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AI inference

Running trained models to answer requests, together with the chips, schedulers and serving software used to do it cheaply and quickly.

Current stories

buildConfirmed3 publishers

Broadcom reportedly arranges more than $50B in lender financing for OpenAI's Jalapeno chip

Broadcom is arranging more than $50 billion in financing for OpenAI's Jalapeno chip, according to Bloomberg. The talks have not settled a borrower or security, so the risk of a chip still in development could sit with OpenAI, Broadcom or the lenders.

Perspective Coverage

4 publishers
Builder
Builder 16%
Operator
Operator 21%
Investor
Investor 63%

Reality

Evidence45
Adoption10
Hype gap+25
Incentives55
Confidence50
investOne report1 publisher

GMI Cloud borrows two-thirds of its $668 million raise to expand GPU capacity

GMI Cloud raised $668 million, two-thirds of it through a $445 million credit facility led by CTBC and the rest as a $223 million Series B. Repaying debt on that scale depends on the more than $600 million in contracted annual revenue GMI reports and on how quickly it puts GPUs into production to serve it.

Publishers:pulse2.com

Reality

Evidence35
Adoption50
Hype gap+20
Incentives65
Confidence40
investConfirmed5 publishers

Groq raises $350M at half its 2025 price, with Nvidia on the cap table

The inference challenger now sells Nvidia clusters and takes Nvidia money. Buyers who priced in a non-Nvidia alternative should re-read their renewal terms.

Perspective Coverage

5 publishers
Builder
Builder 19%
Operator
Operator 33%
Investor
Investor 48%

Reality

Evidence68
Adoption40
Hype gap+25
Incentives72
Confidence65
investConfirmed7 publishers

OpenAI's first chip beat merchant silicon in 16 months. The moat was never the fab

Jalapeno's lead is measured against last generation and the volumes are tiny, but a first-pass ASIC clearing Nvidia, AMD and Google parts reprices the design barrier, not the supply chain.

Perspective Coverage

7 publishers
Builder
Builder 30%
Operator
Operator 24%
Investor
Investor 46%

Reality

Evidence50
Adoption8
Hype gap+40
Incentives65
Confidence55
investConfirmed9 publishers

Six customers underwrite Broadcom's $230bn AI chip target for 2028

Custom silicon made up 73% of the $16.7bn AI quarter. Hock Tan says that line doubles twice by fiscal 2028. He has already secured wafers and memory through 2028 to serve promises only six buyers have made.

Perspective Coverage

9 publishers
Builder
Builder 14%
Operator
Operator 21%
Investor
Investor 65%

Reality

Evidence74
Adoption72
Hype gap+22
Incentives62
Confidence70
productConfirmed4 publishers

Crusoe raises $3.9bn to build the five gigawatts it has already sold

Crusoe's Series F values the Denver data centre builder at $30.9bn and pays for capacity customers have already contracted. One gigawatt is running, and the company now makes its own circuit breakers and industrial controls.

Perspective Coverage

4 publishers
Builder
Builder 25%
Operator
Operator 34%
Investor
Investor 41%

Reality

Evidence55
Adoption55
Hype gap+25
Incentives70
Confidence60

Earlier coverage

  1. AWS splits one inference workload between Trainium and a Cerebras wafer-scale engine

    Science · September 15, 2026 · One report1 publisher

  2. Nvidia's $20 billion license-and-hire left Groq refitting its data centers with Nvidia hardware

    Leadership · September 15, 2026 · One report1 publisher

  3. Qualcomm issues Amazon warrants on 25 million shares to co-design AWS inference chips

    Product · September 11, 2026 · Confirmed2 publishers