eazyware
FinTech · 2025

An AI copilot that cut reconciliation time by 74%

AI IntegrationData Intelligence
74%
time saved
analyst throughput
$2.1M
annual savings
Overview

We embedded a multi-model copilot into Ledgerly's reconciliation dashboard. Natural language queries, automated exception handling, one-click audit trails.

The challenge

Ledgerly came to us with a clear problem: the existing system was slow, manual, and not scaling with growth.

Our approach

Two-week discovery sprint, four-week build with weekly production deploys, followed by four weeks of tuning and observability work.

The outcome

74% reduction in reconciliation time, 3× analyst throughput. The system now runs with minimal oversight and has headroom for 3× current load.

/ Next step

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Q2 '26
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