// AI infrastructure & agent engineering — for scale-ups
Kovar Labs profiles your AI pipeline, routes every task to the right-sized model, and rebuilds the hot paths in Rust, Go & Node. Your agents stay in Python — LangChain, CrewAI, whatever your team already knows. Typical result: a materially smaller bill, lower p99, same quality bar — verified by evals.
for teams spending $20k+/mo on inference · senior engineers only · no offshore relay race
01 / THE METHOD, IN 5 MINUTES
Exactly where inference waste lives, how we cut it, and what an engagement looks like. No fluff — architecture and numbers.
02 / COST IS AN ARCHITECTURE PROBLEM
You don't fix inference cost by negotiating with OpenAI. You fix it with engineering.
STEP_01
We instrument your entire inference path — every call, every token, every retry — and build a cost map. In every system we've profiled, the team was wrong about where the money went.
STEP_02
A routing layer matches each task to the smallest model that passes your quality bar — with evals to prove it, not vibes. Frontier models only where they earn it.
STEP_03
The 10% of code handling 90% of load gets rebuilt in Rust, Go or Node. Fewer machines, lower latency, and an orchestration layer that stops being the bottleneck.
// AGENTS
Python
LangChain, CrewAI, LangGraph — production-grade agent systems in the ecosystem your team already ships in.
// INFRASTRUCTURE
Rust · Go · Node
High-throughput ingestion, routing and serving layers where every millisecond and every machine counts.
03 / TRACK RECORD
46M+ users
banking platform our engineers scaled — high availability under fintech-grade load
60+ engineers
led as principal & platform architects
AI agents
LangChain & CrewAI systems running in production today
delivered by senior engineers · references available on the call
04 / HOW WE ENGAGE
WEEK 1–2
Instrumentation, cost map, and a prioritized plan with projected savings per item — each one an engineering decision you can green-light or kill.
WEEK 3–N
Routing layer, hot-path rewrites, evals. Senior engineers only. No juniors, no handoffs.
ONGOING
The same team that built it — maintaining and extending it on a monthly retainer.
If the audit doesn't find savings ≥ its own cost, you don't proceed. Simple.
05 / NEXT STEP