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title: "David Adams | GTM Automation & AI Workflows — Agentic Sales Systems for B2B"
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[David Adams](/)

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GTM Automation 

# GTM Automation & AI Workflows

Designing and implementing automated go-to-market systems that replace manual outreach with intelligent, scalable pipelines.

Most B2B sales teams are still running outbound the way they did five years ago: a rep opens a spreadsheet, picks a name, writes a semi-personalised email, and moves on. It worked when competition was low and inboxes were empty. In 2026, it doesn't scale — and the economics are getting worse, not better.

GTM automation is about replacing that manual, linear process with intelligent systems that can research prospects, enrich data, draft personalised outreach, manage follow-ups, and route qualified leads to humans — all without a person touching every step.

This isn't marketing automation in the traditional sense. It's not if-this-then-that sequences or static drip campaigns. Agentic workflows use AI that can reason about what it's doing — adjusting messaging based on enrichment data, categorising responses, and adapting approach based on what's working.

I've spent 13 years building the commercial systems behind a global SaaS platform — managing 1,500+ partner relationships generating $30M+ in annual revenue. That experience now powers the GTM automation systems I build for B2B teams through Lucennio Consultancy. The principle hasn't changed: you can't operate at scale by adding people. You operate at scale by building systems.

## What This Looks Like in Practice

-   Automated prospect research and enrichment using Clay, Apollo, and LinkedIn data 
-   AI-drafted personalised outreach sequences via Smartlead or Instantly 
-   Multi-step agentic workflows orchestrated through Make or n8n 
-   CRM integration (HubSpot/Salesforce) with automated pipeline staging 
-   Response categorisation and intelligent lead routing 
-   Performance dashboards tracking pipeline velocity and conversion rates 

Related Insights

[Why Most B2B Outbound is Broken →](/insights/outbound-broken)[AI in the Sales Process →](/insights/ai-sales-process)

Related Capabilities

[LinkedIn B2B Acquisition →](/capabilities/linkedin-b2b-acquisition)[Data-Driven Commercial Strategy →](/capabilities/data-driven-strategy)[Revenue Operations & P&L Management →](/capabilities/revenue-operations)

Tools & Platforms

Clay Apollo Instantly Smartlead Make n8n OpenAI API Anthropic API HubSpot Salesforce 

## Want to talk about GTM automation?

[Get in touch](https://www.linkedin.com/in/davidadamsofficial/)

### David Adams

Revenue · Partnerships · Automation

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© 2026 · Built with systems, not templates.