AI Roundtable Open Poll · 6 models
could crypto mining using WebGPU potentially be an alternative monetization solution or option to intrusive, data-consuming, and eyesore ads or is the potential revenue too small (let’s assume everyone was willing to opt in and had a 4060 level card)
Answer: WebGPU crypto mining cannot replace ads; the revenue is microscopic and electricity costs make it economically upside-down. (All 6 models agreed)
Model Responses
Grok 4.3
Answer: Crypto mining via WebGPU remains far too low-yield to replace ad revenue even with universal opt-in and RTX 4060-class hardware.
A single RTX 4060 mines roughly $0.15–$0.30 per day on the most profitable GPU-mineable coins after electricity, and browser-based WebGPU execution typically captures only 30–50 % of native performance because of API overhead, thermal throttling, and deliberate rate limits. That translates to well under a penny per hour per visitor, orders of magnitude below what even modestly intrusive ads currently earn on the same audience. Scaling to millions of concurrent sessions would still produce negligible totals once pool fees, coin-price volatility, and the rapid rise in network difficulty are factored in. Consequently, the economics do not support replacing ads; at best WebGPU mining could serve as a tiny supplemental stream for highly engaged users who explicitly choose it.
Perplexity Sonar Pro
Answer: **Probably not as a broad alternative to ads: even with every user opting in on a 4060-class GPU, WebGPU mining revenue would likely be too small and too volatile to replace meaningful ad income for most sites.**
The core issue is scale. GPU mining has very thin margins even in traditional setups, and current profitability data for consumer GPUs suggests revenue is often measured in cents to low dollars per day, not enough to rival what many ad-supported sites earn per active user or per thousand pageviews.[5][7][9] Even if WebGPU made mining technically easy and every visitor opted in, the economics are still constrained by proof-of-work difficulty, coin price volatility, and electricity costs. A 4060-level card is a midrange consumer GPU, not a high-end mining asset, so its hash output would be modest; more importantly, mining profitability is driven by network-wide competition, so adding millions of similar cards does not scale linearly into millions of dollars of revenue for publishers.[4][5][7] The most relevant comparison is not "can mining generate something?" but "can it out-earn ads after power, device wear, conversion friction, and user opt-in rates?" Existing mining calculators and profitability summaries imply that even strong consumer GPUs produce limited daily revenue, and crypto mining remains highly sensitive to electricity prices and market conditions.[7][9] That makes it unlikely to be a dependable replacement for ads, especially for smaller sites. Where it might work is as a niche supplement: privacy-focused communities, long-session apps, or audiences that strongly prefer an ad-free experience could generate some revenue from voluntary compute, similar to how some miners are now pursuing adjacent GPU monetization like AI/HPC instead of pure crypto mining.[1][2] But the fact that miners are chasing AI/HPC revenue streams underscores the broader point: GPU compute is valuable when sold to higher-paying workloads, while crypto mining itself is generally not considered a rich enough monetization layer on consumer hardware.[1][2] So the practical answer is that WebGPU mining could be an *optional niche monetization tool*, but for most publishers it would probably underperform ads by a wide margin unless the site has unusually engaged users, very long session times, and a token/coin market that stays favorable.
Gemini 3.1 Pro Preview
Answer: Even with perfect opt-in rates and capable RTX 4060 GPUs, WebGPU crypto mining generates significantly less revenue per minute than traditional ads and cannot serve as a viable standalone replacement for most websites.
While WebGPU offers near-native hardware access and an RTX 4060 is a capable card, the economics of crypto mining rely heavily on continuous, long-term operation, whereas web browsing is inherently transient. <br><br>To understand why it fails as a replacement, we have to look at the math. A modern RTX 4060 mining optimally 24/7 on a profitable algorithm currently generates roughly $0.30 to $0.50 USD per day. This translates to about $0.015 per hour. The average user session on a website lasts only a few minutes. If a user stays on a page for 5 minutes, their GPU would generate approximately $0.00125. <br><br>In contrast, traditional display advertising is highly lucrative per minute of attention. A website with a standard Ad RPM (Revenue Per Mille) of $10 makes $0.01 per single pageview. If that same user visits three pages during their 5-minute stay, ads generate $0.03—roughly 24 times more revenue than WebGPU mining would produce in the exact same timeframe. <br><br>Furthermore, even if we assume users willingly opt in, mining puts the GPU under 100% load. An RTX 4060 draws about 115 watts under load, meaning the electricity cost paid by the user to run the miner would be significantly higher than the fraction of a cent the website receives. This creates a deeply flawed economic model where the user loses real money in power costs just to generate negligible revenue for the publisher. Unless a website boasts massive session durations—such as browser-based gaming or long-form video streaming—mining cannot match the baseline profitability of ads.
GPT-5.5
Answer: Even assuming universal opt-in and RTX 4060-level hardware, WebGPU crypto mining would at best be a niche supplemental monetization method, not a realistic broad replacement for ads.
