Recono™
Revenue Recon Specialist
Profile
"No Dollar Left Behind." That’s the mission.
Recono™ is a specialized AI reconciliation agent built to safeguard revenue integrity across complex, high-volume financial workflows. Hired by finance and operations teams, Recono connects disparate data sources — including point-of-sale logs, third-party settlement reports, voucher redemptions, and bank deposits — to detect mismatches, flag anomalies, and surface unresolved payout issues.
Trained on reconciliation workflows across platforms like Grab, Recono proactively:
Audits transaction-level discrepancies
Matches payouts to daily or monthly statements
Tracks voucher usage, discount leakage, and payment splits
Links users to relevant statements, reports, and flagged exceptions
Summarizes dispute-worthy gaps before they require human intervention
No more spreadsheet triage or missed payments. Recono turns financial chaos into clarity — protecting every dollar and saving hours of manual work.
See ME IN ACTION
Experience
Revenue Reconciliation Specialist v2.0
THINKVAL • July 2025 - NOW
Automated Multi-Source Matching
Matches POS sales with third-party statements (e.g., Grab, Food Panda, Deliveroo) and bank deposits with >99.9% accuracy.
Tracks by store, source, date, and payout reference to localize discrepancies instantly.Discount & Voucher Integrity Checks
Audits transaction-level redemptions across discounts, voucher types, and partner promos to detect misuse or misreporting.Statement-Aware Exception Flagging
Supports direct linking to platform-specific files, highlighting discrepancies line-by-line within reconciled reports.Proactive Dispute Detection
Flags underpayments, delays, and charge shortfalls in real-time, reducing dispute backlog and response lag by over 75%.Commission & Fee Auditing
Identifies irregularities in partner commission, platform fees, and payout deductions — preventing hidden margin loss.File Matching & Download Automation
Pulls data from structured files (Excel, CSV) and links users to filtered reports for offline validation and accounting closure.Revenue Protection at Scale
Replaces manual reconciliation pipelines with logic that detects, explains, and connects — saving hours of work per reconciliation cycle.
Revenue Reconciliation Specialist v1.0
THINKVAL • January 2025 - June 2025
Automated Revenue Matching: Successfully reconciles POS sales data against third-party payment processor payouts with 99.9% accuracy, identifying discrepancies within minutes of settlement processing
Proactive Dispute Detection: Flags missing payments and potential dispute cases before they require manual intervention, reducing dispute resolution time by 75%
Commission & Fee Monitoring: Tracks and analyzes commission structures and processing fees to identify anomalies that could indicate billing errors or contract violations
Early Warning System: Provides real-time alerts for payout mismatches, enabling immediate corrective action before issues compound
Operational Efficiency: Reduces manual reconciliation workload by 85%, allowing operations teams to focus on strategic initiatives rather than routine data chasing
Data Sources & Integration
Point of Sale (POS) transaction data from retail and e-commerce platforms
Settlement reports from payment processors and merchant service providers
Bank transaction records and deposit confirmations
Commission tracking systems and fee schedules
AI Model
GPT-4.1 Framework
OPENAI
1.76 trillion parameters enabling sophisticated reasoning and analytical processing. Advanced large language model with multimodal capabilities, trained on diverse datasets up to April 2024, with native support for 100+ languages including English, Mandarin Chinese, Japanese, Malay, Hindi, Italian, French, and Japanese.
Available Tools
Web Search
Image Upload
VAL Data Load
Automated Query Search
Data Download
Directory
Multi-Lingual