Nvidia GPUs
Ranked 4 of 42 graphics cards by recommenders
People recommend Nvidia GPUs for top performance, mature software support and a strong CUDA ecosystem; critics point to high prices and closed-source drivers.
People recommend Nvidia GPUs for top performance, mature software support and a strong CUDA ecosystem; critics point to high prices and closed-source drivers.
134 people gave an opinion
- recommend it
- 67
- criticize it
- 67
- approval share
- 50%
Recommended in 11 of 13 months
- November 2025: recommended
- December 2025: recommended
- January 2026: recommended
- February 2026: recommended
- March 2026: recommended
- April 2026: recommended
- May 2026: recommended
- June 2026: recommended
- July 2026: not recommended
- August 2026: recommended
- September 2026: recommended
- October 2026: recommended
- November 2026: not recommended (month in progress)
Owned for 6 years
Median of the 3 owners who said how long they have had it.
Each square is one year.
Why it doesn’t carry the badge
- 67 people recommend itNeeds 10 or more, met.
- 1 recommender for every criticNeeds 2 to 1 or better, not met.
- Recommended in 11 of 13 monthsNeeds 4 or more, met.
The same three rules apply to every product, and the badge can’t be bought. How the badge works
What people say about it
The reasons people give, with the number of comments that give each one. Open a reason to read what they said.
Why people recommend it
Each mark is one comment
Works well on Linux
“nVidia has provided feature parity for their GPUs between Windows and Linux for longer than even fglrx was a thing.”
Comment from 26 Aug 2026 on Hacker News “I have been using Nvidia on Linux for years and am able to run 95%+ of my library on Steam.”
Comment from 8 Dec 2025 in “Wayland Nvidia” “Nvidia's Wayland experience has been very usable with post-550-Series drivers”
Comment from 24 Jun 2026 in “Steam Machine” - Comment from 13 May 2026 in “Linux gaming is faster because Windows APIs are becoming Linux kernel features”
- Comment from 13 May 2026 in “Linux gaming is faster because Windows APIs are becoming Linux kernel features”
- Comment from 2 Jun 2026 in “Nvidia RTX Spark”
- Comment from 13 May 2026 in “Linux gaming is faster because Windows APIs are becoming Linux kernel features”
Top performance and power efficiency
“An Nvidia GPU involves as much CUDA lock-in as Nvidia can manage, but it's also where the best performance is.”
Comment from 19 Sep 2026 in “Apple M6 Pro achieves the highest single-core CPU score in Geekbench 7” “Easily 10x–20x higher token rate per GPU with public solutions like dynamo and sglang.”
Comment from 4 Aug 2026 in “DeepSeek V4 Flash on a Single AMD MI300X” “in terms of cost per dollar/per watt of inference Nvidia's GPUs are pretty up there”
Comment from 10 Mar 2026 in “No, it doesn't cost Anthropic $5k per Claude Code user” - Comment from 11 Sep 2026 in “Thelio Mira AI Linux Workstation: 192 GB GPU Memory”
- Comment from 21 Nov 2025 in “Helping Valve to power up Steam devices”
- Comment from 22 Nov 2025 in “Helping Valve to power up Steam devices”
Strong standards and developer ecosystem
“Nvidia won because they embraced standards, in a time when alternatives like OpenCL were outright sabotaged by AMD, Intel and Apple.”
Comment from 21 May 2026 in “OpenAI to confidentially file for IPO as soon as Friday” “Nvidia cooperates with Khronos, implements open-source and proprietary APIs simultaneously, documents their GPU hardware”
Comment from 11 Nov 2025 in “Asus Ascent GX10” “good integration between various open source software and proprietary CUDA drivers”
Comment from 28 May 2026 in “AMD pulls a bait-and-switch on Linux users with Vivado licensing changes” - Comment from 12 Feb 2026 in “GPT‑5.3‑Codex‑Spark”
- Comment from 19 Feb 2026 on Hacker News
Engineering and long-term vision
“Nvidia architectures keep changing and getting more advanced as well, with specialized tensor operations, different accumulators and caches”
Comment from 27 Nov 2025 in “TPUs vs. GPUs and why Google is positioned to win AI race in the long term” “They are the only company I've seen that saw the early vision and carried it through with focus through today.”
