Slow p95 and p99 · Rising GPU spend · Wrong model routing · Inefficient batching and caching
What We Solve
Make AI features economically durable.
Response time, serving efficiency, and infrastructure discipline decide whether the feature survives scale.
Serving architecture review · Optimization plan · Profiling visibility
What You Get
Serving architecture review. Optimization plan. Profiling visibility.
Serving architecture review for latency, throughput, and cost behavior.
Serving architecture review for latency, throughput, and cost behavior
Optimization plan across routing, batching, caching, and hardware placement
Profiling visibility for tokens, requests, queues, and utilization
Rollout strategy for safer scaling and performance regression control
Serving Stack · Performance and Cost · Typical Outputs · Business Fit
Coverage and Delivery
Serving Stack covers model serving architecture and engine selection · Batching, caching, concurrency, and queue behavior · Quantization and runtime optimization paths · Model routing, fallback…
Serving Stack Model serving architecture and engine selection
Performance and Cost GPU and CPU placement strategy
Typical Outputs Serving and routing architecture map
Business Fit AI products approaching production scale