Ben Bajarin

Ben Bajarin

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CEO and Principal Analyst at Creative Strategies; covers consumer tech devices, PCs, wearables, and semiconductors.

2027 Market Nears $600B, Networking Over $60B
SocialMar 17, 2026

2027 Market Nears $600B, Networking Over $60B

2027 more likely to be closer to $600B. Networking alone could be north of $60B.

By Ben Bajarin
Optical Interconnects Will Dominate Over Copper for Scaling
SocialMar 17, 2026

Optical Interconnects Will Dominate Over Copper for Scaling

It does seem copper will be an option in Feynman, BUT, I'd bet the mix shifts heavily in favor of the optical options in this timeline. A comment was made in a session I was in yesterday that once you...

By Ben Bajarin
Agentic CPUs Demand Top Single‑Core Performance, New Architecture Needed
SocialMar 17, 2026

Agentic CPUs Demand Top Single‑Core Performance, New Architecture Needed

As always, solid interview by @benthompson with Jensen. Lots of nuggets, but one key for me is agentic CPUs requiring the best single core performance. Seems likely agentic CPUs will require a different architectural approach. https://t.co/uovoNuv1fg

By Ben Bajarin
NVIDIA’s Visual Guide to Scaling Up, Out, Across
SocialMar 16, 2026

NVIDIA’s Visual Guide to Scaling Up, Out, Across

In case it helps here is a visual on how NVIDIA describes scale up, out, and across. https://t.co/BVhQbE17Qk

By Ben Bajarin
Integrating Groq Keeps In‑House, Not Outsourced
SocialMar 16, 2026

Integrating Groq Keeps In‑House, Not Outsourced

Jensen is articulating what my main concern with Groq was in that as an independent solution why would I outsource all my inference. By integrating it as a part of the solution, it's just disaggregated but not 100% outsourced,...

By Ben Bajarin
NVIDIA's Co-Designed System Delivers 35× Efficiency Boost
SocialMar 16, 2026

NVIDIA's Co-Designed System Delivers 35× Efficiency Boost

The new system of compute from NVIDIA. Extreme co-design = 35X more throughput per MW. https://t.co/Z6JtDKckOh

By Ben Bajarin
NVIDIA's Massive Installed Base Fuels Ecosystem Strength
SocialMar 16, 2026

NVIDIA's Massive Installed Base Fuels Ecosystem Strength

Jensen is emphasizing something he has said a few years now on the strength of the NVIDIA ecosystem. Massive installed base and architecture compatibility.

By Ben Bajarin
Nvidia Can Tap Every AI Funding Stream
SocialMar 16, 2026

Nvidia Can Tap Every AI Funding Stream

Bear case aside, $NVDA can pull from almost all of these dollar buckets for AI infrastructure. https://t.co/5HKeoRjnJM

By Ben Bajarin
NVIDIA's Expanding Stack Inflates Total Infrastructure TCO
SocialMar 16, 2026

NVIDIA's Expanding Stack Inflates Total Infrastructure TCO

One of the more interesting things I'm curious about is how, as NVIDIA expands its infrastructure offerings, all new infrastructure competes for GW. The story has to be about the compounding TCO of the full solution, beyond GPU racks.

By Ben Bajarin
OpenAI’s Unified Platform Powers Three Distinct Engines
SocialMar 16, 2026

OpenAI’s Unified Platform Powers Three Distinct Engines

On the back of the report on Anthropic, publishing our full growth thesis on OpenAI. @DiligenceStack OpenAI: Three Engines, One Platform https://t.co/9inLX4EVvr

By Ben Bajarin
Future AI Agents Will Require Vastly More CPU Power
SocialMar 13, 2026

Future AI Agents Will Require Vastly More CPU Power

I would also add that agents will need a lot more CPUs.. Via MS note on software in an agentic world. https://t.co/eJpBqngKLu

By Ben Bajarin
Apple May Shift to Device-as-a-Service for Education
SocialMar 13, 2026

Apple May Shift to Device-as-a-Service for Education

This got me thinking, this could be how Apple starts to offer devices as a service to things like education, perhaps enterprise someday.

By Ben Bajarin
Nvidia Controls 86% of AI Infrastructure Market
SocialMar 12, 2026

Nvidia Controls 86% of AI Infrastructure Market

In the AI infra semiconductor TAM ~$1.4T estimated for 2030 there are 18 major sub TAM buckets of varying sizes. $NVDA plays in 12 of those 18 and that 12 $NVDA plays in = ~$1.2 T which is 86%...

