Engineering Case Studies

Deep dives into the technical details, challenges, solutions, and concrete outcomes of our workloads.

How We Migrated FinTech Leader to Serverless AWS Fargate

The Challenge

Handling 25,000 requests per minute with strict SOC2 isolation, while avoiding bloated EC2 costs.

The Solution

Implemented an auto-scaling ECS Fargate cluster fronted by AWS Application Load Balancer and secured with AWS WAF.

The Outcome

Zero downtime during migration, and overall cloud billing decreased by 34% in the first quarter.

Architecting a RAG LLM Agent Pipeline for AutoSupport

The Challenge

Manual customer support lines were backlogged, averaging 14-hour response timelines.

The Solution

Created custom semantic-indexing pipelines using OpenAI embeddings, Pinecone Vector store, and LlamaIndex agents.

The Outcome

62% of common tickets resolved instantly with no human agent needed; customer satisfaction increased by 2.1x.