News & insights
AI software development news and insights
Field notes on AI engineering, revenue systems, automation and search visibility, written by the team doing the builds.
Inventory and Order Systems with AI Forecasting for Wholesale and Distribution
Why purpose-built inventory and order platforms with AI forecasting beat spreadsheets and legacy ERP bolt-ons for wholesale distributors.
AI in Regulated Industries: Approval Gates, Audit Trails and Confidence Thresholds
Deploying AI in regulated environments requires more than a good model. Here is how to build in the controls regulators expect.
Client Portals That Reduce Support Load Instead of Adding to It
A badly designed client portal creates more tickets than it prevents. Here is how to build one that actually cuts support volume.
Building a VMS for Staffing Agencies: What Actually Moves Margin
Most vendor management systems focus on compliance. Here is what actually drives margin in a staffing or recruitment VMS.
Data Platforms First: Why AI Projects Fail Without a Clean Data Layer
Most failed AI initiatives are data problems in disguise. Here is why a proper data platform has to come before the AI layer.
AI Agent or Automation? A Practical Decision Framework
Not every workflow needs an AI agent. Here is a clear framework for choosing between deterministic automation and agentic AI.
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