AI Automation Case Studies — Real Systems, Real Numbers

A mid-market reverse logistics-tech company · Reverse logistics

An MCP server and AI agents that 50+ people now run their day on

A reverse logistics operation had inventory work trapped in people's heads and browser tabs. We gave their AI a safe, governed way into the systems that run the floor.

Internal users on it daily: 50+
MCP server, tiered and audited: 1
Built on their stack, owned by them: Python · GCP

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Cotton Holdings · Multi-brand services

Nine brands, one automation layer, 18 hours a week handed back

A multi-brand operator was re-keying the same data across nine properties and hand-building finance reports. Fourteen internal apps and a Salesforce integration layer took the manual work off the table.

Website conversion lift: +45%
Analyst capacity recovered: 18 hrs/wk
On one Salesforce ↔ web layer: 9 brands

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Bank of America · Financial services

Making a bank's trade data trustworthy enough to act on

As a contract application architect, I validated a large-scale data migration and built the tooling that gave trading operations a clearer, faster view of the numbers they run on.

Trade-data visibility for ops: +30%
New-developer ramp time: Months → weeks
Cross-functional teams aligned: 5+ pods

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AI automation case studies — real systems, real numbers.

An MCP server and AI agents that 50+ people now run their day on

Nine brands, one automation layer, 18 hours a week handed back

Making a bank's trade data trustworthy enough to act on

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