GTM Agent

AgentLed research

AI agents in GTM teams: buy, build, or combine?

A short exploratory study of how go-to-market teams introduce AI into prospecting, content, outreach and revenue operations.

Which tools earn a place in the stack, what gets built internally, and where does human approval still matter?

Share your stack
A buy-versus-build adoption map comparing anonymous GTM teams, with a highlighted marker for your team
How does your AI adoption compare to similar teams?

Participate to receive the findings brief and practical industry insights from peer GTM teams.

Why this study

General models, specialist GTM products and in-house agents each solve part of the work. We want to understand the operating choices behind real adoption — including the tools teams stop using.

A five-layer research lens

We look beyond the model itself. At every layer, the question is the same: buy, build, or combine?

  1. 01

    Market foundation

    Account data, market signals, content and the source quality behind them.

  2. 02

    Company context

    CRM history, ICP, messaging, segments and previous customer interactions.

  3. 03

    Intelligence

    Research, qualification, prioritisation, personalisation and evidence traceability.

  4. 04

    Agents

    What can work continuously, what needs a specialist product and what teams build internally.

  5. 05

    Workflow and control

    Approvals, brand voice, ownership, access and the human judgement teams retain.

The stack layers GTM teams bring into the conversation

We are mapping the handoffs between signal, context, decision, approval, execution and the outcome that returns to the record.

Study ongoing

Signals and targeting

Account selection and external signals

  • Clay
  • LinkedIn Sales Navigator
  • Apollo
  • PredictLeads

Enrichment

Buyer and account evidence

  • Clay
  • Apollo
  • Harmonic
  • PredictLeads

CRM

Relationship history and system of record

  • HubSpot
  • Attio
  • Salesforce

Outreach

Approved delivery and provider events

  • Smartlead
  • Instantly
  • HeyReach
  • Unipile
  • Gmail

Automation glue

Workflow routing and internal tools

  • n8n
  • Zapier
  • Claude Code

Always-on agents

Persistent agents coordinating recurring GTM work

  • OpenClaw
  • Hermes
  • AgentLed

Conversations and outcomes

Replies, meetings and outcome evidence

  • Granola
  • Circleback
  • Notion

Decision and approval

Where the next action is chosen and held

  • GTM Agent
  • ChatGPT
  • In-house / custom

The study is ongoing. Aggregate signals will appear here when they are updated.

The adoption map will appear when its aggregate has been updated.

Share your stack

Study response

What does your GTM team use today?

Select the tools in your active stack, add anything we missed, and help us map the combinations GTM teams are actually running.

We will use your domain only to identify the company behind this response and send the de-identified findings brief when it is published.

Select every tool your team actively uses

Signals and targeting

Enrichment

CRM

Outreach

Automation glue

Always-on agents

Conversations and outcomes

Decision and approval

What best describes your in-house setup?
What technical capacity does the company have? Select all that apply.
Which recent work triggered this decision? Select all that apply.
What mattered most in the decision? Select all that apply.
Where does the next-action decision happen today?
What requires human approval before it can act?
What most often breaks between tools?
How would you like to take part?

Your response will be analysed only in de-identified aggregate patterns. We will never publish anything beyond an opt-in company logo without separate approval.

We’ll email you the findings brief and practical patterns from peer GTM teams when the study closes.

References and sources

These external benchmarks shape the study lens. They are not AgentLed study responses or independent proof of a specific provider integration.

Share a GTM workflow by email

Open to a short research conversation about one workflow, a stopped tool, or the evidence behind your next AI adoption decision?

Share a GTM workflow by email