Reinforcing AEC with AI

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 works

The data gap in AEC

Your firm holds terabytes of structured specs and unstructured documents. Finding the right answer when you need it is the real bottleneck.

📐

BIM & CAD models

Parametric data buried in Revit, Rhino, or AutoCAD files — inaccessible to LLMs without a bridge.

📄

Specs & RFIs

Thousands of pages of specifications, RFIs, submittals, and change orders scattered across folders and email threads.

🏗️

Site & sensor data

IoT streams, drone surveys, inspection reports — structured and unstructured, never in one place.

What we build

Custom MCP connectors and data pipelines that turn your existing data into queryable knowledge for any AI assistant.

🔌

Structured data connectors

Connect BIM databases, SQL servers, project management APIs, and ERP systems. Query with natural language.

📂

Unstructured data pipelines

Ingest PDFs, emails, markdown, drawings, and scanned documents. Chunked, indexed, and ready for semantic search.

🧠

MCP servers

Deploy Model Context Protocol servers that any AI agent (Claude, Cursor, custom) can discover and use in real time.

How it works

From data source to natural-language answer in three steps.

Connect sources

We integrate with your existing databases, file shares, BIM platforms, and document management systems.

Deploy connectors

We deploy MCP servers — one per data source or a unified gateway — hosted on your infrastructure.

Ask in plain language

Your team asks questions in Slack, a chat UI, or via their AI coding assistant. Answers come back instantly, grounded in your real data.

Real questions, real data

What fire-rated assemblies are specified in Building 7's curtain wall?

Specs

List all RFIs from Q3 that are still open and assigned to MEP.

Project data

Show me the clash detection report for the east stair core, Level 4.

BIM

Summarize the geotechnical findings from the Phase 2 soil reports.

Documents

Find all submittals where the reviewed shop drawing differs from the spec.

Cross-reference

Let's build your data bridge

We work with AEC firms to design, deploy, and maintain MCP connectors tailored to your data landscape.

[email protected]