MCP connectors purpose-built for architecture, engineering & construction. Your teams query structured and unstructured data in natural language — no migration, no new tools, no friction.
Get started How it worksYour firms holds terabytes of structured specs and unstructured documents. Finding the right answer when you need it is the real bottleneck.
Parametric data buried in Revit, Rhino, or AutoCAD files — inaccessible to LLMs without a bridge.
Thousands of pages of specifications, RFIs, submittals, and change orders scattered across folders and email threads.
IoT streams, drone surveys, inspection reports — structured and unstructured, never in one place.
Custom MCP connectors and data pipelines that turn your existing data into queryable knowledge for any AI assistant.
Connect BIM databases, SQL servers, project management APIs, and ERP systems. Query with natural language.
Ingest PDFs, emails, markdown, drawings, and scanned documents. Chunked, indexed, and ready for semantic search.
Deploy Model Context Protocol servers that any AI agent (Claude, Cursor, custom) can discover and use in real time.
From data source to natural-language answer in three steps.
We integrate with your existing databases, file shares, BIM platforms, and document management systems.
We deploy MCP servers — one per data source or a unified gateway — hosted on your infrastructure.
Your team asks questions in Slack, a chat UI, or via their AI coding assistant. Answers come back instantly, grounded in your real data.
We work with AEC firms to design, deploy, and maintain MCP connectors tailored to your data landscape.
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