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AI Beneficiary Score

AI Beneficiary Rankings

Who gets paid when the AI build-out spends. Every vendor is scored out of 10 on four things we can check: the newest NVIDIA generation it will actually let you book, whether it publishes that price per GPU-hour, what capital band it is in, and whether NVIDIA has put its own money in. 58 price rows were read off the vendors' own pricing pages on November 9, 2026.

No forecasts, no analyst estimates. Where a vendor names a card but states no number, the row says so instead of carrying a guess — 5 rows here are exactly that.

What one B200 GPU-hour actually costs

Public price trackers quote a B200 hour at $3.00, $5.00, $5.83, $8.01 and $14.24. They are quoting different things and mostly not saying which. Here is every publishedB200 rate at its advertised tier, cheapest first — a spread of $6.25 to $9.65, which is 1.5×.

Bar chart of the cheapest openly bookable NVIDIA B200 GPU-hour at 11 GPU clouds, from $6.25 to $9.65, checked November 9, 2026.
One row per vendor at its cheapest openly bookable rate. Drawn from the same file as the tables below, so the picture cannot drift from the numbers.
VendorCard as listedTierPer GPU-hourWhat the page says
ModalB200per second$6.25published as $0.001736/s
LambdaHGX B200 (180GB)on-demand$7.69takes effect 2026-11-16 00:00 UTC
LambdaB200 SXM6 (180GB)on-demand$7.99highest of four B200 instance tiers ($7.79-$7.99); effective 2026-11-16
fal.aiB200list$7.99as low as $5.49
RunPodB200secure cloud$7.99community cloud $5.98
Together AIHGX B200on-demand$8.19Published as a per-GPU-hour rate.
NebiusHGX B200on-demand$8.50Published as a per-GPU-hour rate.
CoreWeaveHGX B200on-demand$8.60derived: $68.80 per 8-GPU instance
Verda (ex-DataCrunch)B200 SXM6 180GBon-demand$9.14Published as a per-GPU-hour rate.
CrusoeB200 (180GB HGX)dedicated endpoint$9.65rises to $10.20 on 2026-12-01

Spot, preemptible and community rates are cheaper again and are listed on each vendor's row below. They are not the same product: capacity can be reclaimed mid-run.

GPU cloud (neocloud)

The vendors that buy NVIDIA's chips and rent them back by the hour. They are first in line for every new generation, they are where NVIDIA has put the most of its own equity, and their prices are the clearest public signal of how tight supply is.

#VendorScoreNewest bookablePrice publishedCapitalNVIDIA equity
1NebiusGPU cloud, Amsterdam; listed on Nasdaq as NBIS10.00Blackwell UltraNVIDIA HGX B300Per GPU-hourListedDisclosed stake
2CoreWeaveGPU cloud, New Jersey; listed on Nasdaq as CRWV9.25Blackwell UltraNVIDIA HGX B300 (spot) / GB200 NVL72Per instance onlyListedDisclosed stake
3CrusoeGPU cloud built beside its own power generation8.75Blackwell UltraNVIDIA B300Per GPU-hour$20bn+Named investor
4LambdaGPU cloud and on-prem systems vendor7.50BlackwellNVIDIA B200Per GPU-hour$5-20bnNamed investor
4ModalServerless GPU compute, billed by the second7.50Blackwell UltraNVIDIA B300Per GPU-hour$5-20bnNone disclosed
4Together AIGPU clusters plus a hosted model API7.50BlackwellNVIDIA HGX B200Per GPU-hour$5-20bnNamed investor
7fal.aiServerless GPU runners aimed at image and video models6.75Blackwell UltraNVIDIA B300Per GPU-hour$1-5bnNone disclosed
7RunPodGPU rental with a secure fleet and a cheaper community fleet6.75Blackwell UltraNVIDIA B300Per GPU-hour$1-5bnNone disclosed
9Verda (ex-DataCrunch)European GPU cloud; datacrunch.io now redirects here6.25Blackwell UltraNVIDIA GB300 SXM6Per GPU-hourUndisclosedNone disclosed
10ReplicateHosted open models, billed by the second4.75HopperNVIDIA H200Per GPU-hourUndisclosedNone disclosed
11Vast.aiMarketplace reselling other people's GPUs across 40+ datacentres4.00BlackwellNVIDIA B200No list priceUndisclosedNone disclosed