The core problem is that GPU mining profitability is now very low and volatile, especially after Ethereum moved away from proof-of-work. An RTX 4060 mining 24/7 on suitable GPU-mineable coins might generate only cents to perhaps a few tens of cents per day in gross revenue depending on coin prices and difficulty, and browser-based WebGPU mining would likely be less efficient than native CUDA/OpenCL miners. For a website, the math gets worse because users do not usually keep a page open for 24 hours. If a 4060 hypothetically earned $0.20/day gross at full utilization, that is about $0.008 per hour, or roughly $0.0014 for a 10-minute visit before pool fees, browser inefficiency, throttling, failed compatibility, and downtime. At 1,000 ten-minute visits, that is around $1.40 gross in a generous scenario. That can compete with low-end display ad CPMs, but not reliably with higher-value ads, subscriptions, affiliate revenue, sponsorships, or video ads. The other issue is that the cost is not gone; it is shifted to the user. A 4060 under load may draw around 100–120 watts, so an hour of mining could cost the user around one to several cents in electricity depending on local rates, while producing less or comparable value for the publisher. It also creates heat, fan noise, battery drain, hardware wear concerns, and a worse experience than the “no ads” pitch suggests. WebGPU also does not magically make browser mining equal to native mining. Browsers may throttle background tabs, users may close the page, mobile devices are unsuitable, security tools may flag the behavior, and the history of cryptojacking means users and browser vendors are likely to treat in-browser mining with suspicion even if opt-in. So the idea is not impossible: for a privacy-focused site, a game, a “support us by donating compute” model, or a voluntary alternative to ads during long sessions, it could be an interesting option. But as a primary monetization replacement for normal websites, the revenue is generally too small, too volatile, and too dependent on users effectively subsidizing the site through electricity and hardware usage.
Claude Fable 5
Answer: Even with universal opt-in and RTX 4060-class hardware, WebGPU mining is not a viable ad alternative — the revenue is not just small, it's economically upside-down, because the user's electricity cost typically exceeds what the publisher would earn.
Start with the raw numbers. An RTX 4060 mining the most profitable GPU coins today (post-Ethereum-merge, so things like KawPow/Ravencoin or other niche algorithms) grosses roughly $0.10–$0.25 per day running 24/7 with optimized native code. That's about $0.005–$0.01 per hour. A browser session is maybe 15–60 minutes, so a publisher would earn a fraction of a cent per visit — before the mining pool's cut and payment friction. WebGPU makes this worse, not better. Browser-based compute runs at a meaningful discount to native CUDA — no access to optimized memory timings, driver-level tuning, or algorithm-specific kernels, plus browser throttling of background tabs. Realistically you'd capture perhaps 50–70% of native hashrate at best. Coinhive tried the CPU version of this in 2017–2019 and the economics collapsed even when Monero prices were favorable and consent was ignored entirely. Now compare the alternatives. Display ads, for all their ugliness, generate roughly $1–$20 RPM depending on the niche — meaning a single pageview can be worth 10x–100x what an hour of mining yields. Ads work because an advertiser is injecting outside money tied to attention and purchase intent. Mining only converts electricity into coins at market efficiency, and consumer hardware in a browser is among the least efficient miners on the planet. The fatal flaw is the value-transfer math: a 4060 under mining load pulls ~110–130W. At $0.15/kWh, that's about $0.017/hour of electricity the user pays — more than the ~$0.005–$0.01/hour the publisher receives. So the arrangement destroys value: the user would literally be better off paying the site a half-cent directly and keeping their GPU idle. Add heat, fan noise, laptop battery drain, and the fact that most visitors don't have a 4060, and it degrades further. There's also a structural problem: mining rewards trend toward the marginal cost of the most efficient hardware (ASICs and datacenter farms with cheap power). Browser mining on consumer GPUs will always sit far below that efficiency frontier, so this isn't a temporary market condition — it's baked in. If the goal is escaping intrusive ads, the honest alternatives are the ones that transfer money efficiently: micropayments, subscriptions, or attention-token models (à la Brave). Crypto mining is essentially a micropayment with a ~70–90% transaction fee paid to the power company. The idea is appealing as a 'passive, invisible' payment, but the physics and economics make it strictly worse than almost every option it's meant to replace.
DeepSeek V4 Pro
Answer: The potential revenue from crypto mining via WebGPU on a 4060-level card is far too small to replace the earnings from intrusive ads, even with universal opt-in.
Even with a modern RTX 4060 (≈30 MH/s on Ethash-like algorithms), WebGPU’s browser-based overhead and limited access to GPU optimizations would likely yield only 10–20 MH/s. At current crypto prices and network difficulty, that translates to roughly $0.01–0.03 per day per user. In contrast, intrusive ad formats commonly generate $0.05–0.15 per user per day. Mining would need to be an order of magnitude more profitable to match ad revenue, and the gap is too wide. Additionally, mining consumes significant electricity and GPU resources, which users would notice, and the volatility of crypto markets makes it an unreliable revenue stream. Therefore, WebGPU mining cannot serve as a viable alternative to advertising.
Final Summary
The AI Roundtable unanimously rejected WebGPU crypto mining as an alternative to ads, declaring the concept's economics fundamentally broken. Claude Fable 5 pointed out the dry irony that mining is essentially a micropayment with a 70-90% transaction fee paid directly to the user's utility company, as electricity costs heavily outpace earnings. Gemini 3.1 Pro Preview, GPT-5.5, Grok 4.3, DeepSeek V4 Pro, and Perplexity Sonar Pro all agreed that browser overhead and brief session lengths generate microscopic returns compared to standard display ads.
All 6 models agreed