Construct.Chat Agents
AI agents on live project data—MCP tools working against Procore in the open.
Built for: Product and engineering teams evaluating agents that must touch live project systems—not demo fixtures.
Key takeaways
- 01Agents earn trust when they operate on live project systems under policy.
- 02MCP is the tool boundary between the model and Procore—not a replacement for access design.
- 03Open demos set the standard; client builds add tenant-specific governance.
- 04Pair with routing and gateway patterns when the API surface is large.
Technical overview
Live systems, not sandboxes
Agents earn trust when they work on live project data—not toy environments. Construct.Chat demonstrates MCP-backed agents talking to Procore so teams can ask questions and take actions against systems they already run.
What you will learn
- How agent UX meets MCP tool calls against Procore
- Why live data changes the delivery and governance bar
- How this pairs with routing and gateway patterns for larger surfaces
Delivery note
We help teams move from demo agents to governed production capability. Start a project brief to define outcomes, tool packs, and access policy.
Imagine what we could build for you
This build is one example of what’s possible. Tell us what you want to achieve, and we’ll design a solution around your people, your systems, and your goals.
Access & governance
Live Procore agents need project-scoped tokens and clear read/write policy before production use.
Full governance posture →Video description
Source listing for the published walkthrough—useful for search and context.
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More like this
Nearby builds by capability and stack—useful context before you scope yours.
- Procore MCP ArchitectureRoute thousands of Procore API operations through MCP without drowning the model.
- Procore + QuickBooks + HubSpotConnect project operations, accounting, and CRM data in Microsoft Fabric for one view of financial performance.
- From manual reports to Microsoft FabricTurn manual monthly construction reporting into a connected pipeline from Procore through Microsoft Fabric to Power BI.
Your idea. Your solution. Let’s build it.
A similar flow, a different application, or something entirely new—we can help take it from the first idea through design, development, and deployment. Start by telling us what you need.