Intelligence

AI built into every layer of delivery.

Not a chatbot. Not a wrapper. Purpose-built AI agents that audit infrastructure, optimize cost, triage incidents, and diagnose pipelines, with a senior engineer reviewing every output before it reaches you.

4hTime to first findings
30–40%Addressable cloud waste
0Autonomous production changes
100%Human-reviewed output

The Agents

Six agents. One rule: humans decide.

Each agent is scoped to a real infrastructure workflow. It reads your cloud APIs, Terraform state, and logs, then drafts. A named senior engineer reviews and signs off before anything reaches you.

Infrastructure Audit

Cloud audits in hours, not weeks

Scans your AWS, Azure, or GCP accounts for misconfigurations, security gaps, and cost waste, with IaC fixes drafted for review.

Cost Optimization

Spend analysis that finds real money

Identifies idle resources, oversized instances, and reservation gaps. First scans typically surface 30–40% addressable waste, with specific instance IDs and actions.

Incident & Alert Triage

Triage that cuts MTTR

Reads alerts, logs, and recent deployments to surface the likely cause and draft a runbook. Your on-call engineer gets a starting point, not a wall of noise.

Security & Compliance

Audit-ready before the auditor

Scans against SOC 2, HIPAA, PCI DSS, and CIS benchmarks, flagging non-compliant resources with specific remediation steps mapped to your framework.

Pipeline Intelligence · Naoru

Failed builds, explained

Reads failed build logs and your diff, identifies the root cause, and posts a fix suggestion on the PR. One comment, auto-updated. Never breaks your pipeline.

Cluster Health

What dashboards miss

Reviews EKS, AKS, and GKE clusters for misconfigurations, resource limits, RBAC gaps, pod security issues, and unused workloads across namespaces.

How We Think About AI

Three principles that don't change.

01

AI drafts, humans decide

AI is fast at scanning and generating options. Humans are better at judgment, context, and trade-offs. We keep each in its lane, and a named senior engineer signs off before anything reaches you.

02

Your data stays yours

We use commercial LLM APIs under data-processing agreements that prohibit training on your data. Nothing leaves your environment without explicit permission, and what flows where is documented.

03

Purpose-built, not general

These agents are built for infrastructure and DevOps. They don't answer general questions, they read Terraform state files, cloud APIs, and build logs. The difference is specificity and accuracy.

Getting Started

From first call to findings, in days.

A free 30-minute call where a senior engineer reviews your setup. If there's a fit, we run an AI-assisted scan and deliver prioritized findings within days. You decide what happens next, no ongoing commitment.

Book an assessment

FAQs

Questions, Answered.

How is this different from ChatGPT?

ChatGPT is general-purpose. Our agents connect to your actual cloud APIs, read your Terraform state files, and are scoped to infrastructure workflows. The difference is specificity and accuracy, not a chat window.

Do you train on our data?

No. We use commercial APIs with agreements that prohibit training on your data. Nothing leaves your environment without explicit permission, and exactly what flows where is documented.

Will the AI ever be wrong?

Sometimes. That's why every output goes through senior-engineer review. False positives get filtered, edge cases get context. The safety net is always a person, not another layer of automation.

Can we try it once, without a long commitment?

Yes. The Cloud Infrastructure Assessment is exactly that, one bounded scan, one set of findings, no ongoing commitment. Most clients expand scope after seeing the first results.

Does it work with legacy infrastructure?

Yes. Most clients have a mix of modern and legacy. Legacy resources that predate infrastructure-as-code are often exactly where the biggest waste and risk live.

Goes Deeper

Looking for the operations service?

These agents power our Intelligent Operations practice, AI-assisted audits, cost, reliability, and incident response delivered as an ongoing engagement.

Explore Intelligent Operations

Cloud Infrastructure Assessment

See exactly where your cloud stands.

A senior engineer reviews your architecture, cost, security, and reliability, then sends back a prioritized findings report, the fixes that matter most, in order.

  • Architecture & scale
  • Cost & efficiency
  • Security & reliability
Book an Assessment

Complimentary · no obligation · no sales pressure

Work With Us

The people who build these build your platform.

If this is the kind of engineering you want on your side, let's talk about what you're working on.

Talk to an Expert