Use Cases
Digital Media Platform Migration
A digital media company with millions of monthly readers was stuck on an aging CMS. Performance was degrading, editorial workflow was painful, and the monolithic architecture couldn't scale. The scope was bigger than it looked — 300K+ articles, complex taxonomy, multi-language support — so we mapped the full content graph before writing a line of code. Along the way we recommended adding a real-time search and analytics layer with Elasticsearch, which wasn't part of the original ask but made the new platform dramatically more useful. Everything was migrated live, no downtime. On day one the new system handled 100M+ pageviews without breaking a sweat.
Payment Processing for a Fintech Startup
A fintech startup came to us with a clear goal: a payment processing backend that could handle high transaction volumes with banking-grade reliability. Once we dug into the regulatory landscape and integration requirements, it became obvious the system also needed real-time transaction monitoring and automated reconciliation — neither was in the original brief, but both were non-negotiable for compliance. We designed the payment kernel as a distributed system with failover, deployed on AWS with full CI/CD. From the first live transaction, zero failed settlements.
AI-Powered Knowledge Management
Thousands of internal documents — policies, reports, technical manuals — spread across disconnected systems. An enterprise client's staff was spending hours tracking down information that should have been a quick search. We started by understanding the document landscape and what extraction would actually require. Then we went further than retrieval: we added a conversational chatbot interface and a knowledge graph (Neo4j) to surface relationships between entities that no keyword search would catch. The backend runs on a RAG pipeline with LangChain. After internal rollout, what used to take hours now takes seconds — with sources attached.
Cross-Platform Field Service App
Field technicians at a services company were still on paper — job scheduling, photo documentation, inventory tracking, all manual. They wanted a mobile app tied into their existing ERP. When we looked at the ERP's API surface and the actual field conditions (spotty connectivity, harsh environments), we pushed for offline-first sync and a barcode scanning module for inventory. Neither was in the original request, but both solved real daily pain points. We shipped a single Flutter codebase for iOS and Android, integrated via REST APIs. Within a month of deploying to 200+ technicians, paper workflows were gone entirely.
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