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Blog

Notes on AI automation, CRM integration and API work. Everything here comes out of systems that are actually running, not from a content calendar.

Where Document Workflow Automation Quietly Loses Your Files

Document workflow automation is easy to demo and hard to keep running. Here are the OCR confidence thresholds, idempotency keys, retention rules and approval gates that decide whether it survives a year.

n8n Alternatives, Judged by What Breaks in Production

A build-side comparison of n8n alternatives: Activepieces, Windmill, Temporal, Zapier, Make and Pipedream, with the licence terms, execution limits and failure modes that matter.

What will be covered

  • Zapier to self-hosted n8n: when the migration pays for itself, and what it costs to run
  • CRM migrations that do not lose data, and the fields where migrations quietly lose it
  • Salesforce, HubSpot, GoHighLevel: what each API actually exposes and where it rate limits
  • AI agents in production: guardrails, spend caps, logging, and where a human signs off
  • What an automation project costs, and why most quotes are wrong before the first call