AWS-native AI Operations

Design, test, and deploy CloudOps agents in one orchestration studio

CloudOps Agent Studio ingests live AWS metadata, spins up embedded Well-Architected and Cost specialists, and recommends guarded actions you can ship as GitHub PRs or reversible direct changes.

Launch ConsoleSee how it works
Sync → Chat → Action loop
Terraform-ready patches
Guard-railed AWS operations
LangGraph + Bedrock orchestration
Single-pass AWS ingest
Lambda inventory across EC2, Lambda, S3, DynamoDB, RDS, and API Gateway lands snapshots in S3 and structured metadata in DynamoDB.
Composable agent roster
Well-Architected, Cost, AI Workflow, and custom agents with heuristics, tool calls, and Bedrock summarisation.
IaC-first remediation
Proposed actions arrive with Terraform patch suggestions, risk context, rollback, and cost deltas.
Direct change with rails
Feature flag unlocks reversible ops such as enabling Lambda X-Ray, DynamoDB TTL, or S3 lifecycle policies.
Agent Catalog

Specialists tuned for CloudOps workloads

Each agent ships with a curated toolkit, heuristics library, and Bedrock prompt. Extend the roster with bespoke Graph nodes or plug in additional AWS APIs without leaving the studio.

Reliability · Security

Well-Architected Advisor

Surfaces observability and security gaps, recommends remediation guardrails, and tracks alignment against AWS pillars.

  • Lambda tracing coverage
  • Public access scans
  • Audit-ready findings
FinOps

Cost Strategist

Blends Cost Explorer, usage heuristics, and AI insights to flag waste, forecast impact, and automate IaC savings.

  • Right-size signals
  • Lifecycle gaps
  • Commitment opportunities
Automation

AI Workflow Designer

Maps manual data flows, designs Bedrock-based pipelines, and scaffolds serverless glue to productionize prototypes.

  • AI playbooks
  • Bedrock prompt critique
  • Pipeline topology
Workflow

Build, evaluate, and ship agents with a four-stage flywheel

1 · Snapshot

On-demand ingest captures live AWS posture and saves deterministic state to DynamoDB + S3.

2 · Reason

LangGraph orchestrator blends heuristics, tool calls, and Bedrock summaries for grounded conversations.

3 · Propose

Agents emit structured actions with diff previews, risk commentary, cost delta, and rollback.

4 · Act

Select PR-first delivery via GitHub App or enable reversible direct changes for rapid iteration.

Integrated operator stack

API & Execution

API Gateway HTTP APIs front FastAPI Lambdas packaged with shared CloudOps utilities.

State & Snapshots

DynamoDB tables track accounts, resources, costs, findings, and actions; S3 snapshots archive ingest payloads.

Telemetry

CloudWatch wiring captures Lambda metrics, while tool runtimes expose observability inside the console.

Configuration

Terraform modules provision IAM, SSM parameters, feature flags, and GitHub App wiring for PR automation.

Why teams adopt CloudOps Agent Studio

Faster remediation loops

Ship IaC pull requests with embedded rationale in minutes, not days.

Audit-ready trail

Every chat, action, and tool invocation is persisted for compliance and handoff.

Extensible design

Bring your own tools, models, and heuristics while retaining centralized governance.