By Ben Bajarin
Vertical Rack Designs Make Optical Interconnects Essential
SocialMar 12, 2026

Vertical Rack Designs Make Optical Interconnects Essential

This is when optical will move to scale. Feynman concept rack from CES, blades stacked vertically, not horizontally. Once rack designs move to this (may be training racks only), then optical becomes a must. https://t.co/CR2fBiX5kH

By Ben Bajarin
Few Know I Own Multiple Apple Devices
SocialMar 12, 2026

Few Know I Own Multiple Apple Devices

No. iPad, I think one version of watch if not more. Anyway, not the first time, just very few knew :)

By Ben Bajarin
Supply Chain Power Concentrated; Small Players Will Struggle
SocialMar 12, 2026

Supply Chain Power Concentrated; Small Players Will Struggle

Ahead of GTC, since $NVDA is a name on this list, publishing this report on the power a few wield in the supply chain that those without that scale will struggle in securing supply for their demand. Masters of the...

By Ben Bajarin
CoreWeave Sued for Overstating AI Capacity and Hiding Provider Risk
SocialMar 12, 2026

CoreWeave Sued for Overstating AI Capacity and Hiding Provider Risk

Very interesting development as a lawsuit was filed on $CRWV. Using a lot of the angles the AI bears have been concerned about with "optomistic commentary." Will be interesting to watch. The core complaints are: 1. CoreWeave allegedly overstated its...

By Ben Bajarin
Mac Mini Hosting for Agentic AI Benefits MacStadium
SocialMar 11, 2026

Mac Mini Hosting for Agentic AI Benefits MacStadium

Didn't have Mac Mini's as being the host computer for agentic AI on my bingo card. Looks like they are hosting a Mac Mini for you as part of the service. Maybe a good play for @MacStadium ?

By Ben Bajarin
Apple’s GCD Update Boosts Efficiency on M5 Max
SocialMar 11, 2026

Apple’s GCD Update Boosts Efficiency on M5 Max

I think Apple has updated Grand Central Dispatch to squeeze out some of these efficiency gains on M5 Max. Sitting here staring at core utilizations by workload and there are some differences from prior Max/Pro silicon.

By Ben Bajarin
Copper Stays; Hyperscalers Diverge on Optical Mix
SocialMar 11, 2026

Copper Stays; Hyperscalers Diverge on Optical Mix

I have zero doubt copper hangs around for a long time. As @theaustinlyons says "copper if you can, optical if you must." The hyperscaler divergence is the key point to watch here. Each will go down their own path, mix...

By Ben Bajarin
Timing Tracker Reveals Why Optical Advances Awaited
SocialMar 11, 2026

Timing Tracker Reveals Why Optical Advances Awaited

Optical has always been about timing. Lots of folks were right "banging the table" but anyone who has tracked this space knew it would happen, and why, but when was the question. That's why in this report, I outlined...

By Ben Bajarin
Apple Poised for Massive Influx of New Ecosystem Users
SocialMar 10, 2026

Apple Poised for Massive Influx of New Ecosystem Users

Exactly what I dig into in this report. Apple is very likely to see one of the bigger cycles of net new customers into the Apple ecosystem. https://t.co/JOdLgVdVhl

By Ben Bajarin
MacBook Neo Overkill for Most Notebook Users
SocialMar 10, 2026

MacBook Neo Overkill for Most Notebook Users

I'd wager Macbook Neo has more than enough compute power for 70-80% of all notebook users.

By Ben Bajarin
First in Maui with MacBook Neo, Amazing Speakers
SocialMar 10, 2026

First in Maui with MacBook Neo, Amazing Speakers

MacBook Neo in Maui. I may be the first person in all of Maui rocking MacBook Neo lol. Also the speakers on this. Incredible at this price https://t.co/iXGKFqWCUe

By Ben Bajarin
Apple Emerges as Full‑Stack Compounder with Clear Growth Strategy
SocialMar 10, 2026

Apple Emerges as Full‑Stack Compounder with Clear Growth Strategy

I have yet covered Apple in the Dilligence Stack, so felt this week was as good as any. Apple has a lot of advantages set up for themself and now the execution strategy for growth is becoming more clear....

