LevelbrookLabs
An engineering experiment

Telecom Bill Payment Automation

Managing and paying hundreds of monthly carrier invoices is a tedious, error-prone process. This experiment explores a system to automate payments while intelligently flagging anomalies for human review.

Human-in-the-Loop Validation

Pure automation is brittle. A robust system needs a "human-in-the-loop" for edge cases. This demo flags bills for manual review based on a confidence threshold, determined here by a simple heuristic: current_amount > last_month_amount * 1.15.

This prevents over-billing errors and provides oversight without requiring manual checks on every single invoice. The operator can quickly approve the flagged payment or escalate for investigation, striking a balance between efficiency and control.