You already built it.
We make it survive.

AI product engineering

Cursor, Bolt or Replit got you a demo that worked in a meeting. Real users bring auth, rate limits, caching, schema decisions, deploy pipelines, monitoring and a bill nobody forecast.

We take the prototype and rebuild what needs rebuilding, keeping what already works. React frontends that render dashboards in under 200ms. Go APIs at 18K requests per second. Kubernetes that scales on request load instead of a crude CPU threshold.

Data infrastructure

The dashboard times out during a customer demo. The query that used to take two seconds now takes forty seven. Analytics was bolted onto a database designed for transactions.

We design and operate ClickHouse clusters and Kafka pipelines at millions of events per second: MergeTree schemas with column codecs that cut storage 40 to 60 percent, sharding that balances writes against reads, TTL tiering from NVMe to object storage, and migrations validated by checksum before cutover.

Production RAG

Most RAG systems degrade within a month of launch, because vector similarity on its own is not a retrieval strategy. It is the first stage of one.

We build pipelines with multi stage retrieval, cross encoder re ranking, query rewriting and content guardrails, holding sub 100ms latency at 99.9 percent retrieval accuracy across millions of documents. Chunking respects semantic boundaries. Embedding drift is monitored rather than discovered.

MLOps and AI infra

Serving a model is cheap in a notebook and expensive in production. The budget goes first, then the on call rotation.

Kubernetes native infrastructure for AI workloads: model versioning, traffic split testing, automated rollback on degradation, GPU autoscaling matched to request load, vLLM and TensorRT for throughput, plus per query cost tracking so the finance conversation has numbers in it.

GTM engineering

A system nobody can find is a system nobody buys. Most engineering teams treat distribution as somebody else's department and then wonder why the pipeline is empty.

We treat it as infrastructure: crawl graphs, index coverage, SERP footprint against the competitor you name, and capture on the pages that carry intent. It starts with a free scan of your domain, and the findings are yours whether you hire us or not.