Fireworks AI vs IBM

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

IBM leads in AI visibility (80 vs 29)
Fireworks AI logo

Fireworks AI

EmergingAI Infrastructure

AI Inference Platform

Fireworks AI (ex-Meta PyTorch) reached ~$315M ARR at $4B valuation, serving 10K+ customers at 10T+ tokens/day on $327M raised; fastest open-model inference.

AI VisibilityBeta
Overall Score
D29
Category Rank
#2 of 2
AI Consensus
51%
Trend
up
Per Platform
ChatGPT
39
Perplexity
35
Gemini
20

About

Fireworks AI is a high-performance AI inference platform founded in San Francisco by veterans of Meta's PyTorch team. The company was built to solve a critical gap in the AI infrastructure market: making large language model inference fast enough, cheap enough, and reliable enough for production-scale applications. Fireworks AI's founding team brings direct experience building the open-source deep learning framework that underlies much of the industry's AI work.\n\nThe platform offers access to a broad model library — including open-source models like Llama and Mixtral, as well as Fireworks' own optimized variants — served through a high-throughput API optimized for low latency and high concurrency. Key differentiators include custom model fine-tuning and serving, function calling, and structured output generation, along with pricing that can be dramatically lower than hyperscaler alternatives for high-volume workloads. Customers range from AI-native startups building inference-heavy products to enterprises migrating workloads from OpenAI or Anthropic to open models.\n\nFireworks AI has achieved approximately $315 million in annualized recurring revenue and processes over 10 trillion tokens per day — metrics that place it among the leading independent AI inference providers. The company reached a $4 billion valuation after raising $327 million in total funding. With 10,000+ customers, Fireworks AI is benefiting from the rapid growth of open-weight model adoption as organizations seek to reduce AI infrastructure costs while maintaining performance.

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

29
Overall Score
80
#2
Category Rank
#56
51
AI Consensus
67
up
Trend
up
39
ChatGPT
74
35
Perplexity
71
20
Gemini
84
39
Claude
74
38
Grok
81

Capabilities & Ecosystem

Capabilities

Only Fireworks AI
AI Inference Platform
IBM is classified as company.

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