Platform SRE — reliability and change on one record

Platform incidents lack a single operational narrative. Connect PagerDuty and GitHub on the same fabric. Slack waits. Private evals on time-to-linked-PR and RCA completeness. Talk to us when ready.

Duty Clerk stands in one hallway with three keys at three locked mail slots. No cottages.

Who it's for

Head of platform or SRE — multi-tenant ops narratives.

The problem

Internal platform incidents and deploys sit in different tools; agents cannot reuse change and on-call context.

Outcome

Reliability and velocity pulses on one record — live deploy/incident heartbeats, short-term change context, compounding RCA with private evals.

Multi-horizon BI

Platform reliability and velocity pulses: deploy/PR heartbeats, short-term cycle-time context, long-term quality/recovery narratives.

Real-time

Deploy and incident heartbeats from ops connectors (GitHub, PagerDuty) on platform-owned dept.* products. Slack waits (parked).

Short-term

Recent change windows and on-call shift context for error-budget conversations—without treating raw PR volume as vanity DORA theater.

Long-term

Compounded reliability narratives and optional local MIT memory recall of prior platform RCA patterns across on-call cycles.

Engineering performance literature still centers change + recovery signals; agents need lineage, not dashboard vanity. Private evals only.

Workflow map (2026)

Platform incidents lack a single operational narrative. Connect PagerDuty and GitHub on the same fabric. Slack waits. A name in the directory isn't a live connection yet. Not a Datadog replacement.

Platform engSREDevOps manager

Build

PagerDuty and GitHub publish platform incident and deploy events. Slack waits (parked). Not a GA ops connector claim.

Steer

Health and incident tools for platform tenancy.

Compound

Reliability narratives improve each on-call cycle — private evals only.

Learning loop

Reliability narratives improve each on-call cycle — private evals only. Slack waits. A name in the directory isn't a live connection yet.

Questions agents answer

  • What platform incidents affected tenant isolation this week?
  • Which deploys correlate with elevated error budgets on the control plane?
  • Summarize reliability narratives for the last on-call shift.

How it works on I/O Mesh

  1. Step 1

    Instrument platform ops

    PagerDuty and GitHub publish platform incident and deploy events on the operational mesh. Slack waits (parked).

  2. Step 2

    Link enrich internal RCA

    Incident → PR → war-room chains compound without blocking hot-path publish.

  3. Step 3

    MCP platform tools

    Health and incident trace tools scoped to platform tenancy with audit.

  4. Step 4

    Private reliability evals

    Measure time-to-linked-PR and similar-incident recall on platform needles.

Departments

  • Engineering
  • Ops
  • Platform
Operational mesh

dept.* stream patterns

  • dept.engineering.events.pagerduty
  • dept.engineering.events.github
Browse data product catalog →

What ships today

  • Ops connectors for on-call and change (PagerDuty, GitHub) — Slack waits
  • Link enrich and private eval harness
  • A name in the directory isn't a live connection yet

Governed MCP tools

  • trace_incident
  • summarize_health
  • compose_operational_mesh
Typical company stage
enterprise
Evaluation path
Connect PagerDuty and GitHub on the same fabric. Slack waits. Private evals on time-to-linked-PR and RCA completeness. Zendesk optional later — not Stage 0 required. Talk to us when ready.

Recommended connectors

  • PagerDuty
  • GitHub

Each live connector bills as a usage meter — install from Integrations after signup.

Related solutions

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