December 2025

Where AI Belongs in a Business Workflow, and Where Deterministic Logic Must Stay

Intelligent Systems

A language model is a capable reader and an unreliable accountant. Any step that must produce the same output for the same input every time, and be explainable afterward, belongs in deterministic code. Any step that turns messy human input into structure is a reasonable job for a model, provided a deterministic check runs after […]

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Custom Software vs Workflow Automation: Which Does Your Business Actually Need?

Build or Buy

Workflow automation moves work and data between systems that already exist. Custom software creates a place where work happens that has no home today. The deciding question is not which approach is better, it is whether the thing you need already exists in your stack and is simply not connected. If every field you need

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