Infrastructure & MLOps
AI Infrastructure & MLOpsThe plumbing that scales.
Evaluation, observability, and CI/CD so what you ship stays fast and safe, the unglamorous plumbing that lets AI scale without breaking.
- CI/CD
- for models
- monitored
- in production
- tuned
- cost & latency
- 99.9%
- uptime target
The plumbing that scales.
The reason AI projects rot in production is missing infrastructure, no evals, no monitoring, no CI/CD. We build the plumbing so your AI stays fast, safe, and improvable.
We stand up evaluation and monitoring, model CI/CD, and the vector and data infra you need, then tune cost and latency so scale does not break the budget.
It is the layer that turns a working prototype into a system you can run for years.
The plumbing, visible.
Scroll through it, the screens move with you.
Know the moment something drifts
Quality, latency, and cost monitored in production, with alerts before users feel it.
Caught before it cascades
Regressions, drift, and cost spikes detected and alerted automatically.
Ship changes with confidence
Every change runs the eval gate before release, so quality never regresses silently.
Everything in the engagement.
Eval & monitoring
Measure quality, latency, and cost in production with alerting.
Model CI/CD
Ship model and prompt changes through an automated eval gate.
Cost & latency optimization
Tune routing, caching, and models so scale stays affordable and fast.
Vector & data infra
Stand up the data and vector infrastructure your AI depends on.
Reliability & safety
Guardrails, fallbacks, and SLAs so production stays dependable.
In your environment
Runs in your cloud, owned and operated by your team.
A clear path from kickoff to value.
Scope & align
We align on goals, constraints, and what success looks like, then scope a focused engagement with a clear baseline.
Assess & design
We assess your starting point and design the approach, architecture, and sequencing before a line of code.
Build & deliver
We build and ship in the open, with checkpoints and your team alongside, never a black box.
Operate & hand over
We harden, document, and hand over. Your team owns it, with managed support where you want it.
Results you can measure.
Cost per call
from routing and caching
Uptime
reliable in production
Regressions
eval gates on every change
Built around your starting point.
Platform teams
Scaling AI
Add the infra to run AI reliably at scale.
Engineering leaders
Cost control
Cut latency and spend without losing quality.
SRE & ops
Reliability
Monitor, alert, and ship AI with confidence.
AI Infrastructure & MLOps for your industry
Deep-dive pages with sector-specific use cases, delivery steps, and FAQs.
Tools we work with
Frequently asked.
Evaluation, monitoring, model and prompt CI/CD, cost and latency optimization, and the data and vector infra underneath.
Build the plumbing AI needs to scale
Book a working session and we'll map AI Infrastructure & MLOps to your operation, then move fast.