AI Cost Code Reconciliation Agent

Automating Cost Code Reconciliation with AI
Cross-System Code Validation and Normalization
The agent maintains governed crosswalks between your ERP and project management systems, automatically normalizing cost codes across different tier depths and delimiter schemes while flagging mismatches before they break job cost integration.
Intelligent 3-Way Match and Pay-App Reconciliation
AI-powered matching validates invoices against POs and receipts, reconciles subcontractor pay applications to commitments and change orders, and routes exceptions with clear resolution paths—eliminating manual line pairing and tolerance checking.
Automated Retainage and Lien Waiver Management
The system tracks retainage at header and line levels, generates state-specific lien waiver forms from pay-app values, and enforces compliance gates that block payment until conditional waivers are collected and unconditional waivers are obtained post-payment.
How Cassidy automates AP invoice and pay-app processing using AI
Step 1: Ingest invoices and pay applications
The Workflow triggers when vendor invoices or subcontractor pay applications (AIA G702/G703) arrive via email, portal upload, or AP inbox. Cassidy extracts line-level detail including job, cost code, cost type, quantities, and amounts.
Step 2: Validate and normalize cost codes
Cassidy cross-references each line against your ERP master data and cost code crosswalks stored in the Knowledge Base. The agent normalizes codes across systems (handling 2-tier vs 3-tier structures, delimiter differences, and sub job/extra mappings) and flags any codes that exist in one system but not the other.
Step 3: Execute 3-way match and pay-app reconciliation
For PO-backed invoices, Cassidy performs 3-way match against purchase orders and receipts, checking price and quantity tolerances. For subcontractor pay apps, the agent validates SOV lines against commitments and approved change orders, verifying % complete, stored materials, and prior-to-date balances.
Step 4: Check compliance and generate lien waivers
Cassidy verifies vendor compliance status—insurance certificates, W-9s, and contract documentation—then auto-generates the appropriate state-specific lien waiver forms (conditional or unconditional, partial or final) based on payment stage and pay-app values.
Step 5: Route for approval and post to ERP
Matched and validated items route through role-based approval workflows with dollar thresholds. Once approved, Cassidy creates AP vouchers in your ERP with accurate job cost coding, retainage postings, and links to source documents—maintaining a complete audit trail for every transaction.
Implement it inside your company
- Hands-on onboarding and support
- Self-paced training for your team
- Dedicated implementation experts
- Ongoing use case discovery
- ROI tracking & analytics dashboards
- Proven playbooks to get started fast


