Engineering posts, points of view, and field notes from the team building Aquifer. No thought-leadership filler.
We added MCP and ChatGPT Actions to Aquifer because customers asked. Here is the customer story that triggered it, the architecture that made it work, and why we think AI enablement matters more than AI features.
AI made writing integration code easier. It did not change the 90% of integration work that is not code — discovery, stakeholder alignment, undocumented business rules, and ongoing ownership. Here is what we are seeing in the field.
An honest, technical look at how mid-market GCs are connecting Procore to Sage 300 CRE in 2026 — CSV exports, custom code, Procore's ERP Connector, and generic iPaaS — and where each one breaks at scale.
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