Top AI Infrastructure & Models Companies by Revenue 2026

12 companies ranked by revenue, market share, and AI visibility — including Harmonic, MatX, Skild AI

2
Silver

MatX

AI chip startup by ex-Google TPU engineers raised $500M+ Series B in Feb 2026 led by Jane Street; chips target 10x Nvidi...

$500M
1
Champion

Harmonic

Math AI research startup raised $295M total at $1.45B valuation; Aristotle model solved 5/6 IMO 2025 problems with formal verification; 96.8% on code ...

$295M
3
Bronze

Skild AI

Universal robot brain startup raised $1.4B Series C at $14B valuation in Jan 2026 led by SoftBank with Nvidia and Bezos;...

$1400M

Complete Rankings

#1
Harmonic
💰 $295M

Math AI research startup raised $295M total at $1.45B valuation; Aristotle model solved 5/6 IMO 2025 problems with formal verification; 96.8% on code generation benchmark

#2
MatX
💰 $500M

AI chip startup by ex-Google TPU engineers raised $500M+ Series B in Feb 2026 led by Jane Street; chips target 10x Nvidia for LLM training; shipping 2027 via TSMC

#3
Skild AI
💰 $1400M

Universal robot brain startup raised $1.4B Series C at $14B valuation in Jan 2026 led by SoftBank with Nvidia and Bezos; $30M 2025 revenue; deployed at Foxconn

#4
E2B
💰 $21M

AI code sandbox infra used by 88% of Fortune 100; raised $21M Series A in Jul 2025 led by Insight Partners; hundreds of millions of sandbox sessions processed

#5
Convai
💰 $5M

Conversational AI for game NPCs backed by NVIDIA ACE partnership; $5M raised from Dune Ventures and others; 41 employees; powers lifelike characters in games

#6
Doubao

ByteDance's AI chatbot with 100M+ DAU and 226M MAU leading China's AI market; Doubao 2.0 launched Feb 2026 claiming GPT-5.2-level reasoning at 10x lower cost

#7
World Labs
💰 $1000M

Fei-Fei Li's spatial AI startup raised $1B in Feb 2026 (investors: AMD, Autodesk, NVIDIA); launched Marble generative world model; total funding ~$1.2B

#8
Seldon
💰 $39M

Open-source ML deployment platform for Kubernetes; raised $39M total including $20M Series B in 2023; serves PayPal, J&J, Audi, Experian; London-based

#9
Etched
💰 $500M

Transformer-specific ASIC startup raised $500M at $5B valuation in Jan 2026; Sohu chip claims 20x Nvidia H100 inference speed; fabricated on TSMC 4nm

#10
LiveKit
💰 $100M

Real-time voice/video infra powering ChatGPT Voice Mode, xAI, Meta, Spotify; raised $100M Series C at $1B valuation in Jan 2026; total funding $183M

#11
DeepL
💰 $185M

German AI translation leader with $185M revenue in 2024; raised $300M Series C at $2B valuation; exploring $5B IPO in 2026; 1,570 employees

#12
Exa AI
💰 $85M

AI search API raised $85M Series B at $700M valuation in Sep 2025 backed by Nvidia and Benchmark; revenue hit $10M, up 1,010% YoY

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