AI-Powered Lease Processing and Commission Invoice Automation

CUSTOMER

A commercial real estate brokerage firm managing lease transactions, broker commissions, Broker Opinions of Value (BOVs), and consulting engagements across multiple brokers.

The firm had an established invoicing process, but lease-based commission billing required significant manual work. Brokers and the office manager relied on lease documents, Excel templates, PDF invoices, email communication, and OneDrive folders. QuickBooks was available but was not yet being used for digital invoice delivery and payment follow-up.

The firm wanted to modernize the process while keeping a human review step before invoices were issued.

CHALLENGE

The existing lease-to-invoice process involved several disconnected steps. A typical transaction followed a path of manual reviews, data entry in Excel, conversion to PDF, emailing, and manual folder archiving.

The process became more complex because lease documents were not standardized. The brokerage handled modified gross leases, triple net leases, full service gross leases, rent schedules presented in tables or narratives, annual rent escalations, partial lease years, building-specific expense adjustments, and negotiated deal-specific commission rates.

Gross lease situations also required manual judgment because the commission basis sometimes excluded operating expenses or utility costs. The firm also created BOV and consulting invoices using a flat fee, which did not require lease document analysis.

COGNIC’S SOLUTION

An AI-powered lease processing and commission invoicing platform was designed to automate the process from lease intake through payment tracking.

The system does not remove human review. Instead, AI prepares the information and the broker or office manager verifies the extracted data before invoice creation.

1. Lease Upload

A broker or office manager uploads a completed lease into the platform. The system identifies the assigned broker and starts document processing. Handwritten lease notes are outside the processing scope.

2. AI Lease Analysis

The AI reviews the lease and identifies tenant, landlord, property address, lease term, dates, lease type, monthly/annual rent, rent escalations, additional rent references, operating expense provisions, and percentage shares. The system supports both structured rent tables and narrative rent descriptions (e.g. interpreting an escalation as 102% of the prior year’s rent).

3. Lease Type Detection

The system automatically identifies the lease structure (Modified Gross, Triple Net, Full Service Gross) to determine which commission calculation logic applies.

4. Rent Schedule Generation

The extracted information is converted into a structured rent schedule showing lease year, monthly/annual rent, commission rate, and calculated commission fee year-by-year.

5. Manual Review

AI-generated information is presented in a review interface. The broker or office manager reviews and edits information (tenant, landlord, dates, rent schedules, escalations, commission rate, gross lease expense deductions) before approval, providing a controlled review point.

6. Commission Calculation

After approval, the system calculates the commission, supporting deal-specific commission rates, lease-year calculations, rent escalations, partial-year proration, manual gross lease expense deductions, and flat-fee billing.

7. Invoice Generation

The platform generates a PDF invoice using the brokerage’s existing structure, including client information, lease details, commission schedules, total commission fee, broker signature, and remittance instructions.

8. QuickBooks Integration

The approved invoice is transferred to QuickBooks as a draft. The accounting team retains control over final review and sending. The planned workflow supports draft invoice creation, ACH and card payment options, payment status synchronization (paid, unpaid, overdue), and automated reminders at 14 and 30 days.

9. OneDrive Storage

After invoice generation, the system saves the invoice to the broker’s existing OneDrive invoice folder. The system does not create new folders; access is managed based on configured permissions.

10. BOV and Consulting Invoices

A separate flat-fee workflow handles BOV and consulting invoices. The broker enters details manually, and the platform generates the invoice and triggers the same QuickBooks and OneDrive workflow.

USER ROLES

• Brokers: Can upload leases, review extracted information, correct information, approve invoices, create BOV invoices, and view payment status for their own deals.
• Office Manager: Has firm-wide access to upload, review, correct, approve invoices, track payments, and manage deals.
• Marketing Director: Receives firm-wide access based on the agreed permission model.

BUSINESS IMPACT

Before Automation: Lease → Email → Manual Review → Excel → Manual Calculation → PDF → Email → OneDrive → Manual Follow-up

After Automation: Lease Upload → AI Extraction → Review → Approval → Invoice → QuickBooks → OneDrive → Payment Tracking

The primary operational improvements are:

• Less manual data entry and faster invoice preparation.
• Consistent commission calculations and better handling of different lease formats.
• Fewer spreadsheet-dependent steps and faster movement toward digital billing.
• Centralized invoice status visibility, consistent document storage, and clear accountability through audit logs.

RESULT

The project establishes a standardized lease-to-cash workflow for a commercial real estate brokerage environment. AI handles document reading and structured data preparation. Brokers and office staff retain control over review and approval. QuickBooks & payments handle digital invoicing and payment collection, while OneDrive serves as the firm’s invoice storage location.