What can AI agents actually automate?
31 real infrastructure use cases handled end-to-end by autonomous agents — from Terraform drift detection to cross-cloud deployment orchestration.
Integrates with
Automate Terraform Drift Detection with AI Agents
Continuous drift detection across every Terraform workspace, with blast-radius classification and PR-based remediation.
AI-Powered Terraform Plan Review
Autonomous pre-merge review of every Terraform plan: blast-radius scoring, policy checks, and architecture flags in under a minute.
Auto-Remediate Terraform Apply Failures with AI
When `terraform apply` fails, the agent diagnoses the root cause and either retries, rolls back, or opens a fix PR, without waking anyone up.
Terraform Policy-as-Code Enforcement with AI
OPA policies, naming conventions, and compliance rules enforced at plan time across every workspace, with human-readable violation reports.
Container Image Vulnerability Scanning with AI Agents
Every container image scanned with Trivy, findings triaged by exploitability and reachability, and fix PRs opened automatically.
CIS Benchmark Automation with AI Agents
Continuous CIS benchmark compliance across AWS, Azure, and GCP, with auto-remediation for low-risk controls and audit-ready evidence.
OPA Policy Enforcement at Deploy Time with AI
Real-time OPA policy evaluation against every deploy, with context-aware explanations instead of cryptic Rego denials.
AI-Driven Cloud Compliance Gap Detection
Continuous SOC 2, ISO 27001, HIPAA, and PCI gap analysis across your cloud estate, with prioritized remediation plans.
Pre-Deployment Network Validation with AI Agents
Batfish-powered reachability and ACL testing before any network change reaches production, catching breakage before it ships.
Firewall Change Validation with AI Agents
Every firewall rule change simulated against real traffic patterns before it ships, using Batfish and your production flow logs.
Multi-Cloud Topology Mapping with AI Agents
Automatic, continuous topology discovery across AWS, Azure, and GCP, with cross-cloud relationships and a live visual map.
Network Change Impact Analysis with AI
Before you apply a network change, see exactly which services, paths, and dependencies it will affect, rendered on the live topology graph.
End-to-End Network Visibility with AI Agents
Continuous network visibility from config collection to digital twin to knowledge graph to live telemetry, orchestrated end-to-end by AI agents.
Automated Network Configuration Collection with AI Agents
Continuous, multi-vendor configuration collection from every device, versioned in Git, parsed into structured data, queryable, and trusted.
Build a Network Digital Twin with AI Agents
A continuously-updated Batfish digital twin of your production network. Test changes safely, simulate failures, and validate before you ship.
Network EoS/EoL Detection with AI Agents
Continuously cross-reference your device inventory against vendor end-of-support and end-of-life feeds, with a remediation roadmap, not a panic.
Build a Network Knowledge Graph with Neo4j and AI
Model every device, link, interface, and service relationship in Neo4j, and query the network like a database.
Network Telemetry Collection with Telegraf, InfluxDB, and AI
Stream metrics from every device into InfluxDB and Prometheus, render in Grafana, and let AI agents detect anomalies, without hand-configuring anything.
Network Operational State Validation with PyATS
Continuously validate operational state (BGP neighbors, OSPF adjacencies, interface counters, route tables) against intent, using PyATS and Genie.
Automated AWS Well-Architected Review with AI
Continuous Well-Architected Framework assessment across every workload: reliability, security, cost, performance, operational excellence, and sustainability.
Cloud Architecture Anti-Pattern Detection with AI
Detect the cloud anti-patterns your team keeps repeating (shared databases, synchronous chatty services, single points of failure) before they hit production.
Continuous Architecture Assessment with AI Agents
Architecture health scored every day across every workload, with drill-downs into reliability, cost, and complexity trends.
AI-Powered Terraform Module Review
Every Terraform module reviewed for best practices, security, composability, and versioning discipline, before it lands in your registry.
Multi-Step Deployment Orchestration with AI Agents
Coordinate deployments that span Terraform, Kubernetes, DNS, and secrets, with sequencing, verification, and rollback at every step.
Automated Deployment Rollback with AI Agents
Detect a bad deploy from metrics and logs, then roll back automatically across every layer the deploy touched.
Cross-Cloud Deployment Coordination with AI Agents
Coordinate deploys that span AWS, Azure, and GCP, with cross-cloud sequencing, shared-service dependencies, and unified rollback.
Autonomous Change Approval Gating with AI
Every production change automatically checked for risk, compliance, and architectural fit, gating approval on evidence rather than rubber-stamps.
What-If Network Failure Analysis with CogniNet
Model link, device, and interface failures before they happen. CogniNet's GNN predicts blast radius, convergence time, and affected services for any proposed change or failure scenario.
Network Cognition Scoring for Executive Reporting
A single weighted score — the Network Cognition Score (NCS) — that captures performance, confidence, risk, impact, and intent alignment across your entire network, with executive summaries your CTO can read.
Multi-Vendor Network Configuration Analysis with CogniNet
Parse and analyze configurations from Cisco IOS, NX-OS, ASA, Palo Alto, and F5 through 7 specialized analyzers and a 108+ rule engine — in a single pass.
Intent-Based Network Validation with CogniNet
Define your network intent in YAML — routing policy, redundancy requirements, security posture — and let CogniNet validate that your actual configurations match your design intent, with remediation for every deviation.
Don't see your use case?
Structura's agents are composable. If you can describe the workflow, we can show you how to automate it.