By Ben Bajarin
Neo Matches MacBook Air, Beyond Just Light Tasks
SocialMar 10, 2026

Neo Matches MacBook Air, Beyond Just Light Tasks

The other distinction with Neo that will be interesting is it is capable of more than "light work." There is nothing I can't do on it I can't with my Macbook Air. The only audience this won't cater to...

By Ben Bajarin
A18 Pro on Neo Peaks at 8W CPU, 14W GPU
SocialMar 10, 2026

A18 Pro on Neo Peaks at 8W CPU, 14W GPU

Max wattage I could push A18 Pro to on Neo was CPU ~8W and GPU ~14W I may be the only one, but was very excited to see A series processor wattage under workloads for the first time. https://t.co/0cQbcNZFT0

By Ben Bajarin
Notebook Delivers True Workstation Performance with Efficient Power Management
SocialMar 9, 2026

Notebook Delivers True Workstation Performance with Efficient Power Management

It’s a true workstation in a notebook. The efficiency story and the way power is managed for not just the S and P cores but also the CPU/NPU tile and the GPU tile is impressive.

By Ben Bajarin
Apple’s Mac Growth Spike Fueled by Neo Expansion
SocialMar 6, 2026

Apple’s Mac Growth Spike Fueled by Neo Expansion

I have LONG argued, Mac is Apple's greatest short term growth lever. By adding Neo, they just added potential TAM grab of 50m units a year from that price band $600-800 Apple sells ~25-30m Macs depending on the year. ...

By Ben Bajarin
GeekBench Leaks Confirm Apple’s Exceptionally Capable SoCs
SocialMar 6, 2026

GeekBench Leaks Confirm Apple’s Exceptionally Capable SoCs

All these GeekBench leaks just double emphasize the point that Apple designs remarkably capable SoCs.

By Ben Bajarin
Nvidia’s Compute‑Revenue Model Proven by Platform Economics
SocialMar 4, 2026

Nvidia’s Compute‑Revenue Model Proven by Platform Economics

I'm glad Jensen is doubling down on the compute=revenues point. I dove into the full economics of why in this full report on how $NVDA platforms enable those economics. https://t.co/wrL7SktAYA

By Ben Bajarin
NVIDIA's Pixel-Friendly Architecture Also Excels at Token Processing
SocialMar 4, 2026

NVIDIA's Pixel-Friendly Architecture Also Excels at Token Processing

I wrote a report on this a while ago that the key thing that moved in NVIDIA's favor is the same architecture that is perfect for processing pixels is the same that is perfect to process tokens. This is from...

By Ben Bajarin
Apple Aims MacBook Neo at Sub-$800 PC Market
SocialMar 4, 2026

Apple Aims MacBook Neo at Sub-$800 PC Market

In case folks need the context, the majority of consumer PCs sold annually (~120-140M depending on the year) are in the sub $700-800 price tier. 95% or more Windows-based. In markets outside US price tier is under $600....

By Ben Bajarin
Apple’s Superior Swap Makes 8 GB RAM Sufficient
SocialMar 4, 2026

Apple’s Superior Swap Makes 8 GB RAM Sufficient

A main reason why the 8gb of RAM won't be an issue for the type of workloads/web browsing, etc., folks in this price band do regularly.

By Ben Bajarin
Apple Eyes Intel Foundry for Disaggregated Chip Design
SocialMar 4, 2026

Apple Eyes Intel Foundry for Disaggregated Chip Design

One step closer to a fully disaggregated design. Which is inevitable at some point. Also, where we think Apple has an opportunity with Intel Foundry via EMIB/T.

By Ben Bajarin
Agentic CPUs Could Rescue Intel Amid Foundry Push
SocialMar 3, 2026

Agentic CPUs Could Rescue Intel Amid Foundry Push

The return of the CPU will, interestingly, benefit Intel in a few ways. If they pull off my foundry thesis here, the rise of agentic CPUs could be the savior. https://t.co/dKqm16myKH

By Ben Bajarin
Tech Brands Overhype ‘Super’ Specs in Marketing
SocialMar 3, 2026

Tech Brands Overhype ‘Super’ Specs in Marketing

I know it's all marketing, but NVIDIA calls their GPUs super chips, really super all the things, and now Apple with super cores. Super memory, super storage incoming? 🤣

By Ben Bajarin
Apple Adopts True Chiplet Architecture for Independent CPU‑GPU Scaling
SocialMar 3, 2026

Apple Adopts True Chiplet Architecture for Independent CPU‑GPU Scaling

Apple is doing a much closer true chiplet design with these than with Ultra which is just two bonded SoCs. This separates the CPU/NPU from the GPU which brings some interesting options to scale both independently of each other. Likely...

