Darrow AI vs IBM

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

IBM leads in AI visibility (80 vs 20)
Darrow AI logo

Darrow AI

EmergingLegal

AI Mass Tort Intelligence

AI legal intelligence for mass torts. $91M raised ($60M Series B). Cash-flow positive since 2023. $18B+ in litigation identified. 80 law firms. Founded in Israel.

AI VisibilityBeta
Overall Score
D20
Category Rank
#1 of 1
AI Consensus
66%
Trend
up
Per Platform
ChatGPT
20
Perplexity
13
Gemini
17

About

Darrow AI is a legal intelligence platform that applies machine learning to identify, qualify, and develop mass tort and class action litigation opportunities. Founded to address the inefficiency with which plaintiff law firms discover viable large-scale cases, Darrow ingests public and proprietary data — regulatory filings, court records, news, social signals — and surfaces actionable litigation intelligence that would take armies of paralegals months to compile manually.\n\nThe platform gives plaintiff firms a continuously updated pipeline of mass tort opportunities, complete with damages estimates, claimant population analysis, and expert sourcing support. It targets plaintiff-side litigation boutiques and large personal injury firms that compete on case acquisition and portfolio quality. By quantifying potential case value and identifying optimal entry timing, Darrow helps firms allocate litigation capital more efficiently — a significant advantage in contingency-fee practices where capital deployment decisions directly determine firm economics.\n\nDarrow has identified $18B+ in potential litigation value across its platform and achieved cash-flow positivity since 2023 — a rare distinction for a legal tech startup. With 80 law firm clients and $91M raised including a $60M Series B, Darrow has established itself as the leading AI intelligence layer for mass tort litigation. Its combination of proprietary data pipelines, proven financial sustainability, and deep law firm relationships makes it a durable competitive position in a legal market increasingly won by information asymmetry.

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

20
Overall Score
80
#1
Category Rank
#56
66
AI Consensus
67
up
Trend
up
20
ChatGPT
74
13
Perplexity
71
17
Gemini
84
27
Claude
74
14
Grok
81

Capabilities & Ecosystem

Capabilities

Only Darrow AI
AI Mass Tort Intelligence
IBM is classified as company.

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