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Manufacturing Case Study

Duskwood Industries

An AI usage policy that gave legal and engineering teams a shared framework.

-45%Downtime
Duskwood Industries digitallyscaled
ClientDuskwood Industries
IndustryManufacturing
Timeline9 weeks
ServicesAI Governance & Ethics Advisory
The Challenge

Where things stood before

Duskwood Industries came to us with a problem that had been building for a while: limited visibility into production issues until they'd already become expensive.

It was the kind of issue that showed up in day-to-day frustration long before it showed up in a report.

The Solution

What we built

Our approach focused on the root cause rather than the most visible symptom.

What we ultimately delivered was an AI usage policy that gave legal and engineering teams a shared framework, built specifically around what Duskwood Industries needed.

  • Designed around Duskwood Industries's actual data and workflow, not a generic template
  • Built using Notion and Confluence for a stable, maintainable foundation
  • Delivered within a 9-week timeline without cutting scope
  • Structured so Duskwood Industries's own team could monitor and maintain it going forward
Results

The impact, by the numbers

-45%
Downtime
+60%
Defect Detection Rate
-40%
Inspection Time
+23%
Throughput
Tech Stack

Built with

NotionConfluencePythonSQL

“We'd talked about doing something with AI for a long time without knowing where to start. Having it scoped properly made all the difference — -45% downtime within a few months.”

JB
Jovana Blackstone

CTO, Duskwood Industries

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