How We Compare

Brain vs. the incumbents.

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

The Competition

The four platforms that own the factory floor today.

Siemens TIA Portal + Copilot

Market leader in Europe

  • 80%+ install base in heavy industry
  • Copilot is a code assistant in the IDE
  • No autonomous agent, no plugin SDK

Rockwell FactoryTalk / Studio 5000

Market leader in North America

  • Strong SCADA integration
  • Limited AI features (analytics only)
  • No natural-language PLC generation

Beckhoff TwinCAT + CoAgent

Windows-based real-time

  • Most flexible hardware integration
  • CoAgent is early-stage AI tooling
  • No production AI agent

CODESYS + MCP

Open hardware abstraction

  • Strong in OEM machine building
  • MCP integration is experimental
  • No vertical integration

Feature Matrix

Feature by feature.

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

FeatureBrainSiemensRockwellBeckhoffCODESYS
Autonomous AI agent (not just autocomplete)limited
Plugin SDK (Python)limited
MCP serverexperimental
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 updateslimitedlimitedlimitedlimited
Supported
Not supported
limitedPartial support

Brain Advantages

What you only get with Brain.

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.

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 6 months young. Your factory engineers probably already know Siemens. Retraining is real work.

02

Hardware breadth

Rockwell has 30 years of I/O variety. Beckhoff covers every field bus on earth. Brain I/O covers the 220 I/O points most cabinets need, but if you need specialty (EtherCAT, PROFINET native, 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. Not there yet. If you need functional safety today, Brain is the operator HMI and AI layer on top of a certified safety PLC, not a replacement for one.

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, swap it for Brain I/O. Same protocols, more capability.

See Brain on your own floor.