A practical automation lifecycle.
Every system we build, regardless of which service it sits under, runs through the same six stages — capture, normalize, decide, act, verify, report.
Capture
Forms, webhooks, email, schedules and inbound messages.
Normalize
Validate, clean, map, deduplicate and structure data.
Decide
Rules, AI classification, priority and routing.
Act
CRM write, email, notification, API action, update.
Verify
Fallbacks, retries, status checks and human escalation.
Report
Logs, summaries, hand-offs, KPI-ready records.
What powers each stage
n8n Triggers
Nodes, branching, expressions, data mapping, scheduled workflows, reusable subflows.
AI Agents
Prompt design, structured outputs, classification, summarization, tool use, escalation.
Integration
REST / HTTP, webhooks, JSON payloads, authentication patterns, third-party SaaS.
CRM / Intake
Lead capture, customer intake, qualification, CRM updates, follow-up, alerts.
Reliability
Validation, retries, failure routes, manual-review gates, status logging, handover.
Business Ops
Gmail, Google Sheets, Telegram, forms, notifications, support workflows.
How a project runs
Project Scope
Requirement analysis, scope definition and planning.
Automation Build
Workflow design, n8n automation, integrations and testing.
Quality Assurance
Testing, validation, optimization and bug fixing.
Communication
Updates, reports, feedback loops and client alignment.
Handover & Training
Documentation, walk-through and a smooth handover.
Support & Scaling
Ongoing support, scalability and continuous improvements.
Ready to put this pipeline to work?
Tell us what you're trying to automate and we'll map it onto these six stages.