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Annie builds a unified knowledge graph of your entire infrastructure, connecting cloud resources, code, containers, and monitoring data into a single, queryable model.

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What Data Annie Has Access To

Annie automatically discovers relationships between these categories. Ask “Which code manages this instance?” or “What monitors are watching this service?”

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How It All Connects

The knowledge graph links your infrastructure across four layers. Annie can trace relationships in any direction:

Observability

Monitors, dashboards, alerts, and hosts

Cloud Infrastructure

Compute, storage, networking, security, and IAM

Containers & Workloads

Pods, services, deployments, and config maps

Infrastructure as Code

Modules, resources, variables, and state
Annie can trace from any layer to any other. Ask “What code deployed this pod?” or “Which monitors watch resources in this module?”

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How Fresh is the Data?

Near Real-Time

Infrastructure changes are reflected within seconds

7-Day History

Query the state of any resource at any point in the past week (extendable)

Change Tracking

See exactly what changed, when, and in what order
Ask Annie “What changed in production in the last 2 hours?” or “Show me the history of this security group since yesterday.”

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Live Observability Queries

For logs, metrics, and traces, Annie queries your monitoring tools live. She doesn’t duplicate your observability data. When investigating an incident, Annie calls your Datadog, Grafana, or other monitoring APIs in real-time, correlating what she finds with infrastructure changes from the knowledge graph.
  • Always fresh: No sync delays, you get the latest data
  • No duplication: Your observability data stays where it is
  • Full access: Annie uses your existing queries and dashboards

Memory and Agents

How Annie learns from the graph and coordinates specialized agents.

Infrastructure as Code

Code → state → live, and how Annie draws it as a diagram.

Annie Knowledge

Query the graph in plain language.

Change Management

Walk the graph backwards through the last 7 days.