> ## Documentation Index
> Fetch the complete documentation index at: https://relevanceai-docs-tsp-1307.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# Sales

> Put AI Agents to work across your sales pipeline. Start wherever you are — Relevance grows with you.

Hand the research, prep, and outreach grind to AI. Spend your time on the conversations that close deals.

## Start with a Marketplace template

The Marketplace ships pre-built sales Agents you can clone in one click. They're the starting point for every path below — run them as-is, shape them in the builder, or hand them to your AI coding assistant. Or skip the templates and [build a custom Agent from scratch](/build/introduction).

<CardGroup cols={3}>
  <Card title="Sales Researcher" icon="magnifying-glass" href="https://marketplace.relevanceai.com/listing/4b454347-0656-4fee-9c15-8fb2f2713424">
    Builds detailed call-prep briefs covering company, contacts, news, and pain points.
  </Card>

  <Card title="LinkedIn Outreach & Follow up" icon="linkedin" href="https://marketplace.relevanceai.com/listing/5508c7f6-f3a7-4593-8faf-22fbecc4e0d4">
    Writes personalized connection requests and follow-ups based on prospect research.
  </Card>

  <Card title="Browse the Marketplace" icon="store" href="/get-started/marketplace/introduction">
    The full catalog of pre-built Agents across every use case and vertical.
  </Card>
</CardGroup>

Click **Clone Agent** on any listing, then connect the integrations it needs (CRM, email, web search). Run it on a real account to see it work.

## Pick your path

How hands-on do you want to be? Pick a tab — the rest of the page is written for you.

<div className="path-picker">
  <Tabs>
    <Tab title="No build" id="no-build">
      You don't need to touch the builder. Open the cloned Agent above, ask in plain English, and let it work across the integrations it's connected to.

      ## Sharpen the answers with knowledge

      Upload ICP definitions, personas, and battle cards. Every conversation references them — sharper output, no new setup.

      <Card title="Add knowledge" icon="book" href="/build/knowledge/create-knowledge">
        Upload context once. Every conversation references it.
      </Card>

      ## Make it run on its own

      When you find yourself asking for the same thing every day, set a trigger on a cloned Agent — research every new lead, draft a brief before every meeting. One toggle, no code, no builder.

      <Card title="Triggers" icon="bolt" href="/build/agents/build-your-agent/triggers">
        Schedule runs, fire on CRM events, listen to webhooks.
      </Card>

      ## Ready to go further?

      When prompting and templates stop being enough — when you want the Agent to follow your team's exact playbook word for word — pick the **Build visually** tab above.
    </Tab>

    <Tab title="Build visually" id="build-visually">
      You're comfortable in product UIs. You don't want to wire up an Agent from scratch, but you do want it to sound like your team and follow your process. Open the cloned Agent above in the builder and shape every piece.

      ## Connect the tools it needs

      Sales Agents work best when they can read from and write to the systems your team already uses.

      * **CRM** — [HubSpot](/integrations/popular-integrations/hubspot) or [Salesforce](/integrations/popular-integrations/salesforce) for account data and activity logging
      * **Email** — [Gmail](/integrations/popular-integrations/gmail) or [Outlook](/integrations/popular-integrations/outlook) for sending outreach
      * **Prospecting** — [Apollo](/integrations/popular-integrations/apollo) or [ZoomInfo](/integrations/popular-integrations/zoominfo) for contact and firmographic data

      See more about [Integrations](/integrations/introduction). Start with your CRM and one outreach channel; add the rest as the workflow grows.

      ## Shape every surface

      Each piece below changes how the Agent behaves. Run the Agent on a real account between every change — small iterations beat big rewrites.

      <CardGroup cols={2}>
        <Card title="Prompt" icon="message" href="/build/agents/build-your-agent/prompt">
          The system prompt is the Agent's playbook. Edit it to match your tone, your qualification criteria, your escalation rules.
        </Card>

        <Card title="Tools" icon="wrench" href="/build/agents/build-your-agent/tools">
          Add or remove the actions the Agent can take — search the web, query your CRM, send emails, run another Agent.
        </Card>

        <Card title="Knowledge" icon="book" href="/build/knowledge/create-knowledge">
          Upload ICP definitions, personas, battle cards, product one-pagers. The Agent references these whenever it works.
        </Card>

        <Card title="Triggers" icon="bolt" href="/build/agents/build-your-agent/triggers">
          Run the Agent automatically — on a schedule, when a CRM record updates, when a webhook fires.
        </Card>

        <Card title="Alerts" icon="bell" href="/build/agents/build-your-agent/alerts">
          Get notified when the Agent hits a threshold or runs into an issue. Use the prompt to instruct it which cases to flag for human review.
        </Card>

        <Card title="Memory" icon="brain" href="/build/agents/build-your-agent/memory">
          Give the Agent persistent context across conversations — past interactions, account history, learned preferences.
        </Card>
      </CardGroup>

      ## Chain Agents into a workforce

      When a single Agent isn't enough — research, then enrich, then write outreach, then send — wire Agents together on the Workforce canvas.

