Insights

Practical notes on putting AI to work

What we've learned connecting AI to ERPs, document systems and compliance workflows. Written for the people who run operations, not for AI enthusiasts.

Latest articles

Practical notes from our work across industries and services.

What It Takes to Connect AI to Your Construction ERP

A plain walkthrough of connecting Claude to Trimble Viewpoint Vista through an MCP server: access scoping, what to connect first, and what to leave alone.

One Field Capture, Two Records: Linking Compliance and Billing

How erosion-control and site contractors can turn a single inspection into both a compliance record and an invoice line, with the GC's signature attached.

Finding Work Before the ITB: Using Permit Data for Business Development

How monitoring land disturbance permits and approved projects can build a contractor's call list before projects reach the bid boards.

Automating EU Declarations of Conformity From Your PIM

What manufacturers need in place, from product data and serial lookup to translation and an audit trail, before generating DoCs automatically.

Hosted or Self-Hosted? Choosing a Model When Your Data Is Sensitive

The trade-offs between enterprise AI plans and open-weight models on your own infrastructure, for regulated, government and confidential work.

Why Our Discovery Ends With a Dollar Ranking

How we rank AI use cases by dollar impact, and why the most impressive demo is rarely the right first project.

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