Case Studies

Case Studies: Real AI Deployments in Manufacturing

These are real deployments inside engineer-to-order manufacturers, led by an advisor who has run AI inside manufacturing operations for 20 years. Each case study shows the process before the deployment, what was deployed, and what changed as a result. No hype, just what happened.

AP Automation

From Paper Chase to Digital Record

An ETO manufacturer that builds equipment for industrial kitchens moved paper invoices and packing slips into a single digital record. An agent handles three-way matching and OCR, recovering 25 hours per week for the team.

Engineer-to-order manufacturing
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Specification Review

Catching Every Requirement in the Proposal

An electrical control panel manufacturer deployed an agent that checks new project specifications against the company's own historical proposals and prior work, as the number of newly specified components grows. It saves 2 to 3 hours per review and reduces the risk of a missed requirement.

Engineer-to-order manufacturing
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Supplier Terms Review

The Same Standard Applied to Every Supplier Agreement

An ETO manufacturer deployed an agent that validates what a supplier is offering against the company's own standard terms, covering payment terms, delivery terms, and responsibilities.

Engineer-to-order manufacturing
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