Sales & Marketing Automation

Workflows that think. Agents that work.

Most automation breaks the moment a variable changes. We build AI agents that research, decide, retry, and recover on their own.

Standard automation breaks when a variable changes.

A bounced email crashes the workflow. A missing field stops the sequence. An API timeout kills the chain. These are the daily realities of rigid automation tools that nobody talks about on their marketing pages.

Our agents adapt. When an email bounces, the agent tries an alternative lookup. When data is missing, it researches externally. When something fails, it retries with different logic or escalates to a human. The stack: n8n for orchestration, Claude and GPT for reasoning, Clay for enrichment.

Agents We Build

01

Lead Research Agent

Pulls prospect data from 50+ sources, verifies contact info, maps org charts, and enriches your CRM before a human touches the record.

02

Outreach Personalization Agent

Reads LinkedIn profiles, recent company news, and tech stack details to write messages that reference real context. No templates, no filler.

03

CRM Hygiene Agent

Runs in the background to deduplicate contacts, normalize job titles, verify emails, and flag stale deals. Your CRM stays clean without manual effort.

04

Meeting Intelligence Agent

Transcribes sales calls, extracts action items, identifies buying signals, updates deal stages, and creates follow-up tasks after every conversation.

Standard Automation vs. Ziel Lab Agents

AspectStandard AutomationZiel Lab Agents
LogicLinear if/then triggersMulti-path reasoning with fallbacks
Data HandlingPassive data transferActive research and enrichment
OutreachGeneric templates at scaleCustom messages per prospect
ReliabilityBreaks on edge casesSelf-healing error recovery
ScalabilityManual maintenance at volumeScales linearly with load

How We Build It

01

Audit

We map your existing processes, identify bottlenecks, and document every manual step that should be automated.

02

Build

We engineer n8n workflows with AI reasoning layers (Claude, GPT-4o) that handle branching logic and error recovery.

03

Deploy

Self-hosted on your infrastructure for GDPR compliance. Monitored, documented, and iterated on with real data.

Ready to deploy agents that actually work?

You've outgrown spreadsheets and half-configured CRMs. Let's build something that actually works while you sleep.