Software architecture for companies that have outgrown basic development.
We help growing software teams and CTOs make better engineering decisions. We trim moving parts, fix database bottlenecks under load, build production AI evaluations, and scale backends cleanly.
Hands-on architecture judgment
Handled during high traffic
Latency via semantic Redis caching
Background jobs processed
Engineering Bottlenecks We Solve
Founders and CTOs call us when technical debt, database locks under load, or expensive cloud bills threaten scaling.
PostgreSQL Bottlenecks & Row Lock Contention
Long-running queries inside web requests hold row locks until worker pools freeze. We trace lock times, clean bloat, set up table partitioning, and decouple synchronous database mutations.
Low-Latency AI Pipelines & CI/CD Evaluations
Direct LLM API calls add latency and billing overhead. We drop semantic Redis caches in front of repeated prompts, stream SSE responses, and build programmatic evaluation contracts in CI.
Scaling a live Conversational AI pipeline.
A customer support product was burning thousands on direct GPT-4 API calls. High response latency caused customer churn, while database lockups blocked operations.
We decoupled the pipeline, added semantic Redis caching for repeated prompts, and moved transcript processing to Sidekiq.
System Architecture Flow
“Good consultancies sell labor. Great consultancies sell judgment.”
Work directly with a principal software architect with over 10 years of production experience in Rails, PostgreSQL, Redis, Next.js, and AI evaluation pipelines.
Book an Architecture & System Audit