Autonomous Cloud Operations

The agent thatruns your cloud.

Axiom scans your AWS infrastructure, identifies $12K+/mo in savings, hardens security, and generates Terraform execution plans — with approval gates, rollback strategies, and an immutable audit trail.

30–40% cost reductionSecurity hardening in minutes5-minute setup
Operations dashboard →·AWS full ops · Azure & GCP expanding
How Axiom Operates

A complete autonomous loop.From scan to verified execution.

Every scan executes a 12-step cycle — from infrastructure discovery through execution verification to outcome learning. The loop runs continuously on schedule.

1
Connect

Link AWS, Azure, or GCP with read-only IAM roles

2
Scan

Deep infrastructure inventory across all regions

3
Identify

Surface cost waste, security gaps, and drift

4
Reason

AI-native analysis of risk, impact, and priority

5
Plan

Generate phased execution plans with rollback

6
Generate

Produce Terraform, CLI scripts, or SDK actions

7
Approve

Human-in-the-loop approval with full context

8
Apply

Execute approved changes with pre-verified safety

9
Verify

Post-apply verification confirms expected state

10
Audit

Immutable audit trail with before/after state

11
Monitor

Continuous drift detection against known baselines

12
Learn

Outcome memory informs future recommendations

Capabilities

Deep operationalintelligence.

Every capability is built on real cloud SDK data — scanning, reasoning, and executing against live infrastructure with full safety guarantees.

Autonomous scanning

Deep infrastructure intelligence

Full resource inventory across regions and services. Cost signals, security posture, resilience scoring, and resource lifecycle analysis — generated from real cloud SDK data, not shallow metadata.

  • Multi-region resource discovery (EC2, S3, IAM, VPC, RDS, Lambda)
  • Real-time cost signal derivation with confidence scoring
  • Resilience posture assessment with regional concentration analysis
  • Scheduled scans with automatic drift comparison

Execution safety

Every action is reversible

Before any change is applied, Axiom runs prechecks, simulates dry runs, estimates blast radius, and generates rollback plans. Nothing executes without verified safety and explicit approval.

  • Pre-execution prechecks with blocking/warning tiers
  • Dry run simulation with downtime and rollback complexity estimates
  • Per-action rollback plan with state capture
  • Post-apply verification confirms the change achieved expected state

Intelligent prioritization

Not just what to fix — what to fix first

Findings are ranked by a multi-signal priority model: severity, confidence, estimated savings, risk level, blast radius, and organizational preferences. Auto-fix candidates are separated from approval-required actions.

  • Preference-aware priority scoring with organization overrides
  • Autopilot modes: Observe, Recommend, or Execute
  • Outcome-aware safety gates — prior failures block auto-fix
  • Ignored-resource filtering respects organizational policy

Continuous drift detection

Know when infrastructure changes unexpectedly

Every scan compares current state against the previous baseline. Drift items are classified by category — configuration mutation, security regression, cost deviation, compliance violation — and persisted as findings with remediation guidance.

  • Snapshot-to-snapshot comparison with field-level diff
  • 10 drift detection rules covering security, cost, resilience, compliance
  • Severity-ranked drift report with blast radius assessment
  • Audit events for every detected drift
Enterprise Trust

Powerful, but controlled.Enterprise-grade governance.

Axiom is designed so that autonomous operations never compromise governance, auditability, or human oversight.

Approval enforcement

Every infrastructure change requires explicit human approval. Scheduled scans never auto-apply. The agent never escalates its own autonomy.

Immutable audit trail

Before/after state capture, timestamps, actor identity, and decision rationale for every action. Full chain of custody from finding to verification.

Rollback capability

Pre-computed rollback plans for every action. State captured before execution. Verified after apply. Rollback instructions saved in the audit log.

Outcome memory

The agent remembers what worked and what failed. Resources with prior failures are automatically downgraded from auto-fix to human review.

Governance policies

Organization-level preferences for risk tolerance, ignored resources, severity thresholds, and autopilot mode. Policies are applied before recommendations are generated.

Read-only by default

Cloud connections use read-only IAM roles. Write access is scoped, temporary, and only activated during approved execution windows.

Architecture

Real infrastructure.Real code. Real execution.

AWS
Full Ops

Complete autonomous loop

Scan, reason, plan, execute, verify, audit, monitor, and learn. Real SDK execution with rollback.

Azure
Expanding

Scan + analysis active

Infrastructure scanning and snapshot analysis live. Signal derivation and AI reasoning in development.

GCP
Expanding

Scan + analysis active

Infrastructure scanning and snapshot analysis live. Signal derivation and AI reasoning in development.

Scheduled operations

Configure daily or weekly scans per cloud account. The scheduler runs read-only scans, diffs against previous baselines, detects drift, emits notifications, and creates approval requests — governed automation: fully audited, never auto-applying, every mutation requires explicit human approval.

Live Preview

See it in action.Watch Axiom work.

Watch Axiom scan an AWS account and surface findings in real time.

Live scan simulation
$axiom scan --account prod-aws --regions us-east-1,eu-west-1
Connecting via assume-role... authenticated
Scanning 12 services across 2 regions...
Discovered 847 resources | 23 findings | 4 critical | $12,400/mo savings identified
Generating execution plans...
Phase 1: Cost optimization (8 actions) | Phase 2: Security hardening (11 actions)
Ready|Awaiting approval to proceed

Your first intelligencereport in 5 minutes.

Connect a read-only IAM role. Axiom scans, reasons, and delivers cost savings, security findings, and an execution plan — before your coffee gets cold.

No credit cardRead-only accessRevoke anytime