Every vendor, and what its own page says

1

Nebius

10.00 / 10GPU cloud, Amsterdam; listed on Nasdaq as NBIS
Hardware & drivers
Blackwell Ultra — NVIDIA HGX B300. EU-headquartered, which is the side of the export-control line that sovereign-AI buyers in Europe are required to buy from.
Capital
Public company. Third-party write-ups cite $3.0bn ARR and a $17.4bn Microsoft contract; neither figure is taken from a filing here.
NVIDIA's own money
NVIDIA disclosed roughly a 9.3% stake in an SEC filing in July 2026, after a $2bn investment in March 2026.
Score
hardware 3 · published price 2 · capital 3 · NVIDIA 2
Card as listedTierPer GPU-hourNote
HGX B300on-demand$9.50
HGX B300preemptible$0.99from; repriced as often as every 15 minutes
HGX B200on-demand$8.50
HGX H200on-demand$5.40
HGX H100on-demand$4.50
GB300 NVL72on-demandNot published
GB200 NVL72on-demandNot published

Checked November 9, 2026. Sources: Nebius prices·CNBC: NVIDIA's investments reach $99bn

2

CoreWeave

9.25 / 10GPU cloud, New Jersey; listed on Nasdaq as CRWV
Hardware & drivers
Blackwell Ultra — NVIDIA HGX B300 (spot) / GB200 NVL72. US-domiciled; the largest single beneficiary of NVIDIA allocation decisions among the listed neoclouds.
Capital
Public company. NVIDIA bought a further $2bn of its shares in January 2026.
NVIDIA's own money
NVIDIA holds a disclosed stake; 13F-based reports put it near 11%, earlier coverage at 9%. The two figures conflict and neither is reproduced here as settled.
Score
hardware 3 · published price 1.25 · capital 3 · NVIDIA 2
Card as listedTierPer GPU-hourNote
GB300 NVL72on-demandNot published
GB200 NVL72on-demand$10.50derived: $42.00 per 4-GPU instance
HGX B300spot$4.48derived: $35.84 per 8-GPU instance; on-demand is Contact sales
HGX B200on-demand$8.60derived: $68.80 per 8-GPU instance
HGX B200spot$4.26derived: $34.11 per 8-GPU instance
HGX H200on-demand$6.31derived: $50.44 per 8-GPU instance
HGX H100on-demand$6.16derived: $49.24 per 8-GPU instance
A100on-demand$2.70derived: $21.60 per 8-GPU instance

Checked November 9, 2026. Sources: CoreWeave pricing·CNBC: NVIDIA's investments reach $99bn

3

Crusoe

8.75 / 10GPU cloud built beside its own power generation
Hardware & drivers
Blackwell Ultra — NVIDIA B300. Owns generation as well as compute, so it is exposed to energy policy rather than only chip policy.
Capital
Raised over $3bn at about a $30bn valuation in September 2026 (Bloomberg), co-led by Atreides Management and Valor Equity Partners.
NVIDIA's own money
NVIDIA is named among its investors in secondary coverage; no stake figure is disclosed.
Score
hardware 3 · published price 2 · capital 2.5 · NVIDIA 1.25
Card as listedTierPer GPU-hourNote
B300 (288GB HGX)dedicated endpoint$13.80from 2026-12-01; currently Contact sales
B200 (180GB HGX)dedicated endpoint$9.65rises to $10.20 on 2026-12-01
H200 (141GB HGX)dedicated endpoint$6.00rises to $7.50 on 2026-12-01
H100 (80GB HGX)dedicated endpoint$5.50rises to $6.30 on 2026-12-01

Checked November 9, 2026. Sources: Crusoe Cloud pricing·Bloomberg: Crusoe raises over $3bn at $30bn valuation