By Ben Bajarin
Nvidia Co‑optimizes Every Vendor Component, Not Off‑the‑shelf
SocialMar 2, 2026

Nvidia Co‑optimizes Every Vendor Component, Not Off‑the‑shelf

Worth pointing out, no third party vendor $NVDA works with will be an off the shelf implementation into their designs. Everything will be co-optimized and intentionally designed into their platforms/systems. Relevant when thinking about the $LITE and $COHR plays.

By Ben Bajarin
Memory Crunch Threatens Custom ASIC Roadmaps and TCO Edge
SocialFeb 27, 2026

Memory Crunch Threatens Custom ASIC Roadmaps and TCO Edge

With the Meta custom silicon, and recent Google TPU JV (selling TPU hardware), the dynamic for custom ASICs has completely changed with the memory crunch. Need to reconcile how not getting access to leading edge HBM will impact their...

By Ben Bajarin
NVDA Secures Memory Supply Through 2027
SocialFeb 26, 2026

NVDA Secures Memory Supply Through 2027

$NVDA buying up all the memory. This makes more sense now that we realize they have secured most, if not all, they need for 2026 and some of 2027. https://t.co/Ll2W3Fcc35

By Ben Bajarin
Nvidia’s HBM Grab Mirrors Apple’s iPod Storage Monopoly
SocialFeb 25, 2026

Nvidia’s HBM Grab Mirrors Apple’s iPod Storage Monopoly

Been hearing via supply chain friendlies, NVIDIA has secured most of the HBM, making it scarce for competitors. Reminds me of iPod days when Apple secured all the storage as others were trying to compete with them in MP3 players.

By Ben Bajarin
AI Accelerator Market Needs Diverse Solutions; Intel Takes Step
SocialFeb 25, 2026

AI Accelerator Market Needs Diverse Solutions; Intel Takes Step

The AI accelerator/compute market is not a one-size-fits-all market. There will be a host of solutions and a variety of workloads. While Intel has yet to show an AI accelerator solution, this is a step in the right...

By Ben Bajarin
Memory: From Overlooked to Industry’s Hot Topic
SocialFeb 19, 2026

Memory: From Overlooked to Industry’s Hot Topic

Went deeeeepp on the memory industry in this report. No one used to want to cover memory, and now it is all the industry/supply chain wants to talk about. Some juicy stats 😀 https://t.co/QSHAd1OxK2 https://t.co/dbC4xNxVte

By Ben Bajarin
COT Shift Signals Changing Custom ASIC Customer Landscape
SocialFeb 18, 2026

COT Shift Signals Changing Custom ASIC Customer Landscape

Important commentary here on COT on the $CDNS call last night. Called out this trend last year. It will be important for $AVGO $MRVL $MTK customer dynamics in custom ASICs. https://t.co/lgWuwvj4oB

By Ben Bajarin
Hybrid AI Wins; System-Level UI Integration Leads
SocialFeb 17, 2026

Hybrid AI Wins; System-Level UI Integration Leads

Good points from @benthompson @stratechery today. Hybrid AI is the way, and those OS/UIs that manage that best and integrate agentic at the system level are best positioned. https://t.co/b2PY6FuSgR

By Ben Bajarin
Confident Helios Shipments Will Arrive on Schedule, Confirmed
SocialFeb 17, 2026

Confident Helios Shipments Will Arrive on Schedule, Confirmed

There was zero doubt in my mind that there were any delays to Helios, and the first shipments would be on time. Glad @AnushElangovan confirmed it.

By Ben Bajarin
Market Can Only Meet Half to Two‑Thirds of Demand
SocialFeb 16, 2026

Market Can Only Meet Half to Two‑Thirds of Demand

Morgan Stanley hosted $MU CFO. "the gap is significant" "commentary that the state of the market is such that it can only support 50% to 2/3rds of key customers’ demand," https://t.co/NLNcHwM3ri

By Ben Bajarin
Semiconductors Shift From Volume to ASP‑Driven Value
SocialFeb 16, 2026

Semiconductors Shift From Volume to ASP‑Driven Value

Modeled a range of scenarios, but showing mid-bull to make a key point. For the first time in semiconductor industry history, value creation is primarily an ASP story not a volume story. https://t.co/IoHFb65Gmq

By Ben Bajarin