Manifold Freight vs IBM

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

IBM leads in AI visibility (80 vs 37)
Manifold Freight logo

Manifold Freight

EmergingLogistics & Supply Chain

General

Seattle spot freight marketplace for trucking carriers increasing load margins 30%; YC W24 $2.4M from ex-Convoy engineering leaders competing with DAT and Truckstop for asset-based carrier load matching and rate intelligence.

AI VisibilityBeta
Overall Score
D37
Category Rank
#637 of 1158
AI Consensus
60%
Trend
up
Per Platform
ChatGPT
35
Perplexity
33
Gemini
46

About

Manifold Freight is a Seattle-based spot freight marketplace for asset-based carriers — backed by Y Combinator (W24) with $2.4 million raised including a $1.9 million seed round in May 2024 from New Stack Ventures and Y Combinator — aggregating spot market load opportunities across freight broker networks and digital freight platforms to help trucking carriers find and win spot loads that increase their margins by 30% through better load matching, rate insights, and direct shipper connections. Founded in 2024 by Andrew Huff and Oliver Jones (former engineering leaders at Convoy, the AI freight network that reached $4 billion valuation before winding down in 2023), Manifold reached $5,100 in monthly revenue within just 2 months of launch, demonstrating rapid early product-market fit in the carrier-facing freight technology segment.

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

37
Overall Score
80
#637
Category Rank
#56
60
AI Consensus
67
up
Trend
up
35
ChatGPT
74
33
Perplexity
71
46
Gemini
84
48
Claude
74
43
Grok
81

Key Details

Category
General
General
Tier
Emerging
Leader
Entity Type
brand
company

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