4

Lambda

7.50 / 10GPU cloud and on-prem systems vendor
Hardware & drivers
Blackwell — NVIDIA B200. Lists no B300, GB200 or H200 on its public price page, so its published fleet is a generation behind the listed neoclouds.
Capital
Closed a $1bn secured financing facility in October 2026. A next round at $12bn or more and a 2027 IPO are reported, not company-stated. Last disclosed equity round was $480m at about $2.5bn in February 2025.
NVIDIA's own money
NVIDIA took part in the Series D; its share was not disclosed.
Score
hardware 2.25 · published price 2 · capital 2 · NVIDIA 1.25
Card as listedTierPer GPU-hourNote
HGX B200 (180GB)on-demand$7.69takes effect 2026-11-16 00:00 UTC
B200 SXM6 (180GB)on-demand$7.99highest of four B200 instance tiers ($7.79-$7.99); effective 2026-11-16
HGX H100 (80GB)on-demand$4.59effective 2026-11-16
H100 PCIe (80GB)on-demand$3.79effective 2026-11-16
GH200 (96GB)on-demand$2.59effective 2026-11-16
HGX A100 (80GB)on-demand$3.19effective 2026-11-16
B200 1-Click Clustercommitted 2 weeks to 1 year$8.87$8.87-$9.86 by term; not an on-demand rate

Checked November 9, 2026. Sources: Lambda pricing

4

Modal

7.50 / 10Serverless GPU compute, billed by the second
Hardware & drivers
Blackwell Ultra — NVIDIA B300. Sells compute by the second rather than by the cluster, so it is the least exposed to allocation politics and the most exposed to spot capacity.
Capital
Reported to have closed a $750m round at about a $15.75bn post-money valuation in October 2026, after $355m at $4.65bn in May 2026. Both are press reports, not company statements.
NVIDIA's own money
No NVIDIA equity disclosed.
Score
hardware 3 · published price 2 · capital 2 · NVIDIA 0.5
Card as listedTierPer GPU-hourNote
B300per second$7.10published as $0.001972/s; the hourly figure is that times 3,600
B200per second$6.25published as $0.001736/s
H200 SXMper second$4.54published as $0.001261/s
H100 SXM5per second$3.95published as $0.001097/s; Modal's own page uses $3.95/GPU-hr
A100 80GBper second$2.50published as $0.000694/s

Checked November 9, 2026. Sources: Modal pricing·TechCrunch: Modal closing in on $750m at $15.75bn

4

Together AI

7.50 / 10GPU clusters plus a hosted model API
Hardware & drivers
Blackwell — NVIDIA HGX B200. Publishes a full preemptible and reserved ladder, which is the clearest public read on how tight Blackwell supply actually is.
Capital
Reported $800m Series C in July 2026 at an $8.3bn valuation, up from a $3.3bn valuation in February 2025.
NVIDIA's own money
NVIDIA is named among its investors in secondary coverage; no stake figure is disclosed.
Score
hardware 2.25 · published price 2 · capital 2 · NVIDIA 1.25
Card as listedTierPer GPU-hourNote
HGX B200on-demand$8.19
HGX B200preemptible$4.09
HGX B200reserved 91-180 days$6.79
HGX H200on-demand$5.99
HGX H100on-demand$3.99
HGX H100preemptible$1.99

Checked November 9, 2026. Sources: Together AI pricing

7

fal.ai

6.75 / 10Serverless GPU runners aimed at image and video models
Hardware & drivers
Blackwell Ultra — NVIDIA B300. Publishes a GB200 per-GPU rate, which most vendors mark Contact sales.
Capital
Raised $140m led by Sequoia at a $4.5bn valuation in December 2025; a $300-350m round at about $8bn was reported as in discussion in March 2026. Secondary sources, and they conflict with an earlier $1.5bn figure.
NVIDIA's own money
No NVIDIA equity disclosed.
Score
hardware 3 · published price 2 · capital 1.25 · NVIDIA 0.5
Card as listedTierPer GPU-hourNote
B300list$12.99as low as $5.99 at volume
GB200list$9.99as low as $5.89; one of the few published GB200 per-GPU rates
B200list$7.99as low as $5.49
H200list$6.00as low as $2.99
H100list$4.50as low as $2.49

