AI MANUFACTURING GUIDE
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Workflow Automation Stack Selection (Without Tool Sprawl)

A practical method for picking an automation stack that your team will actually adopt and maintain.

Decision-first Practical No hype
## Start with one workflow loop Most teams fail by buying five tools before validating one repeatable process. Pick one loop first: - Intake -> triage -> assignment - Shift report -> dashboard -> escalation - Lead capture -> qualification -> follow-up --- ## Stack selection criteria ### 1) Integration depth Can the tool connect to your existing systems without brittle hacks? ### 2) Ownership model Who maintains workflows after launch? Clarity here prevents abandonment. ### 3) Error visibility Can non-technical users spot and recover from failures quickly? ### 4) Pricing at scale Evaluate cost at your 6-12 month volume, not only starter tiers. ### 5) Training overhead Adoption speed matters more than feature count. --- ## Rollout pattern that works - Week 1: baseline process and owner - Week 2: simple automation with clear rollback - Week 3: metric review and exception handling - Week 4: controlled expansion --- ## Best next step Use comparison pages to pick your first stack by execution risk. - [Automate Production Reporting](/products/automate-production-reporting/) - [Shift Handover System](/products/shift-handover-system/) - [Downtime Tracking](/products/downtime-tracking/)