Client Results

Real Automation. Real Outcomes.

Every engagement starts with a specific pain point. These are the stories of what happened when we fixed them — told honestly, with real numbers.

Results-based pricing — we only win when you win20+ years of deployed production codeROI in weeks, not years
AI Architecture & LLMs
Closed-Loop
Hallucination-free RAG architecture for SMBs

How to Stop AI Chatbot Hallucinations: Rebuilding Computron as a Closed-Loop RAG Interrogation Agent

Generic AI chatbots hallucinate — they invent policies, fabricate steps, and produce confident wrong answers. See how we replaced a hallucination-prone wizard with a closed-loop RAG interrogation agent that retrieves verified facts, evaluates sufficiency, and ships grounded plans SMBs can actually trust.

Closed-Loop RAGAgentic RAGLangGraphTavily APIPython
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Retail & Supply Chain
$25M
Annual profit from automated vendor programs

From Manual Vendor Billing to a $25M Automated Profit Engine

A retail hard surface flooring client was losing millions in uncaptured vendor subsidies — not because the programs didn't exist, but because managing them manually was impossible at scale. We replaced a full-time position with a Python automation platform that now generates $25M annually.

Python AutomationVendor BillingSharePoint IntegrationAP Workflow
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Non-Profit & Education
1 Month
Saved per grant cycle after full-platform transformation

Five Years, One Mission: From Excel Mail Merge to a Real-Time Grant Platform

The Center for Educational Reform's Yass Prize program managed hundreds of grant applications through Word documents and manual data exports — a process that consumed an extra month every grant cycle. Over 5 years, we evolved the platform from Excel automation to a full React web application with GoodGrants, Salesforce, Bill.com, and Slack integrations.

React Web AppSalesforceGoodGrants APIBill.comSlack Automation
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Supply Chain & Logistics
Week → 2 Days
Physical inventory cycle across 1M+ sq ft warehouses

Real-Time Warehouse Intelligence: Week-Long Shutdowns Become 2-Day Operations

A retail distribution client with million-square-foot warehouses was taking nearly a full week per facility for physical inventory — warehouse completely offline, hundreds of printed count sheets, overnight reconciliation hunts. We built a real-time reconciliation system that changed everything.

Real-Time ReconciliationManhattan WMSSQL ServerSupply Chain
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Your Operations Could Be the Next Case Study

Start with a free, AI-generated Automation Roadmap. Upload your data or describe your situation — Computron analyzes it and delivers a custom PDF with Low, Mid, and High automation paths in minutes.

No credit card. No sales pitch. A technical blueprint based on 20+ years of deployed production code.

Ready to Replace the Spreadsheet Chaos?

Tell us what's slowing you down. We'll show you how to automate it - no big-box contracts, no six-figure price tags.