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System · GTM automation & AI

AI-native workflows that enrich, route, score, and personalize.

Production automations across Clay, HubSpot, and the modern AI stack — operationalized inside live pipeline engines, not in a sandbox.

42
Live workflows
18k
Records / day
−37%
Cost per SQL
Live engine map
GR · gtm-automation-ai
L01 · Signals
IntentFundingHiringTech
L02 · Enrichment
ClayApolloCustom
L03 · AI write
active
PersonaAccountTrigger
L04 · Routing
CRMOwnerSLA
Test

SECTIONS-CHECK-1784028453343

Problem

AI demos don't ship pipeline.

  • Most teams have AI experiments but no production workflows.
  • Enrichment data sits in spreadsheets instead of triggering action.
  • AI-written copy fails because it isn't wired to signals.
Solution

Production workflows with operator-grade QA.

  • Clay-based enrichment and scoring pipelines feeding your CRM.
  • AI personalization scoped to verified signals — never blind variables.
  • Every workflow versioned, monitored, and owned by an operator.
The process

Four phases. One operator on point.

Every engagement runs the same shape — diagnose, architect, ship, compound.
  • 01 · Map Identify the manual, error-prone tasks where automation creates immediate leverage.
  • 02 · Build Engineer Clay tables, enrichment chains, and CRM workflows with QA gates.
  • 03 · Personalize Layer AI personalization on verified signals with operator review loops.
  • 04 · Operate Weekly monitoring, error handling, and cost tracking per workflow.
Artifacts you keep

Every deliverable, documented and owned by you.

No black boxes. Every engine ships with the docs, dashboards, and SOPs your team needs to run it.

01
Clay workspace

All tables, enrichments, and workflows documented.

02
Workflow registry

Every automation, its trigger, and its owner.

03
AI prompt library

Versioned prompts with eval results.

04
Ops dashboard

Error rates, costs, and throughput per workflow.

◇ Signal intelligence layer

20 buying signals. One routing core.

Every signal we monitor gets scored, tiered, and routed into the right play. Tier 1 fires immediate outreach. Tier 2 layers intent. Tier 3 sharpens personalization. The router decides which lane — so reps never have to.

Tier
Outcome
◇ Routing core20 / 20 active
Router
GR · core

Every signal, indexed

20 showing
Proof of work

Operators shipping this engine, in production.

◇ Operator says
They understood the GCC buying motion better than vendors who've been here for decades. The MENA build paid for itself in one quarter.
Head of Digital · Jashanmal
FAQ

Common questions about gtm automation & ai.

Clay is our default for the enrichment layer, but we can build on n8n, Make, or custom code where it fits better.

Let's build

Ship gtm automation & ai as infrastructure.

A 30-minute audit. We map your current motion, name what's leaking, and show you what shipping looks like.

Or send us a message →