Case Studies

From a transcoding pipeline handling millions of daily tasks, to a cross-border commerce platform spanning six markets, to AI assistants people use every day — all running in production.

Every case below is live and stable. Client names and some figures are withheld under confidentiality, but the architecture, the hard parts and the reasoning are real. Three of them are AI projects wired into actual business workflows. If your situation resembles one of these, we can reuse the proven architecture and save you a great deal of trial and error.

Distributed Video Transcoding System

Online education / media

Rebuilt the transcoding pipeline for a platform ingesting tens of thousands of videos daily: 6× throughput, 58% lower unit cost.

  • 6×throughput increase
  • -58%unit transcoding cost
  • 99.95%job success rate
  • Go
  • FFmpeg
  • Kubernetes
  • Kafka
  • Redis
View case study

Cross-Border E-Commerce Platform

Cross-border commerce / consumer goods

Multi-country, multi-language, multi-currency DTC storefronts and middle office, integrating payments, logistics, ERP and overseas warehouses.

  • 6country sites live
  • 12×peak sale capacity
  • -70%manual order handling
  • Java Spring Boot
  • Vue 3
  • MySQL
  • Redis
  • RabbitMQ
View case study

Enterprise Knowledge Base AI Assistant

Enterprise software / manufacturing

Turned 120,000 documents scattered across systems into a single place to ask: 91% answer accuracy, 70% less time spent hunting for information.

  • 91%answer accuracy
  • -70%time spent searching
  • 120k+documents indexed
  • Python
  • FastAPI
  • Vector DB
  • Hybrid retrieval
  • Rerank
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Multi-Tenant SaaS Platform & Middle Office

Manufacturing / supply chain

Consolidated three disconnected legacy systems into one multi-tenant platform, cutting new-client onboarding from two weeks to one day.

  • 3→1systems consolidated
  • 1 daynew tenant onboarding
  • -65%average delivery time
  • Java
  • Spring Cloud
  • Vue 3
  • PostgreSQL
  • Redis
View case study

AI Video Understanding & Moderation

Online education / media

AI understanding layered onto an existing transcoding pipeline: automatic tagging, chaptering, subtitles and first-pass moderation, cutting manual review 82%.

  • -82%manual review workload
  • 99.2%policy violation recall
  • +0.9%added unit processing cost
  • Go
  • Python
  • FFmpeg
  • ASR
  • Multimodal models
View case study

AI Operations Copilot for Cross-Border Commerce

Cross-border commerce / consumer goods

AI layered onto a live storefront platform: multi-language listing generation, review insight and support copilot — 5× content throughput.

  • 5×listing throughput
  • -64%first response time
  • 6languages supported
  • Python
  • TypeScript
  • Vector retrieval
  • Multilingual models
  • RabbitMQ
View case study

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