Machina Labs vs Emerson Electric

Side-by-side comparison of AI visibility scores, market position, and capabilities

Emerson Electric leads in AI visibility (87 vs 57)
Machina Labs logo

Machina Labs

ChallengerManufacturing & Industry

AI-Driven Metal Manufacturing

Raised $124M Series C in February 2026 backed by Toyota Woven Capital and Lockheed Martin Ventures, launching its first large-scale intelligent factory producing airframe skins, missile structures, and hypersonic components for the U.S. Air Force.

AI VisibilityBeta
Overall Score
C57
Category Rank
#124 of 272
AI Consensus
81%
Trend
stable
Per Platform
ChatGPT
62
Perplexity
59
Gemini
61

About

Machina Labs is an advanced manufacturing company that has developed a robotic metal forming process combining AI-controlled robotic arms, force sensing, and electromagnetic forming (EMF) to manufacture complex sheet metal parts without traditional stamping dies. Founded in 2019 by former SpaceX engineers Edward Mehr and Babak Raeisinia, the company's Roboforming technology uses two industrial robot arms, each equipped with a force-sensing forming tool, to precisely shape metal sheets into complex 3D geometries through incremental forming movements controlled by AI path-planning algorithms. Dies — which cost $100,000+ and take months to produce — are eliminated entirely.

Full profile
Emerson Electric logo

Emerson Electric

LeaderManufacturing

Industrial Automation

Industrial automation leader transformed by Copeland HVAC divestiture ($14B) and NI test equipment acquisition ($8.2B, 2023); $17.5B FY2024 revenue; 55% AspenTech stake for industrial AI optimization.

AI VisibilityBeta
Overall Score
A87
Category Rank
#4 of 272
AI Consensus
83%
Trend
stable
Per Platform
ChatGPT
87
Perplexity
90
Gemini
88

About

Emerson Electric is a leading global technology and software company focused on industrial automation, process control, and test and measurement solutions, founded in 1890 in Ferguson, Missouri and now headquartered in St. Louis, Missouri, trading on NYSE (EMR). The company generated approximately $17.5 billion in revenues for fiscal year 2024 (ending September 30) under CEO Lal Karsanbhai, who has executed the most dramatic portfolio transformation in Emerson's 130-year history: divesting the InSinkErator and Therm-O-Disc consumer and commercial products businesses, selling a 55% stake in Copeland (HVAC compressors) for $14 billion to create a stand-alone entity, and acquiring National Instruments Corporation (NI) for $8.2 billion in 2023—adding NI's LabVIEW test automation software, PXI modular instruments, and automated test equipment platform to create a differentiated test and measurement capability.

Full profile

AI Visibility Head-to-Head

57
Overall Score
87
#124
Category Rank
#4
81
AI Consensus
83
stable
Trend
stable
62
ChatGPT
87
59
Perplexity
90
61
Gemini
88
54
Claude
85
59
Grok
83

Key Details

Category
AI-Driven Metal Manufacturing
Industrial Automation
Tier
Challenger
Leader
Entity Type
brand
company

Capabilities & Ecosystem

Capabilities

Only Machina Labs
AI-Driven Metal Manufacturing
Only Emerson Electric
Industrial Automation
Emerson Electric is classified as company.

Track AI Visibility in Real Time

Monitor how your brand performs across ChatGPT, Gemini, Perplexity, Claude, and Grok daily.