Autonomous Change Execution
Plan, rehearse, and dispatch changes across complex IT estates without handing the keyboard back to a human. Every action is rehearsed against the twin before it runs.
General Cognitions is building simulation-driven autonomous ITOps: digital twins and agents that hold a live model of the estate, rehearse every change against it, and execute through the tools your team already runs. No more keyboard handed back to a human at the moment of action.
IT estates have outgrown the humans operating them. Headcount cannot scale with estate complexity, and the tools meant to help (monitoring, AIOps, traditional automation) still require a human to act on the alert.
Every CIO survey in the last three years places “automation of operations” in the top three priorities. The Gartner AIOps market is roughly $2B and growing ~15% annually; the broader IT operations software market is north of $30B. The spend is there. The products under-deliver because they stop short of execution.
The missing primitive is a live, high-fidelity model of the estate that autonomous agents can reason against, rehearse in, and act through, safely.
Global annual spend on tooling that still hands the keyboard back to a human.
Compounding annually, a $2B segment chasing the autonomous-execution gap.
Three years running, “automation of operations” sits in the top three priorities.
Modern IT infrastructure is too complex to operate manually. The tools meant to help (observability, ticketing, scripting) are reactive by design and depend on a human to close the loop.
Today's operational stack is three layers in series, with a person standing in the gaps. Each handoff imposes latency, judgement load, and risk. Drift returns. The chain runs again.
┌──────────────────────────────────┐ ┌──────────────────────────────────┐ ┌──────────────────────────────────┐ │OBSERVABILITY · METRICS / SIEM │ │HUMANS · NOC · CONTEXT · ROUTE │ │SCRIPTS/TOOLS · RMM · RUNBOOK │ │INGEST · NORMALIZE · ALERT STORM │ ──▶ │TRIAGE · CHAT · TRIBAL KNOWLEDGE │ ──▶ │EXECUTE PLAYBOOK · PARTIAL CONTROL│ │"SOMETHING IS WRONG" · NO OWNER │ │"FIGURE IT OUT" · GUESS / ROUTE │ │"TRY TO FIX IT" · HOPE / PRAY │ │SIGNALS RICH · CAUSALITY POOR │ │QUEUES DEEP · MODEL ABSENT │ │PATCH SHIPS · DRIFT RETURNS │ └──────────────────────────────────┘ └──────────────────────────────────┘ └──────────────────────────────────┘ ▲ │ │ ▼ └─────────────────────────────────DRIFT RETURNS · HUMAN GAPS · LOOP REOPENS─────────────────────────────────┘
a fourth layer · the one that closes the loop
A system that understands the environment and can safely act on it.
Not a faster ticket queue. Not a smarter dashboard. A simulation-driven autonomous layer that holds a live model of the estate, rehearses every change against it, and executes through the tools your team already runs.
The platform is built as a stack. Each layer feeds the one above it. Telemetry becomes a model. The model becomes a rehearsal surface. The rehearsal becomes a safe production change. The change becomes new telemetry.
Continuous capture from PSA, RMM, SIEM, cloud control planes, identity, backup, network, and endpoint telemetry. Normalised into a single estate graph.
A live, high-fidelity model of the estate covering assets, dependencies, identities, policies, configurations, and the desired state the agent reconciles against.
A sandboxed plane where agents rehearse changes against the twin, simulate blast radius, and validate outcomes before any action touches production.
Specialised agents reason against the twin, plan, rehearse, then dispatch changes through the same RMM, automation, and scripting tools your team already operates.
Plan, rehearse, and dispatch changes across complex IT estates without handing the keyboard back to a human. Every action is rehearsed against the twin before it runs.
A continuous loop. The agent compares observed state to desired state across the estate and reconciles the gap across configuration, policy, identity, patch level, backup posture.
When a SIEM, RMM, or endpoint signal fires, the agent triages against the twin, determines blast radius, executes the safe path, and writes the action back into the estate record.
The agent acts through the tools your team already pays for. We do not replace your stack; we operate it. Below is a non-exhaustive matrix of supported connector classes and representative vendors.
| class | surface area | representative vendors | status |
|---|---|---|---|
| Professional Services Automation (PSA) | service desk & ticketing | ConnectWise · Autotask · HaloPSA · SuperOps | |
| Remote Monitoring & Management (RMM) | endpoint fleet & agents | NinjaOne · Datto RMM · Kaseya VSA · N-able · Atera | |
| Security Information & Event Management (SIEM) | security telemetry | Splunk · Microsoft Sentinel · Elastic · Sumo Logic | |
| IT Automation & Orchestration | orchestration & scripts | Ansible · PowerShell · Bash · Rewst · Tines | |
| Cloud & Hybrid Data Backup | data protection | Veeam · Acronis · Druva · Rubrik | |
| Business Continuity & Disaster Recovery (BCDR) | disaster recovery | Datto BCDR · Axcient · Cohesity · Zerto | |
| Email Security & Secure Email Gateway | email gateway | Proofpoint · Mimecast · Abnormal · IRONSCALES | |
| Unified Communications & Collaboration | collab & scheduling | Microsoft 365 · Google Workspace · Slack · Teams | |
| Identity & Access Management (IAM) | directory & access | Okta · Entra ID · JumpCloud · Duo |
excerpt · chapter 04 · pages 12–14
Monitoring tells you something is wrong. AIOps clusters the noise. Traditional automation runs the script you wrote last quarter. None of them close the loop without a human in the chair.
General Cognitions ships the missing primitive: a desired-state model of the IT estate that an agent continuously reconciles against reality. Every change is rehearsed against the twin before it runs. Every reconciliation is written back. Every action is auditable. The keyboard does not get handed back.
This is the first autonomous change-execution platform: a self-driving layer for IT operations that executes changes, reconciles drift, and remediates incidents without human intervention.
┌──────────────────────────┐ ┌──────────────────────────┐ │LIVE ESTATE · RUNTIME │ ───────────────── DRIFT · DIFF · RECON ──────────────────▶│DIGITAL TWIN · GRAPH │ └────────────┴─────────────┘ └────────────┬─────────────┘ ▲ │ │ EXECUTE · REHEARSED · AUDITED REASON · PLAN · CONSENT │ │ NO SHADOW RUN · TOOL BRIDGE ONLY ▼ ┌────────────┬─────────────┐ ┌────────────┴─────────────┐ │CHANGE / ACTION · TOOLS │◀──────────── REHEARSE · BLAST · CONSENT GATE ─────────────│AUTONOMOUS AGENT · CORE │ └──────────────────────────┘ └──────────────────────────┘
We are deploying the platform with a small set of partner estates running complex, multi-tenant IT operations. If that describes you, we want to hear about your environment and the changes you are tired of running by hand.