Machina Labs vs Carbon Robotics

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

Carbon Robotics leads in AI visibility (79 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
Carbon Robotics logo

Carbon Robotics

LeaderRobotics

General

Seattle precision ag laser weeding robot in 14 countries eliminating 10B+ weeds; $177M total ($70M Series D 2024 + $20M Series D-2 Giant Ventures) with LPM trained on 40M+ plants competing with Blue River Technology for herbicide-free precision we...

AI VisibilityBeta
Overall Score
B79
Category Rank
#20 of 272
AI Consensus
90%
Trend
stable
Per Platform
ChatGPT
83
Perplexity
80
Gemini
81

About

Carbon Robotics is a Seattle, Washington-based precision agriculture robotics company — backed with $177 million in total funding including a $70 million Series D in 2024 and a $20 million Series D-2 extension led by Giant Ventures — providing specialty crop farmers with the LaserWeeder: the world's first commercial AI-powered laser weeding robot that eliminates weeds using high-powered lasers guided by computer vision without chemical herbicides or manual labor. Operating in 14 countries across North America, Europe, and Australia, owned and operated by 100+ growers, with 10+ billion weeds eliminated since 2022, Carbon Robotics' Large Plant Model (LPM) — trained on 40+ million labeled plants from three continents — enables real-time identification and precision destruction of weeds growing between crop rows. Named to the 2024 CNBC Disruptor 50 and TIME's Top GreenTech Companies of 2024. Founded in 2018 by Paul Mikesell in Seattle.

Full profile

AI Visibility Head-to-Head

57
Overall Score
79
#124
Category Rank
#20
81
AI Consensus
90
stable
Trend
stable
62
ChatGPT
83
59
Perplexity
80
61
Gemini
81
54
Claude
81
59
Grok
84

Key Details

Category
AI-Driven Metal Manufacturing
General
Tier
Challenger
Leader
Entity Type
brand
brand

Capabilities & Ecosystem

Capabilities

Only Machina Labs
AI-Driven Metal Manufacturing

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