Arda vs IBM

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

IBM leads in AI visibility (80 vs 45)
Arda logo

Arda

EmergingAI & Machine Learning

AI Manufacturing Automation

AI for factory operations; $70M raised at $700M valuation from Founders Fund and Accel; founded 2025 by Bob McGrew, former Chief Research Officer at OpenAI who oversaw GPT-4 development.

AI VisibilityBeta
Overall Score
C45
Category Rank
#1 of 1
AI Consensus
63%
Trend
up
Per Platform
ChatGPT
55
Perplexity
49
Gemini
42

About

Arda is an AI company focused on factory operations and manufacturing automation, founded in 2025 by Bob McGrew, the former Chief Research Officer at OpenAI. McGrew's departure from OpenAI to found Arda brought exceptional credibility to the company's technical ambitions: as the executive who oversaw the development of GPT-4 and other foundational models, he brings both the AI research depth and the systems-thinking required to apply frontier AI to the physically complex domain of industrial manufacturing.\n\nArda is building AI systems designed to operate within factory environments — understanding production processes, identifying inefficiencies, predicting equipment failures, and ultimately enabling factories to run with greater autonomy and less reliance on manual oversight. Manufacturing remains one of the most underdigitized and AI-underserved sectors relative to its economic scale, with enormous potential for AI-driven optimization of throughput, quality, energy consumption, and labor allocation across the billions of square feet of factory floor space operating globally.\n\nThe company raised $70 million at a $700 million valuation in its founding financing, backed by Founders Fund and Accel — two of the most selective and high-profile venture firms in Silicon Valley. This valuation and investor caliber at inception reflect the market's conviction that Arda's founding team pedigree and the manufacturing AI opportunity together justify exceptional early-stage pricing. Arda is entering a competitive field that includes both AI-native industrial startups and established automation giants, but its research DNA and backing give it a distinctive foundation from which to pursue the ambitious goal of AI-driven factory intelligence.

Full profile
IBM logo

IBM

LeaderEnterprise Software

General

Armonk NY hybrid cloud and enterprise AI (NYSE: IBM) at $62.8B revenue; $6B+ generative AI bookings, record $12.7B free cash flow 2024, DataStax acquisition for watsonx vector database competing with Microsoft Azure for enterprise AI.

AI VisibilityBeta
Overall Score
A80
Category Rank
#56 of 1158
AI Consensus
67%
Trend
up
Per Platform
ChatGPT
74
Perplexity
71
Gemini
84

About

International Business Machines Corporation (IBM) is an Armonk, New York-based global technology and consulting company — publicly traded on the New York Stock Exchange (NYSE: IBM) as an S&P 500 component — providing hybrid cloud infrastructure, artificial intelligence software, and enterprise IT consulting through approximately 270,300 employees in 170 countries with $62.8 billion in annual revenue. Founded on June 16, 1911, as Computing-Tabulating-Recording Company through a merger orchestrated by financier Charles Ranlett Flint, renamed IBM in 1924 under Thomas Watson Sr., IBM has undergone multiple strategic transformations over its 110+ year history: building the System/360 mainframe platform (1964), launching the IBM PC (1981), selling the PC division to Lenovo (2005, $1.75B), and completing the $34 billion Red Hat acquisition (2019) that repositioned IBM as a hybrid cloud platform company. CEO Arvind Krishna (appointed April 2020) has focused IBM's strategy on three areas: hybrid cloud (powered by Red Hat OpenShift, the enterprise Kubernetes platform), AI (the watsonx platform for enterprise AI model development and deployment), and enterprise consulting. Under Krishna, IBM recorded $12.7 billion in free cash flow in 2024 (a company record), surpassed $6 billion in generative AI bookings since June 2023, and saw the stock price double — trading at all-time highs through 2024-2025. IBM announced the DataStax acquisition in 2025 to deepen watsonx's data layer with AstraDB (vector database for AI applications), DataStax Enterprise (Apache Cassandra), and Langflow (low-code AI agent development).

Full profile

AI Visibility Head-to-Head

45
Overall Score
80
#1
Category Rank
#56
63
AI Consensus
67
up
Trend
up
55
ChatGPT
74
49
Perplexity
71
42
Gemini
84
53
Claude
74
42
Grok
81

Capabilities & Ecosystem

Capabilities

Only Arda
AI Manufacturing Automation
IBM is classified as company.

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