Architecture

AI-native architecture for infrastructure, cloud, and ITSM.

StackFlow connects cloud resources, infrastructure telemetry, service relationships, incidents, changes, policies, workflows, and AI decisions into one auditable operating model.

Architecture Map Governed AI active
Incident timeline

Signal ingested from observability stack

Graph impact: payments API, 4 services

AI plan requires approval: restart pool

Runbook executed with rollback ready

Agent confidence
96policy aligned
Graph CMDB
Actions

Features

How StackFlow turns fragmented infrastructure, cloud, and ITSM tools into one governed operating model.

The architecture is built around a shared signal layer, graph CMDB, AI decisioning, workflow execution, and governance fabric.

Unified signal intake

Ingest tickets, alerts, traces, logs, cloud events, identity activity, costs, changes, and collaboration updates into one operating layer.

Graph-native context

Resolve every signal against services, owners, dependencies, business impact, policy controls, and change history.

Policy-aware AI

Ground agents in runbooks, knowledge, graph context, confidence thresholds, and approval requirements before action is recommended.

Workflow execution

Coordinate remediation, ticket updates, owner notifications, change gates, rollback plans, and evidence capture across connected tools.

Governance fabric

Record model calls, agent reasoning, approval history, execution results, exceptions, and audit evidence for operational review.

Composable integrations

Connect ITSM, observability, cloud, identity, CI/CD, collaboration, and security systems without forcing rip-and-replace migration.

StackFlow AI Platform

AI that understands your operations and takes governed action.

01

Sense

Ingest alerts, logs, tickets, traces, cloud events, and service health.

02

Graph

Map every signal to services, owners, dependencies, changes, and business impact.

03

Decide

Ground AI in runbooks, policies, prior incidents, and graph context.

04

Act

Execute approved workflows across ITSM, cloud, observability, and collaboration tools.

05

Govern

Audit every AI decision, model call, human approval, and remediation step.

Integration fabric

Connect the tools enterprises already run.

StackFlow is designed to connect ITSM, observability, cloud, identity, CI/CD, collaboration, and security tools without forcing a rip-and-replace migration. Each connector feeds the same graph, AI, workflow, and audit model.

Live connector fabric 12 domains Graph-aware Policy-routed

StackFlow AI Platform

Every connector feeds the same signal, graph, workflow, AI decisioning, and audit model.

SenseGraphDecideActGovern

Service workflow

Tickets, requests, changes, approvals, and collaboration context.

IT ITSM Incidents and requests
JR Jira Engineering work
SL Slack War-room updates
TM Teams Approvals and owners

Observability

Signals, health, topology, escalations, logs, and event context.

PD PagerDuty Escalation state
DD Datadog Metrics and traces
SP Splunk Logs and searches

Cloud and infrastructure

Assets, projects, resources, posture, policy, and cost signals.

AW AWS Accounts and assets
AZ Azure Subscriptions
GC GCP Projects and services

Identity and delivery

Access, deployment events, ownership, controls, and release context.

OK Okta Identity context
GH GitHub Deployments and code
CI CI/CD Release signals

Architecture in practice

Every integration becomes operational context, not just another data feed.

When StackFlow receives a signal, the platform identifies the service, owner, policy boundary, recent changes, customer impact, runbook path, and approval requirements before agents recommend or execute a workflow.

Watch Architecture Demo

Detect

Normalize signals from observability, ITSM, cloud, and collaboration tools into one incident context.

Understand

Use the graph to map dependencies, ownership, risk, service criticality, and change history.

Resolve

Execute approved workflows and capture evidence across tickets, runbooks, notifications, and audit trails.

Resources

Architecture materials for enterprise review.

Use these resources to plan integration scope, operating model, governance controls, and phased implementation.
Architecture brief

StackFlow platform architecture model

Review how StackFlow combines signals, graph intelligence, AI agents, workflows, governance, and connected systems.

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Demo

Architecture walkthrough

See a signal move from ingestion to graph context, AI decisioning, approved remediation, and audit evidence.

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Checklist

Integration readiness checklist

Prepare ITSM, observability, cloud, identity, CI/CD, collaboration, and security connectors for rollout.

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Guide

Governed AI implementation path

Plan phased adoption across infrastructure management, service management, cloud operations, FinOps, and executive reporting.

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