      <Card title="Build a workforce" icon="diagram-project" href="/build/workforces/create-a-workforce">
        Drag, connect, and run multi-Agent pipelines without code.
      </Card>

      ## Test before you trust

      Once you're shaping prompts and tools, set up evals so you catch regressions before customers do.

      <Card title="Evals" icon="vial" href="/build/agents/build-your-agent/evals">
        Define test cases in the UI. Run them on every change.
      </Card>

      ## Ready to go further?

      When clicking through the builder starts to feel slow — when you'd rather have your AI coding assistant build and edit Agents for you, drop into custom Python or JS code blocks, or call Agents from your own app via the SDK — pick the **Build with AI** tab above.
    </Tab>

    <Tab title="Build with AI" id="build-with-ai">
      You already work in an AI coding environment. Clicking through a UI to edit a system prompt feels slow. Have your AI assistant build, shape, and orchestrate Agents directly from your editor.

      ## Programmatic GTM

      Programmatic GTM is an MCP server that connects your AI coding environment to Relevance AI. Describe what you want in natural language; your AI assistant reads and writes your Relevance workspace — system prompts, Tools, knowledge, triggers, workforces, evals.

      <CardGroup cols={2}>
        <Card title="Claude Code plugin" icon="terminal" href="/integrations/mcp/programmatic-gtm/claude-code">
          The fastest setup. Install the Relevance AI plugin and build Agents from your terminal.
        </Card>

        <Card title="MCP server" icon="plug" href="/integrations/mcp/programmatic-gtm/mcp-server">
          Connect from Claude Desktop, Cursor, VS Code, ChatGPT, OpenAI Codex, or any MCP client.
        </Card>

        <Card title="Agent skills" icon="graduation-cap" href="/integrations/mcp/programmatic-gtm/agent-skills">
          Clone the skills repo so your coding assistant has built-in knowledge of Relevance patterns.
        </Card>

        <Card title="Programmatic GTM overview" icon="book" href="/get-started/core-concepts/programmatic-gtm">
          The full reference for what you can do programmatically.
        </Card>
      </CardGroup>
    </Tab>
  </Tabs>
</div>

## The four levels in sales

How the [autonomy ladder](/guides) plays out across your pipeline:

<CardGroup cols={2}>
  <Card title="L1 — Assisted" icon="hand">
    A rep asks the Agent before a call — "research Acme Corp" — and gets a brief back.
  </Card>

  <Card title="L2 — Copilot" icon="map">
    A rep asks for 12 personalized LinkedIn messages — the Agent drafts all 12, the rep approves and sends.
  </Card>

  <Card title="L3 — Autopilot" icon="bolt">
    A new lead lands in HubSpot — research, enrichment, outbound, and CRM logging all happen automatically. The rep sees the result, not the queue.
  </Card>

  <Card title="L4 — Self-driving" icon="infinity">
    You set the objective — "increase qualified meetings from inbound" — and the Workforce researches, enriches, drafts outbound, and logs to the CRM, with its copy and qualification thresholds tuned through evals as results flow back.
  </Card>
</CardGroup>

## Zoom into a single use case

Each use case below is a working entry point — clone the template, then run it, shape it visually, or build with AI depending on which tab fit you.

<CardGroup cols={2}>
  <Card title="Prospect research" icon="building" href="/guides/sales/prospect-research-use-case">
    Automate company and contact research before calls.
  </Card>

  <Card title="Personalized outbound" icon="paper-plane" href="/guides/sales/personalized-outbound">
    Generate tailored emails and LinkedIn messages at scale.
  </Card>

  <Card title="Lead scoring" icon="chart-bar" href="/guides/sales/lead-scoring">
    Qualify and prioritize inbound leads automatically.
  </Card>

  <Card title="CRM data enrichment" icon="table" href="/guides/sales/crm-data-enrichment">
    Keep CRM records accurate and complete.
  </Card>

  <Card title="Meeting briefs" icon="clipboard" href="/guides/sales/meeting-briefs">
    Generate structured call prep for every meeting.
  </Card>

  <Card title="Competitive intelligence" icon="chess" href="/guides/sales/competitive-intelligence">
    Monitor competitors and surface insights for reps.
  </Card>
</CardGroup>

## See it in production

<Frame caption="How Lightspeed uses Relevance AI across their sales team.">
  <iframe className="w-full aspect-video rounded-xl" src="https://www.youtube.com/embed/p0O7qa5oKf8" title="Lightspeed x Relevance AI" allowFullScreen />
</Frame>
