Automate Subcontractor Progress and Payment Tracking

General contractors commonly rely on project management platforms like Procore or Autodesk Build for overall project oversight. While these tools excel at structured project data, their subcontractor billing modules often lack the ability to interpret unstructured information. Project managers must manually extract details from incoming PDF payment applications, comparing them against schedules of values, daily logs, and site progress photos. This manual reconciliation process is a significant bottleneck.

Consider the daily reality for a project manager overseeing multiple projects and subcontractors. They might receive dozens of payment applications weekly, each requiring manual validation. This involves flipping through PDF attachments, manually entering line items into QuickBooks or an internal Excel-based pricing engine, and cross-referencing progress descriptions against daily reports. This labor-intensive workflow for each application, often taking 15-30 minutes per submittal, diverts experienced project managers from critical on-site management. The sheer volume creates a scaling bottleneck, similar to how manual takeoffs bottleneck estimators handling 30+ projects per week. Errors from manual data entry can lead to overpayment, payment for uncompleted scope, or disputes with subcontractors.

Off-the-shelf document parsing tools are inadequate for construction payment applications. They are designed for simple key-value extraction like "Invoice Number" or "Total Amount." These tools fail when confronted with the nuanced, narrative-driven descriptions of progress found in a Schedule of Values or payment application, where phrases like "rough-in 75% complete" require contextual understanding to link to specific payment line items. They cannot identify if a payment application accurately reflects actual site progress or if a 'typical floor' label has been correctly applied, a common error that can lead to significant discrepancies.

The core problem is the divide between unstructured project evidence—such as PDF payment applications, email communications, and photographic site progress—and the structured data demands of your accounting (QuickBooks) and project management (Procore) systems. This gap is currently bridged by expensive, time-consuming human effort, creating a workflow that is slow, error-prone, and unsustainable for growing operations.

Syntora's approach begins with a detailed discovery phase to map your current subcontractor payment workflow. We would review a representative sample of your payment applications, schedules of values, change orders, and any internal reconciliation sheets. During this phase, Syntora audits your existing software environment, including platforms like Procore, Autodesk Build, QuickBooks, or any custom Excel pricing engines, to understand their data structures, integration points, and API capabilities. This process defines the precise data points that need to be extracted, validated, and routed to your systems.

The technical solution Syntora would engineer centers on a Python service, designed for event-driven processing. This service would typically run on a cloud platform like AWS Lambda or within Google Cloud, triggering when a payment application arrives in a designated inbox or file drop. The system would use advanced language models, such as the Claude API, to read, interpret, and contextualize the documents. Claude's large context window is particularly valuable for understanding entire Schedule of Values documents, accurately parsing narrative progress descriptions and linking them to specific line items. Extracted data, including detailed progress percentages and corresponding amounts for each work item, would be stored and validated in a flexible database like Supabase. This architecture would be built to handle the high variability of subcontractor document formats without requiring rigid templates.

The delivered system would include a secure, custom interface for your team to review and approve extracted payment application data before it is committed to your accounting system. Once approved, the system would automatically create a draft bill in QuickBooks and update the corresponding budget or progress status in your project management software. Syntora delivers the full source code for the custom system, comprehensive documentation, and a maintenance runbook, ensuring your team has ownership and operational clarity.