Comment from 14 Oct 2026 in “Nvidia's first GPU: GeForce 256” “The niche for HPC will exist, and Nvidia continues to serve the niche while others turn up their nose.”
Comment from 11 Jun 2026 in “Ask HN: Is anyone shorting the overspend in AI yet?” - Comment from 22 Feb 2026 in “How Taalas "prints" LLM onto a chip?”
What people warn about
Each mark is one comment
Linux driver and display problems
“Nvidia makes a fine GPU. The problem with Nvidia on linux is the drivers.”
Comment from 13 May 2026 in “Linux gaming is faster because Windows APIs are becoming Linux kernel features” “Switching from an Nvidia card to an AMD one I am now able to upgrade my kernel whenever without getting a blinking cursor after reboot.”
Comment from 15 Nov 2025 in “AMD GPUs Go Brrr” “I use KDE + Nvidia, and last I looked into it, it only worked if you had one monitor enabled.”
Comment from 5 Apr 2026 in “Ubuntu now requires more RAM than Windows 11” - Comment from 4 Jan 2026 in “Can I start using Wayland in 2026?”
- Comment from 16 Nov 2025 in “I don’t need a Steam Machine”
- Comment from 3 May 2026 in “Windows quality update: Progress we've made since March”
Closed-source software and CUDA lock-in
“which in turn requires gigabytes of closed-source runtime”
Comment from 10 Feb 2026 in “Credentials for Linux: Bringing Passkeys to the Linux Desktop” “I wallet-vote for those over Nvidia who require proprietary code in user space where it requires rights within my operating system.”
Comment from 6 Oct 2026 in “Meta’s Muse is an adorable privacy and security dumpster fire” “An Nvidia GPU involves as much CUDA lock-in as Nvidia can manage, but it's also where the best performance is.”
Comment from 19 Sep 2026 in “Apple M6 Pro achieves the highest single-core CPU score in Geekbench 7” - Comment from 13 May 2026 in “Linux gaming is faster because Windows APIs are becoming Linux kernel features”
High prices and margins
“NVidia's bubble is about vastly overcharging for a thing that only they can provide.”
Comment from 31 Jan 2026 in “The $100B Megadeal Between OpenAI and Nvidia Is on Ice” “Nvidia sets their own margins, exploiting American investors and taxpayers”
Comment from 26 Aug 2026 in “GLM-5.3-Flash” “NVidia controlling the price, features and, most importantly, who gets to buy them is bad for Google.”
Comment from 5 Aug 2026 in “Google DeepMind CEO Demis Hassabis is stepping down” Planned obsolescence and usage restrictions
“This is on NVIDIA ensuring their hardware doesn't last to long and forcing you to throw it away eventually.”
Comment from 28 Jan 2026 in “Microsoft forced me to switch to Linux” “Nvidia's ambitions for remote disabling and charging rent to use keep using GPUs are more unsettling to me”
Comment from 28 Oct 2026 in “Anduril BlueChip” “as Nvidia does with forbidding datacenter use of some of its GPUs, charging extra for it”
Comment from 23 Dec 2025 in “Ryanair fined €256M over ‘abusive strategy’ to limit ticket sales by OTAs” - Comment from 2 Dec 2025 in “Nvidia: Too Many Red Flags – Ratings Downgrade”
Other graphics cards people recommend
The four most recommended other graphics cards, with the same counts for each, so you can compare like for like. The tick on each bar marks the 2 to 1 line the badge needs.
| Product | Recommend | Criticize | Approval | Months | Owned | Badge |
|---|---|---|---|---|---|---|
| NVIDIA GeForce RTX 3090 | 116 | 21 | 85% | 12 | 5 yrs14 owners | Approved |
| NVIDIA GeForce RTX 5090 | 102 | 37 | 73% | 12 | 1 yr3 owners | Approved |
| NVIDIA RTX PRO 6000 | 77 | 26 | 75% | 12 | — | Approved |
| Nvidia GPUsThis page | 67 | 67 | 50% | 11 | 6 yrs3 owners | — |
| AMD Radeon GPU | 48 | 29 | 62% | 11 | 2 yrs7 owners | — |
What people said
40 of the 150 comments that mention it, newest first. Each links to the original comment.
