AI Document Intelligence for AEC Project Delivery
A 200-employee architecture and engineering firm running 30+ concurrent projects was losing thousands of hours annually to manual document handling. Project managers spent 15+ hours per week searching for specs, cross-referencing RFIs, and tracking submittals across disconnected systems. We deployed an AI document intelligence platform that transformed how the firm finds, processes, and acts on project information.
Faster Retrieval
Annual Time Savings
Extraction Accuracy
Saved per PM
The Challenge
AEC firms generate enormous document volumes — every project produces hundreds of drawings, specifications, RFIs, submittals, change orders, and meeting minutes. This firm stored documents across Procore, SharePoint, email, and local drives with no unified search or cross-referencing. Finding the right revision of a specification could take 45 minutes. Missed RFI responses were causing rework that cost the firm an estimated $600K annually in unbilled hours and change orders.
The Solution
We built an AI-powered document intelligence system that ingests documents from all sources, automatically classifies them by type and project phase, extracts key data points (dates, spec sections, responsible parties, deadlines), and creates a searchable knowledge graph across the entire project portfolio. Project managers now find any document in seconds, get automatic alerts for expiring deadlines, and can trace the full history of any design decision across RFIs, submittals, and change orders.
How We Did It
Document Landscape Audit
Mapped the firm's full document ecosystem — Procore, SharePoint, email, local drives — and cataloged 200K+ existing documents across 30 active projects to understand formats, naming conventions, and retrieval patterns.
AI Classification & Extraction
Trained document intelligence models on the firm's actual documents — specs, RFIs, submittals, change orders, meeting minutes — to automatically classify, tag, and extract key fields like deadlines, responsible parties, and spec references.
Knowledge Graph & Search
Built a cross-project knowledge graph that links related documents together — connecting an RFI to the spec section it references, the submittal it triggered, and the change order that resulted. Unified search returns results in under 2 seconds.
Workflow Integration
Integrated with Procore and Outlook so the system fits into existing workflows. Automatic deadline alerts, weekly project document summaries, and an RFI response tracker that flags items approaching their due date.
What We Learned
AEC Documents Are Uniquely Messy
Scanned markups, hand-annotated drawings, email chains buried in forwards — AEC documents don't look like clean corporate paperwork. Training on real project documents instead of templates was essential for accuracy.
Search Changes Behavior
Once project managers could find anything in seconds, they started proactively checking precedents before making decisions. Document intelligence didn't just save time — it improved decision quality across the firm.
Built With
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