How We Compare

Brain vs. the incumbents.

Honest comparison against Siemens TIA + Eigen, Rockwell FactoryTalk + Studio Copilot, Beckhoff TwinCAT + CoAgent, CODESYS + MCP, and Schneider EcoStruxure. No spin. No strawmen.

The Competition

The five platforms that own the factory floor today.

Siemens TIA Portal + Eigen

Market leader in Europe

  • 80%+ install base in heavy industry
  • Eigen Engineering Agent generates PLC logic, HMI, and device config
  • Cloud-only, no plugin SDK, no published safety model

Rockwell FactoryTalk + Studio Copilot

Market leader in North America

  • Strong SCADA integration
  • Domain-specific SLM (NVIDIA Nemotron Nano)
  • SaaS-only, vendor-billed AI

Beckhoff TwinCAT + CoAgent

Windows-based real-time

  • Most flexible hardware integration
  • Multi-agent architecture with PLC/IO/HMI agents
  • MCP-native across the platform

CODESYS + MCP Server

Open hardware abstraction

  • Strong in OEM machine building
  • Official MCP server (ElectroTEC Pioneer 2026 nominee)
  • No vertical integration, no plugin SDK

Schneider Electric EcoStruxure

Global #3 in PLC market share

  • Strong in process and energy
  • EcoStruxure AI Engine in early rollout
  • Cloud-dependent, broad portfolio, no integrated AI cabinet

Feature Matrix

Feature by feature.

No marketing. No asterisks. A direct side-by-side of what each platform ships today.

FeatureBrainSiemensRockwellBeckhoffCODESYSSchneider
Autonomous AI agent (not just autocomplete)limitedlimitedlimitedlimited
Plugin SDK (Python)limited
MCP server
5-tier safety authorization
Knowledge base (RAG over manuals)
Approve & Remember (rule learning)
Self-learning vision AIlimited
Air-gapped operation
Multi-provider AI (BYOK)
Vertically integrated cabinet
Natural language → PLC programlimited
Auto-generated wiring diagrams
Forever license (no maintenance)
Integrated HMI Builder
IEC 61131-3 compliance
Firmware OTA updateslimitedlimitedlimitedlimitedlimited
Commissioning agent (I/O checkout, PID tune, FAT/SAT)Brain Commissioning Agent: ships 2026.
Evidence-backed diffs and impact analysislimitedlimitedlimitedlimited
Backup/restore, audit trail, degraded-mode operationlimitedlimitedlimitedlimitedlimited
Generate → Validate → Commission → Run → Recover (integrated closed loop)
Total cost (PLC + HMI + SCADA + engineering software)Methodology: see price-comparison page (#).€5,000€15,000–25,000€15,000+€10,000+€5,000+€12,000+
Supported
Not supported
limitedPartial support

Brain Advantages

What you only get with Brain.

Each Brain capability is delivered by one of five specialized agents. See Agents →

01

Autonomous agent, not autocomplete

Siemens Copilot suggests code. You still have to read it, edit it, test it, deploy it. Brain's agent does all four — generates, tests in simulation, deploys with rollback, and monitors the result. It's an engineer, not a typing assistant.

02

Plugin ecosystem competitors can't match

No Siemens, Rockwell, Beckhoff, or CODESYS installation lets a third party drop a Python file in and have the system's AI use it. Brain does. Your domain expertise becomes tools the agent uses automatically.

03

Vertically integrated, not assembled

Siemens ships the PLC. SCADA is another vendor. HMI panel is another. Engineering workstation license is another. Integrator is another. Brain ships one cabinet. One supplier. One support line.

04

Forever license + optional subscriptions

Siemens TIA Portal requires maintenance contracts. Rockwell charges per feature. Brain's hardware is forever. Subscriptions are optional and cover only cloud features.

05

5-tier safety from the start

Nobody else has codified the 'what if the AI does something dumb' question into a safety model. Read / Inform / Configure / Control / Safety-Critical — with auto-lock and emergency stop. It's not a feature. It's the foundation.

Closed Loop

Brain runs the closed loop. The incumbents only run pieces.

Generate — every platform now has some form of AI code generation.

Validate — only Brain shows you the impact of every change before deploy.

Commission — only Brain has a dedicated commissioning agent.

Run — five-tier safety authorization is unique to Brain.

Recover — Brain keeps running when AI, network, or backend fails.

The incumbents will catch up on code generation. They cannot easily catch up on the closed loop, because their architectures were never designed to be one system.

Run and Recover are explained in detail at Reliability →

Reliability

Reliability is the new buying filter.

The market is shifting from “best AI features” to “trustworthy AI in production”. Brain ships with hardware watchdogs on every I/O board, immutable audit trails, full backup/restore, and degraded-mode operation that keeps the PLC running when AI, network, or backend fails. See /reliability.

Where They Still Win

Where the incumbents have an advantage.

We refuse to pretend Brain wins on every dimension. Here's where the incumbents genuinely lead — today.

01

Install base

Siemens TIA Portal is on 2+ million machines. Training, support, spare parts, integrators — the ecosystem is massive. Brain is shipping its first production cabinets in 2026. Your factory engineers probably already know Siemens. Retraining is real work.

02

Hardware breadth

Brain Core covers 64 I/O points, Brain Pro covers 220, and Brain Gateway connects to legacy field buses. For specialty I/O like EtherCAT motion or 10kV switching, you're pairing Brain with their hardware today.

03

Certification status

TÜV-certified SIL 3 safety PLCs exist in Siemens, Beckhoff, and Phoenix Contact lineups. Brain is pursuing IEC 61508 and 62443 certification.

Choose Brain When...

Brain is the right choice when:

Choose Brain

  • You're building new machines and want a modern stack
  • You want AI capabilities no incumbent offers
  • You value vendor consolidation and forever licenses
  • You build OEM machines and want a plugin platform
  • You run air-gapped environments that need local AI
  • You're starting from scratch on a factory floor

Choose the incumbent when

  • Your team is deeply trained in a specific stack
  • You need SIL 3 safety certification today
  • You require specific field bus hardware Brain doesn't yet support
  • Your factory runs 20-year-old PLCs you want to keep using

Migration

You don't have to rip and replace.

Brain speaks every major industrial protocol: Modbus RTU/TCP, OPC UA, SparkPlug B, MQTT. You can add Brain as an intelligent supervisor over existing Siemens / Rockwell / Beckhoff PLCs. Let Brain monitor, diagnose, and optimize. Keep your certified safety logic on the incumbent. Migrate machine by machine, not factory by factory.

01

Observe

Brain connects over Modbus / OPC UA. Read-only. Monitors existing PLCs without touching them.

02

Advise

Agent diagnoses issues, suggests optimizations. Operators still drive, Brain just listens and recommends.

03

Supervise

With operator approval, Brain can write setpoints and start sequences on the incumbent PLC.

04

Replace

When the incumbent hardware hits end-of-life — or when you want to keep it but add AI on top — swap to Brain I/O or stay on legacy hardware via Brain Gateway.

Where Brain Wins on Integration

One cabinet, one price.

ComponentSiemens stackBrain
PLCS7-1500 (€3,000+)Included
HMI panelComfort Panel (€2,500+)Included
SCADAWinCC (€5,000+ per seat)Included
EngineeringTIA Portal Professional (€3,000+ per seat per year)Included
AI CopilotEigen subscriptionIncluded
Vision systemSeparate hardware + software (€5,000+)Included
Total€18,500+ first year, €3,000+ recurring€5,000 forever

Air-gapped · EU AI Act-aligned · Five-tier safety authorization · Full audit trail.

See Brain on your own floor.

BOOK A DEMO →