08 · AI Infrastructure
DevOps & Infrastructure
Production-grade infra your team can extend, scale, and on-call against.
Overview
What you get
IaC, CI/CD for prompts and retrieval, autoscaling tuned to your latency and cost targets, and a security posture review.
The problem
Why teams call us
- AI services live in a hand-rolled deploy that only one person understands.
- Prompts and retrieval indices are versioned in Notion, not in CI.
- Autoscaling either over-provisions cost or under-provisions latency.
Approach
How we work
- Treat prompts, retrieval, and models as deploy artifacts in CI.
- Codify infra so any engineer can extend it, not just the original author.
- Tune autoscaling against real production traffic, not a synthetic load test.
Process
Week by week.
- 01 · Week 1
Audit
Current infra, security posture, secrets, network.
- 02 · Week 2–3
Codify
IaC, CI/CD with prompt + retrieval versioning.
- 03 · Week 4–5
Tune
Autoscaling against real traffic, cost + latency targets.
- 04 · Week 6
Handoff
Runbooks, on-call rotation guide, security review.
- AI workloads outgrowing a hand-rolled deployment
- Need CI/CD that respects prompts, retrieval, and models as artifacts
- On-call rotation that wants better signal
- Pre-production prototypes still finding product-market fit
- Teams without anyone on call
- Orgs unwilling to adopt IaC
Deliverables
Everything we ship
- 01IaC for inference + retrieval services in your cloud
- 02CI/CD with prompt + retrieval versioning
- 03Autoscaling tuned to your latency and cost targets
- 04Secrets, network, and access posture review
- 05On-call runbook tailored to your stack
Outcomes
What you walk away with.
Production infra your team can extend, scale, and on-call against — with deploy times measured in minutes, not days.
Tooling
Stack we ship against
Model- and infra-agnostic. We adapt to your stack, not the other way around.
FAQ
Real questions, technically answered.
- Terraform or Pulumi?
- Whichever your team already uses. We meet your stack, not the other way around.
- Do you set up Datadog / Grafana / etc?
- Yes. We extend whatever observability stack you already pay for.
- Can this include SOC 2 prep?
- We don't run the audit, but we leave you ready for one — secrets, access logging, network segmentation.
Related engagements
Often paired with.
07 · AI Infrastructure
Cloud Migration
Move AI workloads off third-party APIs and into your own cloud — without downtime.
09 · AI Infrastructure
Production Telemetry
When your AI gets worse, your team knows in minutes — not quarters.
05 · AI Implementation
Fine-Tuning & Inference
Specialised models that beat general-purpose ones on accuracy and unit cost.
Next step
Ready to scope DevOps & Infrastructure?
Book a discovery call. We'll confirm fit, sequence the engagement, and have a Statement of Work in your inbox within a week.
Refundable if we're not a fitWritten diagnostic in 48 hoursSession run by a founder, not a sales rep