Model gateway
Unified access with routing, fallbacks, caching, rate controls, and per-team cost attribution — every model call accounted for.
Services · 03
Build the platform once. Ship use cases forever.
One pilot is easy. Ten use cases on shared, governed infrastructure is the hard part — and the part that decides your unit economics. We build that layer once, properly, inside your perimeter.
The situation
The typical enterprise pattern: every team builds its own stack, every stack talks to a different vendor, and the CFO gets a bill that scales with enthusiasm rather than value. Meanwhile security reviews each integration from scratch, and nobody can answer which model version produced last quarter’s outputs.
A platform layer fixes the economics and the governance at once: one gateway with routing and fallbacks, one place where cost is attributed per team and per use case, one pipeline pattern for retrieval and fine-tuning, one audit surface for the regulator. Built on your national cloud, your VPC, or your own metal — wherever your data must live.
What we deliver
Retrieval & fine-tuning pipelines
Repeatable RAG and tuning patterns on your data, inside your perimeter, with quality measured per release.
Inference infrastructure
Capacity sized to measured load on national cloud, sovereign regions, or on-prem GPU — with utilization reporting.
Security & compliance layer
PDPL and data-residency posture, secrets management, red-team results, and audit trails — reviewed with your security function.
Platform playbook
Onboarding path for internal teams: how a new use case gets from idea to production on the platform without a new procurement cycle.
How the engagement runs
Weeks 1–3
Assess & design
Inventory of current usage and spend, target architecture against residency and security requirements, and a migration sequence.
Weeks 4–10
Stand up the core
Gateway, observability, and the first two use cases migrated — proving cost attribution and governance on real traffic.
Months 3–6
Scale & transfer
Remaining workloads onboarded, platform team trained, and run-books handed over — your infrastructure, run by your people.
How success is measured
- Cost per use case visible and trending down quarter over quarter
- New use case time-to-production measured in weeks, not quarters
- 100% of model traffic through the governed gateway
- Security sign-off once per platform, not once per project
Straight answers
Usually both, routed by task. The gateway makes the choice reversible — we benchmark on your workloads and let the evals decide, per use case.
Yes — sovereign and national-cloud deployment is a design input from the first diagram, not a port at the end.
Extend where it’s sound. The assessment phase maps what exists against the target architecture; we’ve inherited plenty of half-built stacks.
Scope a llm platforms engagement.
One paragraph on where you are, and we’ll come back with the shape of the engagement we’d run — scope, duration, and the number it should move.