From pilot to production patterns

We bring a working reference, your team keeps ownership of AWS and data. Engagements are structured for CTO sign-off and architect review — not black-box SaaS.

Implementation

Deploy AI4SRE in your AWS account: Terraform foundation, Ansible configuration, observability stack, AI layer, workload agents, and integration with your existing hosts where applicable.

  • Greenfield or attach to existing Prometheus/Grafana
  • GPU or CPU inference profiles
  • Custom alert → AI Ops wiring
  • Config history rollout across Linux fleet

Advisory

Architecture workshops, security and governance review, prompt and evidence tuning, and a realistic roadmap from POC to production hardening.

  • Private AI fit assessment
  • Integration with ITSM / runbooks
  • Model sizing and cost modelling
  • Observability maturity gap analysis

Training

Hands-on sessions for platform engineers and SREs: operating the stack, using Investigate and History effectively, and maintaining Terraform/Ansible as your estate evolves.

  • Operator workflows (AI Ops, Investigate, History)
  • LogQL / PromQL patterns for AI evidence
  • Safe prompt and context tuning
  • Handover documentation

How we typically work

  1. Discover — your observability estate, compliance constraints, and incident workflow
  2. Pilot — reference deployment in a non-prod or bounded prod slice
  3. Validate — real alerts and config changes through AI Ops and Investigate
  4. Expand — more hosts, hardened auth/TLS, operational runbooks
  5. Support — optional ongoing assistance as you internalise the platform

Geography

Based in New Zealand, serving Australia and New Zealand as the primary focus. Remote delivery is available for other regions when timezone and compliance align.

What stays yours

AWS account, VPC, telemetry, models, and configurations. We deliver patterns and expertise — not a dependency on a proprietary hosted AI backend.

Who we talk to

CTOs & IT directors

Risk, cost, and time-to-value for private AI in operations — with a tangible demo, not a roadmap-only conversation.

Architects & principal engineers

IaC layout, network boundaries, evidence design, and extension points for your existing observability investments.

Consultants & integrators

A repeatable AWS reference you can adapt for client engagements — implementation playbooks included.

Platform & SRE leads

Day-two operations: what works in Investigate, how History complements logs, and where human review still matters.

Start with a conversation

Tell us about your observability stack and governance constraints. We’ll suggest a sensible pilot scope.

Get in touch