYMem0WEB SEARCHTavilyCONNECTOR HUBZapierEMAILGmail / OutlookCRMHubSpotLEAD DATAApolloOUTREACH WRITERLavenderCALL INSIGHTSGongGUARDRAILSInput & outputchecksTRACING & EVALUATIONLangfuse

Swipe sideways to see the whole map

Tool configuration

Interface & triggers

  • Scheduler

    Starts the agent on a timetable

    n8n schedule trigger

    or Zapier, Make

  • Event triggers

    Starts the agent when something happens in your apps

    Zapier

    or Make, n8n

Orchestration

  • Workflow automation

    Chains AI steps with app actions visually

    n8n

    or Make, Zapier

  • Human approval step

    Pauses risky actions until a person approves

    Built into your orchestrator

    or n8n wait node, Slack approval message

Reasoning

  • Reasoning model

    General-purpose model with tool calling

    ChatGPT / OpenAI

    or Claude, Gemini

Memory & knowledge

  • Long-term memory

    Remembers people, preferences and past outcomes

    Mem0

    or LangChain memory

Tools & integrations

  • Web search

    Fetches fresh facts from the live web

    Tavily

    or Exa, Perplexity

  • Connector hub

    One secure gateway to your apps (incl. MCP)

    Zapier

    or Make, Composio

  • Email

    Reads and sends email

    Gmail / Outlook
  • CRM

    Looks up and updates customer records

    HubSpot

    or Salesforce

  • Lead data

    Finds prospects and enriches contact details

    Apollo

    or Clay, Seamless.AI

  • Outreach writer

    Writes personal emails that get replies

    Lavender

    or Regie.ai

  • Call insights

    Learns from sales calls and flags deal risks

    Gong

    or Chorus

Monitoring & safety

  • Guardrails

    Blocks unsafe input, prompt injection and data leaks

    Input & output checks

    or Allow-list of tool actions

  • Tracing & evaluation

    Records every step, cost and answer quality

    Langfuse

    or LangSmith, Weights & Biases

Set up your agent, step by step

Tick each step as you finish it. Your progress is saved with this plan in your AItooling account.

0 of 23 done

AItooling never signs up for you and never asks for your passwords or keys. You create each account yourself on the tool's own website, and only your ticks are saved here.

Sign in and save this plan to keep your progress in your account.

  1. 1Create your accounts

    • Sign up or install it, then make a new project for this agent.

    • Sign up and set up the place where people will talk to the agent.

    • Sign up, create an API key and set a monthly spending limit before anything else.

    • Sign up and create a new database or index just for this agent.

    • Sign up and connect only the apps this agent needs, with read-only access where you can.

    • Use the account you already have, and give the agent its own login with only the access it needs.

    • Sign up and connect only the apps this agent needs, with read-only access where you can.

    • Sign up and connect only the apps this agent needs, with read-only access where you can.

    • Sign up and connect only the apps this agent needs, with read-only access where you can.

    • Sign up and connect only the apps this agent needs, with read-only access where you can.

    • Sign up and turn on logging so you can review what the agent does.

  2. 2Build it in this order

  3. 3Launch your agent

    • Copy the ready-made code for this agent. It hides secrets and personal data before the AI model sees them.

    • Put each key in a password manager or your hosting's secret settings. Never paste keys or passwords into AItooling or a chat.

    • Start small, read every answer yourself, and only then let other people use it.

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