Automate Subcontractor Coordination with Custom AI

General contractors rely on platforms like Procore or Autodesk Construction Cloud as the single source of truth. The problem is that many subcontractors, particularly smaller outfits, do not operate within these systems. Their project updates arrive as fragmented emails, text messages, and phone calls. This forces a project manager to become a human API, manually translating a subcontractor's text into a formal RFI or schedule update in Procore.

Consider this common scenario: A plumbing sub texts the PM a photo of an unexpected site condition, asking for direction. The PM must save the photo, log into Procore, create a new RFI, manually type the plumber's question, attach the image, and route it to the architect. This manual process takes 5-10 minutes for a single RFI and introduces a critical delay. While the PM is processing, the plumbing crew is on standby, creating a bottleneck that can impact the entire project timeline.

The architectural limitation of tools like Procore is that they are structured databases, not intelligent ingestion engines. You can forward an email to a project's log, but it just sits there as a file. The system cannot read the email's content, understand the sender's intent, extract key details, and draft the appropriate action item. This structural gap ensures that the highest-paid person on the project, the PM, spends hours each day on low-value data transcription instead of proactive problem-solving.

The first step is a discovery workshop to map your communication flows. Syntora would audit how your team currently receives and processes information from your top 10-15 subcontractors. We identify the primary channels (email, SMS) and the primary actions (RFIs, change orders, schedule updates). This audit produces a clear data-flow diagram and a fixed-scope proposal for the build.

The technical approach involves building an intelligent gateway that sits between your subcontractors and your project management system. We would configure a dedicated email address and phone number for each project. An AWS Lambda function triggers on every new message. The Claude API then reads the message content to classify its intent and extract entities like dates, material names, and questions. This structured data is then used to make a secure API call to Procore or Autodesk Build, creating a perfectly formatted draft RFI or log entry. The system uses FastAPI to expose a simple status dashboard and Supabase to log every transaction for auditability.

The delivered system requires no new software for your team or your subcontractors. They continue communicating as they always have. Your project managers, however, stop chasing information and start their day with a queue of AI-drafted updates waiting for a 30-second approval in Procore. You receive the full source code, a runbook for maintenance, and complete control over the system running in your own AWS account.