“Nvidia's ambitions for remote disabling and charging rent to use keep using GPUs are more unsettling to me”
“They are the only company I've seen that saw the early vision and carried it through with focus through today.”
“I wallet-vote for those over Nvidia who require proprietary code in user space where it requires rights within my operating system.”
“An Nvidia GPU involves as much CUDA lock-in as Nvidia can manage, but it's also where the best performance is.”
“The prefill rates are way faster on these cards compared to apple silicon”
“Nvidia sets their own margins, exploiting American investors and taxpayers”
“nVidia has provided feature parity for their GPUs between Windows and Linux for longer than even fglrx was a thing.”
“Anecdotally, folks I know who have tried using TPUs and AMD chips have hit more issues with the underlying drivers than with NVIDIA chips.”
“NVidia controlling the price, features and, most importantly, who gets to buy them is bad for Google.”
“Easily 10x–20x higher token rate per GPU with public solutions like dynamo and sglang.”
“Nvidia's Wayland experience has been very usable with post-550-Series drivers”
“The niche for HPC will exist, and Nvidia continues to serve the niche while others turn up their nose.”
“I've never had a single problem with my Nvidia GPUs on Linux.”
“good integration between various open source software and proprietary CUDA drivers”
“Nvidia won because they embraced standards, in a time when alternatives like OpenCL were outright sabotaged by AMD, Intel and Apple.”
“gaming on Linux since 2020 on an Nvidia GPU with no problems”
“I run NVIDIA on my Bazzite box and I get excellent performance.”
“Nvidia makes a fine GPU. The problem with Nvidia on linux is the drivers.”
“requires users to jump through a couple of hoops due to their attempts to protect their IP”
“using a Nvidia GPU for years now (on Cachyos and Pop OS) without issues”
“NVIDIA GPUs were infamous for doing this with nouveau on less ideally supported cards”
“I use KDE + Nvidia, and last I looked into it, it only worked if you had one monitor enabled.”
“in terms of cost per dollar/per watt of inference Nvidia's GPUs are pretty up there”
“A modern GPUs is an amazing feat of engineering, particularly about making computation more efficient”
“the scientific stack works beautifully with nvidia GPUs”
“their dev ecosystem is still so far ahead of anyone else”
“which in turn requires gigabytes of closed-source runtime”
“NVidia's bubble is about vastly overcharging for a thing that only they can provide.”
“This is on NVIDIA ensuring their hardware doesn't last to long and forcing you to throw it away eventually.”
“the only problems I've had with NVidia on Linux were when they dropped support for old GPUs”
“as Nvidia does with forbidding datacenter use of some of its GPUs, charging extra for it”
“I have been using Nvidia on Linux for years and am able to run 95%+ of my library on Steam.”
“obsoleted $800 video cards with 'twice as powerful, twice as efficient'on a yearly basis”
“Nvidia architectures keep changing and getting more advanced as well, with specialized tensor operations, different accumulators and caches”
“Nvidia still leads in power-efficiency when compared node-for-node.”
“in terms of power efficiency to performance ratio Nvidia is way ahead”
“their Linux support is anemic and now they're gorged up to the gills with stupid AI money”
“Switching from an Nvidia card to an AMD one I am now able to upgrade my kernel whenever without getting a blinking cursor after reboot.”
“everything seems to work out of the box, including debugging/introspection tools and everything else I've tried”
“Nvidia cooperates with Khronos, implements open-source and proprietary APIs simultaneously, documents their GPU hardware”
Counts come from 1,795,640 Hacker News comments, November 2025 to November 2026. How we count. Report a mistake.