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Automatite by GTM S t a c k
SaaS · 300 employees

How Metric Labs ships workflows 10x faster with Automatite

Metric Labs replaced multiple automation tools with Automatite, cutting workflow build time and reducing operational toil.

127+
Workflows running in production
85
Hours saved per week
37 min
Time to ship a new workflow
99.92%
Workflow run reliability

"Automatite gave us the speed of no-code with the rigor of code. Our ops team ships workflows the same week we identify the need."

— Operations Lead , Operations, Metric Labs

The challenge

Metric Labs is a 300 employees saas company that had outgrown its existing automation stack. Workflows were spread across three different tools, version control was nonexistent, and AI steps required manual HTTP plumbing.

The breaking point was a customer-facing incident traced to a workflow that quietly stopped firing two weeks earlier — with no alert and no audit trail. The team needed a single platform with real observability and version control.

The solution

Metric Labs migrated to Automatite over six weeks. Their first new workflows used AI steps for lead scoring and ticket triage — both projects that were on the backlog for months because the previous tool could not support them cleanly.

The platform’s branching and versioning let the ops team test changes in staging before promoting to production, and the run history view eliminated the “what happened?” debugging sessions that used to consume entire afternoons.

The results

Within a quarter, Metric Labs had migrated all critical workflows and built dozens of new ones that were impossible on the previous stack. Workflow reliability climbed to 99.92%, and the team reduced toil by 85 hours per week.

The most-quoted internal change was cultural: workflows became something the ops team could ship in an afternoon rather than a multi-week project. That changed which problems they were willing to tackle.

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