AI Agent for Infrastructure Change

Know what a change will impact. Before it happens.

empirik AI agent captures the engineer's intent directly where a change originates, such as a pull request, change ticket or pipeline. The agent maps it across your live environment and shows its blast radius before it lands.

empirik
you ›|
IN PRODUCTION AT
Avahi
Fortune 50 CPG
TCB Pay
Guardant
BACKED BY
Sequoia

What empirik does.

The empirik AI agent understands engineer intent and live infrastructure to help teams before a change, after it lands, and when something goes wrong.

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PREVENT + RESOLVE

Prevent and resolve incidents

See what a proposed change will impact before it lands, or replay changes to find the cause when something fails.

RETURNS

Blast radiusranked changesaffected servicesownersevidence

REVIEW

Blast Radius

Project PRs and change requests onto the actual environment before approval.

RETURNS

Risk scoreaffected servicesreviewersrollback context

ASSURE

Continuous Production Assurance

Continuously reconcile intended, deployed, and runtime state across the full stack, tracing every divergence to its source and operational impact.

RETURNS

source changepropagation pathaffected resourcesreliability impactsecurity impactcost impact

DETECT

Unauthorized changes

Catch anything that landed outside the approved path, and the identity that made it.

RETURNS

Changeactortimewhat it touchedapproval gap

OPTIMIZE

Reduce waste

Find orphaned and idle infrastructure, identify the owner, and establish a safe path to removal.

RETURNS

Waste by spendownerdependency evidenceremoval plan

DISCOVER

Map VM dependencies

See the processes, services, listeners and network paths behind every VM before a migration, change or incident.

RETURNS

Hostprocessservicelistenerdependency pathowner

From intent to impact to action.

1

Understands intent

From pull request, change ticket, IAC or engineer's question

2

Investigates impact

Calculate blast radius across Cloud, SaaS & on-prem

3

Returns evidence

Show what will be affected and why it matters

4

Acts safely

Within the approvals and guardrails you set, it executes the next action and verifies the result.

Certainty today. Autonomy underneath.

Answers for teams today. The same graph for autonomous infrastructure tomorrow.

Sequoia Capital video frame

Sequoia Capital

Mary Glide|VP of Technology, Sequoia Capital

“empirik's compiled Graph provides us with visibility; We are able to identify IAC drifts and non-compliant resources within minutes and rectifying them. We have now expanded empirik to cover our Identity (Okta) and Data Warehouse (Snowflake) platforms.”

Cross-domain dependency visibility

AWS
|
Kubernetes
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Terraform
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Okta
|
Slack
|
Snowflake
// HAVE A STACK WE HAVEN'T NAMED?

Run into something we haven't named?

empirik is provider-agnostic. If a system declares infrastructure or records change, it can become part of the compiled graph.

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