Deploy inference

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Inference services, delivered by senior engineers

From your first managed endpoint to a fully observable serving platform, InferenceHub covers the complete lifecycle of model serving in production.

01

Model serving & inference

Managed inference endpoints for LLMs, vision and tabular models. We tune batching, quantisation and GPU/CPU placement so each model meets its latency and cost targets, with autoscaling built in.

02

API gateway setup

A single authenticated gateway in front of every model. We handle routing, versioning, rate limiting, API keys and request tracing, so your teams consume inference through one stable contract.

03

Edge deployment

Push models to edge and regional nodes for real-time, in-region serving. We design failover, caching and synchronisation so inference stays fast and available close to your users.

04

Latency optimisation

Profiling and tuning to hit aggressive p99 budgets — dynamic batching, speculative decoding, KV-cache management, kernel and hardware selection — all measured against real traffic.

05

MLOps for inference

Model registry, CI/CD, canary rollout, shadow testing and observability. New model versions ship safely with instant rollback and full visibility into throughput and drift.

06

Support & managed operations

Ongoing monitoring, retraining support and on-call coverage for the serving systems we build, with clear Canadian-hours response commitments and capacity planning.

how/we-engage

Deploy, prove, then scale

Every engagement begins with a single high-value model deployed end to end. Once latency and reliability are proven, we scale the hub across teams, models and regions.

  • Discovery & serving architecture review
  • First endpoint deployed & instrumented
  • Gateway, observability & rollout hardening
  • Managed operations & continuous tuning
InferenceHub hub-and-spoke architecture schematic
POST /v1/deploy

Let's scope your first deployment

Tell us about your models and traffic and we will propose a deployment plan with clear milestones and CAD pricing.

Deploy inference