Use Cases

Real problems. Real solutions.

Integration, automation, ERP. Real deliveries from senior engineers — without the agency overhead.

Dynamics 365 F&O SharePoint Power Platform Manufacturing & ERP

Offline Field Data Capture with Dynamics 365 F&O, SharePoint & Power Platform

Field crews couldn't reliably sync data when off-network. We built an offline-first Power Apps canvas app backed by SharePoint, connected to Dynamics 365 F&O via Power Automate flows — eliminating manual re-entry and cutting sync errors to zero.

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CNN / Deep Learning Explainable AI HIPAA-aligned Healthcare & Radiology

AI Medical Imaging Diagnostic Platform with CNN & Explainable AI

An AI medical imaging diagnostic platform for specialists reviewing huge volumes of medical images under time pressure — where subtle pathologies can still be missed after hours of back-to-back reads. We built a HIPAA-aligned cloud platform running convolutional neural networks that detect, classify and localize abnormalities, with Grad-CAM overlays that give clinicians a visual justification for each prediction.

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ASP.NET 10 & Azure React / TypeScript MVR Automation Fleet & Transportation

Fleet Driver Management & Compliance Platform with Real-Time Dispatch Sync

A fleet operator managing hundreds of drivers was tracking credentials in spreadsheets and requesting MVR checks manually — with compliance gaps slipping through. We built a driver management platform on ASP.NET 10 & Azure that automates onboarding, MVR compliance and credential tracking in real time, with bidirectional dispatch sync and a driver self-service portal.

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GPT-4o & Python n8n Orchestration Next.js & Supabase E-Commerce & Retail

AI Data Automation — Vendor Onboarding & Retail Pricing with Hybrid LLM Pipelines

Vendor files arrived in dozens of formats and retail markup decisions were based on gut feeling — both problems too messy for simple scripts and too critical for pure AI. We built hybrid pipelines: an LLM agent that maps inconsistent vendor data into a 120-column ERP template, and a rule-based analytics engine that detects markup anomalies across a retail network — with human-approval gates before data hits production.

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GPT-4o Vision & Python ML Cost Models ERP Integration CNC Manufacturing

AI Quoting for CNC Manufacturing — From 5-Day Quotes to 30 Minutes

One senior estimator, 3–5 days per quote, deals walking out the door. We built an AI quoting pipeline that parses engineering drawings with GPT-4o Vision, classifies geometry, predicts cycle times with ML models, and pushes finished quotes into the shop’s ERP — 85% faster turnaround, 22% revenue growth in year one.

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LLM & OCR Pipeline Tooling Cost Engine ERP Sync Metal Stamping

AI Quoting for Metal Manufacturing — Founder Out of the Loop, Revenue Up

Every quote had to pass through the founder — capping throughput at 8–10 per week and stalling a $12M operation. We built an AI quoting system with OCR extraction, automated tooling and material costing, and one-click ERP sync — cutting quote setup time 90%, turnaround 65% faster, and giving the founder 15+ hours a week back for growth.

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