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
SECTIONS-CHECK-1784028453343
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.
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.
Four phases. One operator on point.
- 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.
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.
All tables, enrichments, and workflows documented.
Every automation, its trigger, and its owner.
Versioned prompts with eval results.
Error rates, costs, and throughput per workflow.
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.
Every signal, indexed
20 showingOperators shipping this engine, in production.
“They understood the GCC buying motion better than vendors who've been here for decades. The MENA build paid for itself in one quarter.”
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.
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 →