Analyst Report

2026 Market Guide for Network Automation Platforms

Agentic AI is rewriting the network automation playbook. Here’s what Gartner says comes next and where Itential already is.

The latest Gartner Market Guide for Network Automation Platforms documents a fundamental shift in this market. After years of incremental change, Gartner says the category is now entering a period of accelerated innovation and disruption, driven by agentic AI. Probabilistic automation and spec-driven intent are becoming more important than configuration management. Network change configuration management (NCCM) – the long-time anchor of this market – is declining in relevance.

Itential is named as a Representative Vendor in the report. The criteria Gartner uses to define a good Network Automation Platform – deterministic plus probabilistic automation, modular adoption, open APIs and MCP, leveraging existing tools rather than rip-and-replace, and spec-driven workflows – describe what Itential has been building toward for years.

What the 2026 Gartner Market Guide Says

Gartner’s strategic planning assumption: by the end of 2027, 80% of network automation platform vendors will introduce agentic AI capabilities that enable probabilistic automation, up from less than 20% in early 2026.

Gartner’s key findings frame a market in motion. Four points stand out:

Agentic AI is the disruption.

The NAP market is moving from purely deterministic workflows to hybrid models that combine deterministic execution with probabilistic, agentic automation.

Spec-driven intent is the new control point.

Configuration files are no longer the center of gravity. Control is shifting to specifications and manifests that declare intent, coupled with automated testing.

NCCM is declining in relevance.

The traditional NCCM market that exceeded $1B in annual user spend is being bypassed by intent-based models, probabilistic automation, and digital twins.

icon showing multiple silhouettes, symbolizing a team

Most networking is still manual.

Gartner estimates over 65% of enterprise networking activities remain manual, despite nearly every enterprise running multiple network automation tools.

Agentic NetOps software is disrupting the market and will reshape the vendor landscape for network automation platforms.

Gartner, 2026

Configuration Was the Old Control Point. Intent Is the New One.

For most of the last decade, Network Automation Platforms were anchored in configuration management. Network change configuration management – backup, restore, drift detection, gold templates – was the primary reason enterprises invested in commercial automation. The center of gravity was the config file.

Gartner is calling that era over. As platforms increasingly derive configurations dynamically from declared intent, direct configuration management becomes less critical. The platform doesn’t need to manage the config – it needs to satisfy the spec. Control moves up the stack.

This is more than a product update. It’s a category reset. Vendors built around NCCM are now competing in a market where their core capability is becoming a feature, not a category.

From Workflows to Agents

The same shift is happening on the automation side. Deterministic workflows – predefined, structured, GUI-built – were designed for known activities. They break down on complex troubleshooting, multivendor incident resolution, and root-cause analysis where static workflows simply can’t anticipate every scenario.

Agentic NetOps software changes that math. AI agents can reason, plan, and execute within governance boundaries. They handle novel issues without requiring operators to define workflows in advance. Gartner expects this capability to reshape the vendor landscape, and notes that Model Context Protocol (MCP) and open-source projects like NetClaw will further lower the barriers to entry.

VibeOps & Spec-Driven Design

Gartner identifies Spec-Driven Development as an emerging use case – observed today only in the most mature clients, often technology companies – where SREs and developers use AI-native coding tools to provision and troubleshoot infrastructure directly from their native environment. Specifications live in Git. AI agents reason, render plans, and write configurations into CI/CD pipelines with human approvers in the loop.

Gartner has a name for this pattern: VibeOps. It’s exactly the operating model Itential has been engineering for – and the one our customers, partners, and the broader practitioner community have rallied around through the VibeOps Forum. Itential also released Builder Skills in the Anthropic Marketplace for Spec-Driven Development.

What Gartner Says a Good Platform Looks Like

Gartner is specific about what defines a strong Network Automation Platform in this new market. The criteria are worth reading carefully – because they describe what enterprises should expect from any vendor they’re evaluating.

Both Deterministic & Probabilistic Automation

A good NAP supports precise, deterministic workflows when control is required, and intent- or specification-driven automation when reasoning is required. Future-proofing investments means picking platforms that can do both, not one or the other.

Modular, Not All-or-Nothing

Strong platforms deliver capabilities – device configuration, discovery, inventory, topology, digital twin – as discrete, loosely coupled modules sharing a common data model. Enterprises should be able to adopt selectively and expand as they mature, not commit to a full-stack rip-and-replace on day one.

Leverages Existing Investments

Ansible, Python scripts, Terraform, in-house automations – Gartner is clear that good platforms preserve these investments. They integrate with what’s already deployed. They don’t require teams to throw away years of work to get value.

Open APIs & Turnkey Integrations

Gartner recommends platforms with published, open, RESTful APIs that expose at least 80% of platform functionality, along with generally available, supported integrations with ITSM (ServiceNow), observability (Dynatrace, Splunk), and other enterprise systems. Support for spec-driven documents is called out explicitly.

Source of Truth & Digital Twin Integration

Drift detection, compliance validation, configuration remediation, and cost-aware provisioning are first-class platform capabilities, not afterthoughts.

Human-in-the-Loop & Proof-of-Value

Gartner recommends platforms that allow probabilistic automations to be gradually enabled with human-in-the-loop options, and that offer proof-of-value pilots covering at least three diverse, real-world use cases before commitment.

Why Itential Fits This Market Moment

The Itential Platform was architected for exactly the shift Gartner is now describing. We didn’t pivot to agentic operations – we built toward it. Here’s how the platform maps to Gartner’s criteria for a strong NAP:

What Gartner Recommends	How Itential Delivers
Both Deterministic & Probabilistic Automation	FlowAI orchestrates AI reasoning. The Itential Platform executes deterministically. Same control plane.
Modular Adoption	Build, integrate, execute, govern, and operate are independent capabilities sharing one platform. Start where the value is.
Leverage Existing Tools (Ansible, Python, Terraform)	Unified execution across CLI, API, Ansible, Python, OpenTofu, and more – from a single control point. No rip-and-replace.
Open RESTful APIs Exposing 80%+ of Functionality	Fully API-driven platform. Documented, versioned, and reverse-compatible. Plus MCP support via FlowMCP Gateway and Itential MCP Server.
Spec-Driven Document Support	Spec-driven development is a first-class workflow. Specifications live in Git. Agents read, reason, and render. Deterministic execution closes the loop.
Turnkey Integrations (ServiceNow, Dynatrace, Splunk)	Open source, generally available connectors for ServiceNow, CMDBs, telemetry platforms, public clouds, and infrastructure controllers.
Human-in-the-Loop, Gradual Probabilistic Enablement	Every agentic action is governed by RBAC, audit, and approval gates. Trust grows in stages – not all at once.
Multi-Domain, Multi-Vendor	Multi-vendor and multi-domain support across Data center, cloud, campus, WAN, SASE. Cisco, Arista, Juniper, NVIDIA, F5, Palo Alto, and dozens more – across products and OS generations.

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Gartner, Market Guide for Network Automation Platforms, Andrew Lerner, Simon Richard, 29 April 2026.

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