AI Models

MatX

Chips optimized for large language models

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Pricing · PaidRising
The FalcoScan Intel PanelMatX · AI Models
Data updated 2 November 2026
Opportunity
High
Band
Saturation
Open
Band
Wrapper risk
Low
Band
Momentum
Rising
Market trend

AI Models AI has a narrow moat on average, from the moat scores of its rated products. What protects AI Models AI tools, and the widest moats

The Brief

What MatX does

MatX designs chips for large language models, led by its MatX One chip for training, reinforcement learning, inference prefill and inference decode. It is built for frontier AI labs running large mixture of experts and dense models, and the site says small models, convolutions and recommenders are not its target. Named design features include high FLOPS per mm², weights stored mainly in SRAM for low latency, KV caches held mainly in HBM for long context, scale up and scale out interconnect for large clusters, and a programming model that gives direct control over the hardware. MatX does not publish pricing; interested labs contact the company directly.

How MatX compares with its closest alternatives

None of the 5 closest alternatives has a free plan, and neither does MatX. 1 of the 5 offers an API; FalcoScan's records show none for MatX. MatX offers hardware. Of the alternatives, all 5 offer hardware. MatX was founded in 2022; the alternatives were founded between 2016 and 2022, 4 of them earlier. MatX is based in Mountain View, United States; 1 of its 5 alternatives is in the United States too, and the others in South Korea, Canada and China.

Market position · AI Models

How MatX compares in AI Models

MatX has high opportunity and sits in the middle third of 455 live AI Models tools on FalcoScan. Across AI Models, the average opportunity score is 74.6 and the average saturation score 30.5. FalcoScan rates MatX's own market position as open. 200 of the 455 operating AI Models tools have hot momentum, and FalcoScan has recorded 13 shutdowns in the category.

MatX compared with its closest alternatives
ProductOpportunitySaturationPricingPricing fromFree planAPIPlatformsMomentum
MatXFounded 2022 · Mountain View, United StatesHighOpenPaid—NoNoHardwareRising
EtchedFounded 2022 · Cupertino, United StatesHighOpenPaid—NoNoHardwareRising
FuriosaAIFounded 2017 · Seoul, South KoreaHighOpenPaid—NoNoHardwareRising
RebellionsFounded 2020 · Seoul, South KoreaHighOpenPaid—NoNoHardwareRising
TenstorrentFounded 2016 · Toronto, CanadaHighOpenPaid—NoYesHardwareRising
CambriconFounded 2016 · Beijing, ChinaModerateOpenPaid—NoNoHardwareStable

Exact opportunity and saturation scores for all 6 of these, and where each ranks in AI Models.

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What it ships with

Capabilities & who uses it

The capabilities MatX exposes to builders and the verticals it currently serves.

AI Capabilities
Hardware Acceleration
Industry Verticals
CloudInfrastructure
Tagged

MatX shows up when builders search for these

ai-chipsllm-siliconhardwarefrontier
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Alternatives to MatX

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Featured in
Questions

MatX: common questions

Is MatX free?

No. MatX is a paid product.

What are the best alternatives to MatX?

The closest alternatives to MatX that are still running, matched on the AI capabilities, uses and audience they share, are Etched, FuriosaAI, Rebellions, Tenstorrent, and Cambricon.

Is MatX still running?

Yes. As of 2 November 2026, FalcoScan lists MatX as operating at matx.com.

Where is MatX based?

MatX is headquartered in Mountain View, United States.

Does MatX have an API?

FalcoScan's records show no public API for MatX.

Who is MatX for?

MatX is built for enterprises, cloud providers, and ai labs.

How do I sign in to MatX?

Sign in on MatX's own website, matx.com. FalcoScan reviews MatX but does not run its accounts, so logins, passwords and billing are handled by MatX directly.

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