Linde plc vs CropX

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

Linde plc leads in AI visibility (74 vs 44)
Linde plc logo

Linde plc

LeaderManufacturing

Enterprise

Dublin world's largest industrial gas company (NYSE: LIN) at $33B 2024 sales; 25.9% ROC, 29.5% op margin, $9.4B operating cash flow, semiconductor electronics gases + clean hydrogen competing with Air Liquide.

AI VisibilityBeta
Overall Score
B74
Category Rank
#214 of 290
AI Consensus
45%
Trend
up
Per Platform
ChatGPT
78
Perplexity
68
Gemini
65

About

Linde plc is a Dublin, Ireland-incorporated global industrial gas and engineering company — publicly traded on the New York Stock Exchange (NYSE: LIN) as an S&P 500 Materials component and the world's largest industrial gas company by revenue and market capitalization — producing, distributing, and marketing atmospheric gases (oxygen, nitrogen, argon), process gases (hydrogen, helium, carbon dioxide, acetylene), and specialty gases for semiconductor manufacturing, healthcare, food and beverage, steel production, chemical processing, and energy applications through approximately 65,000 employees in 100 countries. In fiscal year 2024, Linde reported $33 billion in revenue, 25.9% return on capital (ROC), 29.5% operating margin, 10% EPS growth, $9.4 billion in operating cash flow, and returned $7.1 billion to shareholders through dividends and share repurchases — demonstrating industry-leading profitability metrics that reflect Linde's combination of long-term supply contracts, pricing power in specialty applications, and operational efficiency. Linde was formed from the $90 billion merger of Linde AG (Germany) and Praxair (US) completed in 2018, creating a combined industrial gas leader that nearly matches the scale of the other two major global industrial gas companies (Air Liquide and Air Products) combined. CEO Sanjiv Lamba leads Linde's strategy of expanding clean hydrogen production for energy transition, electronics gases supply for semiconductor manufacturing capacity additions, and healthcare oxygen delivery in emerging markets.

Full profile
CropX logo

CropX

ChallengerAgriculture

Soil Sensing

$3.5M annual revenue 2025; $86.1M total funding (Series C Oct 2023); deployed in 60+ countries; acquired Regen adding 130K acres; 134 employees; precision agriculture market $8.7B 2024; subscription-based model

AI VisibilityBeta
Overall Score
C44
Category Rank
#1 of 1
AI Consensus
55%
Trend
stable
Per Platform
ChatGPT
45
Perplexity
35
Gemini
53

About

CropX was founded in 2014 in Tel Aviv, Israel, with the mission of helping farmers improve crop yields and reduce resource consumption through precision agriculture technology. The company developed soil sensing hardware and analytics software that translate subsurface soil data into actionable irrigation and nutrient management recommendations, enabling farms of any size to optimize inputs based on actual field conditions rather than generalized agronomic guidelines.\n\nCropX's platform combines wireless soil sensors that measure moisture, temperature, and electrical conductivity at multiple depths with a cloud-based analytics engine that integrates weather data, satellite imagery, and farm management records. Recommendations are delivered via a mobile app, enabling farm managers to make data-driven irrigation decisions in real time. The 2023 acquisition of Regen added 130,000 acres of managed farmland to its platform and expanded its capabilities in carbon and regenerative agriculture. CropX is deployed in 60+ countries across a diverse range of crops and farm types.\n\nCropX has raised $86.1M in total funding, including a Series C in October 2023, and has grown to serve 20,000+ customers with a team of 134 employees. The company's international deployment footprint — spanning North America, Europe, Australia, and emerging agricultural markets — reflects the universal applicability of data-driven soil management. CropX sits at the intersection of precision agriculture, water conservation, and sustainable farming, three of the highest-priority investment themes in global food systems.

Full profile

AI Visibility Head-to-Head

74
Overall Score
44
#214
Category Rank
#1
45
AI Consensus
55
up
Trend
stable
78
ChatGPT
45
68
Perplexity
35
65
Gemini
53
85
Claude
52
84
Grok
42

Capabilities & Ecosystem

Capabilities

Only CropX
Soil Sensing

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