01
Direct Access
You talk directly to engineers who inspect the system, name the tradeoffs, and do the work.
What We Solve
Make AI features economically durable.
- Slow p95 and p99 that damage product experience
- Rising GPU spend with weak utilization and poor serving choices
- Wrong model routing that overpays for routine requests
- Autoscaling drift that increases cost without stability
- Opaque serving stacks with weak profiling and cost visibility
- Feature rollout pressure without a stable inference budget
What You Get
- 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
- Cost model tied to product traffic and business constraints
Coverage and Delivery
Serving Stack
- Model serving architecture and engine selection
- Batching, caching, concurrency, and queue behavior
- Quantization and runtime optimization paths
- Model routing, fallback logic, and request shaping
Performance and Cost
- GPU and CPU placement strategy
- Latency breakdown and profiling methodology
- Utilization analysis and scaling policy review
- Budget-aware recommendations for production traffic
Typical Outputs
- Serving and routing architecture map
- Latency and cost bottleneck analysis
- Optimization roadmap with sequencing
- Monitoring and regression guard recommendations
Business Fit
- AI products approaching production scale
- Teams with rising inference spend and unstable response times
- Platforms where margins depend on serving efficiency
- Organizations that need AI capability without runaway infrastructure cost
Why Teams Choose SToFU Systems
Senior-led delivery. Clear scope. Direct technical communication.
02
Bounded First Step
Most engagements start with a review, audit, prototype, or focused build instead of a giant retained scope.
03
Evidence First
Leave with clearer scope, sharper priorities, and a next move the business can defend under scrutiny.
Delivery
Senior-led
Direct technical communication
Coverage
AI, systems, security
One team across the stack
Markets
Europe, US, Singapore
Clients across key engineering hubs
Personal data
Privacy-disciplined
GDPR, UK GDPR, CCPA/CPRA, PIPEDA, DPA/SCC-aware