SOLUTION · AI SRE

An AI SRE that runs in your environment

An always-on responder that correlates signals across your logging, metrics, tracing, and cloud systems, reaches root cause with evidence, and waits at an approval gate before touching anything. Built on the platform, running in your environment.

THE SITUATION

An alert fires at 3 a.m. The on-call engineer opens ten tabs, pages two teammates, and starts reconstructing what changed. The knowledge that solves it lives in someone’s head, and that someone is on leave. Every minute is paid for in uptime and in engineers.

THE SITUATION

An alert fires at 3 a.m. The on-call engineer opens ten tabs, pages two teammates, and starts reconstructing what changed. The knowledge that solves it lives in someone’s head, and that someone is on leave. Every minute is paid for in uptime and in engineers.

How it works

logsconnector
metricsconnector
tracesmcp
deploysconnector
cloud configmcp
ai sre
responderscoped read · named identity
root causeDeploy v2.42.0 cut the DB pool from 20 to 5
evidence
03:14PagerDuty INC-2291
03:15Datadog: checkout-api logs
03:16Deploy diff: v2.42.0
Restart service·DDanaawaiting approvalapproved

TRIAGE

The alert arrives; the agent identifies the blast radius and what changed.

CORRELATE

Through xpander connectors and MCP, it pulls real-time data from your logs, metrics, traces, and deploys, and joins evidence across systems that were never designed to talk.

CONCLUDE

A root-cause analysis with the evidence attached, in minutes, posted where your team already works.

ACT, GATED

It drafts the fix and waits. Anything risky needs a named human to say go.

Because it runs inside your VPC, the investigation happens where the data already lives. Telemetry never leaves your perimeter to be analyzed.

How it works

logsconnector
metricsconnector
tracesmcp
deploysconnector
cloud configmcp
ai sre
responderscoped read · named identity
root causeDeploy v2.42.0 cut the DB pool from 20 to 5
evidence
03:14PagerDuty INC-2291
03:15Datadog: checkout-api logs
03:16Deploy diff: v2.42.0
Restart service·DDanaawaiting approvalapproved

TRIAGE

The alert arrives; the agent identifies the blast radius and what changed.

CORRELATE

Through xpander connectors and MCP, it pulls real-time data from your logs, metrics, traces, and deploys, and joins evidence across systems that were never designed to talk.

CONCLUDE

A root-cause analysis with the evidence attached, in minutes, posted where your team already works.

ACT, GATED

It drafts the fix and waits. Anything risky needs a named human to say go.

Because it runs inside your VPC, the investigation happens where the data already lives. Telemetry never leaves your perimeter to be analyzed.

MEMORY

It gets sharper every incident

Every investigation becomes context for the next: what healthy looks like, what broke last quarter, which fix held. The runbook stops going stale, because it’s being lived.

MEMORY

It gets sharper every incident

Every investigation becomes context for the next: what healthy looks like, what broke last quarter, which fix held. The runbook stops going stale, because it’s being lived.

SPEED

Minutes, not war rooms

Time to resolution drops because the investigation starts at machine speed, before the first human joins. Engineers step in to direct and decide, then get back to building.

SPEED

Minutes, not war rooms

Time to resolution drops because the investigation starts at machine speed, before the first human joins. Engineers step in to direct and decide, then get back to building.

GOVERNANCE

Governed by design

01

IDENTITY

The responder is named, and reads with scoped access through your identity provider.

02

POLICIES

Reads are broad, writes are gated; you define what needs a human.

03

BUDGETS

Per incident and per agent; you know what an investigation costs.

04

AUDIT

The entire incident timeline, every query and action, in your logging systems.

GOVERNANCE

Governed by design

01

IDENTITY

The responder is named, and reads with scoped access through your identity provider.

02

POLICIES

Reads are broad, writes are gated; you define what needs a human.

03

BUDGETS

Per incident and per agent; you know what an investigation costs.

04

AUDIT

The entire incident timeline, every query and action, in your logging systems.

See it run

A real alert, the investigation fanning out, the root cause landing in Slack with its evidence.

See it run

A real alert, the investigation fanning out, the root cause landing in Slack with its evidence.

See it run

A real alert, the investigation fanning out, the root cause landing in Slack with its evidence.

The loop

The fix it drafts becomes a task in your Software Factory, with the diagnosis attached. What the factory ships, the SRE watches next.

APPROVALFACTORYPRODUCTIONAI SRETASKSHIPS · WATCHESDIAGNOSES · RETURNS

The loop

The fix it drafts becomes a task in your Software Factory, with the diagnosis attached. What the factory ships, the SRE watches next.

APPROVALFACTORYPRODUCTIONAI SRETASKSHIPS · WATCHESDIAGNOSES · RETURNS

Your environment

Your telemetry stays where it lives; the responder comes to it. VPC, on-premises, air-gapped, or xpander’s cloud. Audit into your SIEM.

Your environment

Your telemetry stays where it lives; the responder comes to it. VPC, on-premises, air-gapped, or xpander’s cloud. Audit into your SIEM.

Your first responder, live in days

Your observability stack, your escalation policy, your first responder running. Your team owns and extends it from there: it’s built from the same platform constructs as everything else on xpander.