Checked November 9, 2026. Sources: fal.ai pricing

7

RunPod

6.75 / 10GPU rental with a secure fleet and a cheaper community fleet
Hardware & drivers
Blackwell Ultra — NVIDIA B300. The only vendor here that prices datacentre and consumer cards on one page, so it shows what a GeForce card is worth per hour against a B300.
Capital
Reported $100m Series A led by Summit Partners in June 2026 at about a $1bn valuation; roughly $122m raised in total.
NVIDIA's own money
No NVIDIA equity disclosed.
Score
hardware 3 · published price 2 · capital 1.25 · NVIDIA 0.5
Card as listedTierPer GPU-hourNote
B300secure cloud$8.99community cloud $6.94
B200secure cloud$7.99community cloud $5.98
H200secure cloud$5.29community cloud $3.59
H100 SXMsecure cloud$3.99community cloud $2.69
A100 SXMsecure cloud$1.79community cloud $1.39
RTX 5090secure cloud$1.19community cloud $0.69
RTX 4090secure cloud$0.89community cloud $0.34

Checked November 9, 2026. Sources: RunPod pricing

9

Verda (ex-DataCrunch)

6.25 / 10European GPU cloud; datacrunch.io now redirects here
Hardware & drivers
Blackwell Ultra — NVIDIA GB300 SXM6. Publishes a per-GPU GB300 rate, which CoreWeave and Nebius both mark Contact sales. The domain change from datacrunch.io is not explained on the page.
Capital
No funding or valuation figure found in public reporting on the check date.
NVIDIA's own money
No NVIDIA equity disclosed.
Score
hardware 3 · published price 2 · capital 0.75 · NVIDIA 0.5
Card as listedTierPer GPU-hourNote
GB300 SXM6 288GBon-demand$13.44
B300 SXM6 268GBon-demand$11.69
B200 SXM6 180GBon-demand$9.14
H200 SXM5 141GBon-demand$6.44
H100 SXM5 80GBon-demand$4.94
A100 SXM4 80GBon-demand$2.32
RTX PRO 6000 96GBon-demand$2.73

Checked November 9, 2026. Sources: Verda pricing

10

Replicate

4.75 / 10Hosted open models, billed by the second
Hardware & drivers
Hopper — NVIDIA H200. Lists no Blackwell card at all. Its H100 and H200 both cost $5.49, which is more than Nebius charges for a B200-class hour on preemptible capacity.
Capital
No 2026 round size or valuation found in public reporting on the check date.
NVIDIA's own money
No NVIDIA equity disclosed.
Score
hardware 1.5 · published price 2 · capital 0.75 · NVIDIA 0.5
Card as listedTierPer GPU-hourNote
H200per second$5.49published as $0.001525/s
H100per second$5.49published as $0.001525/s
A100 80GBper second$5.04published as $0.001400/s
L40Sper second$3.51published as $0.000975/s
T4per second$0.81published as $0.000225/s

Checked November 9, 2026. Sources: Replicate pricing

11

Vast.ai

4.00 / 10Marketplace reselling other people's GPUs across 40+ datacentres
Hardware & drivers
Blackwell — NVIDIA B200. Publishes no list price for any card: only relative claims (interruptible '50%+ cheaper', reserved 'up to 50% off'). Nothing here can be compared without logging in.
Capital
No funding or valuation figure found in public reporting on the check date.
NVIDIA's own money
No NVIDIA equity disclosed.
Score
hardware 2.25 · published price 0.5 · capital 0.75 · NVIDIA 0.5
Card as listedTierPer GPU-hourNote
B200marketplaceNot publishednamed on the page with no price; rates are set by supply and demand
GB200marketplaceNot publishedpromoted in a banner with no price

Checked November 9, 2026. Sources: Vast.ai pricing

How the score works

Out of 10, four components. The capital component uses bands rather than exact valuations on purpose: the secondary sources conflict, and a band survives the conflict where a figure would not.

hardware — up to 3
Newest NVIDIA generation the vendor lets you book, by its own card names: Blackwell Ultra (B300/GB300) 3, Blackwell (B200/GB200) 2.25, Hopper (H200/H100) 1.5.
transparency — up to 2
How the newest card is priced: a published per-GPU-hour rate 2, a per-instance price you must divide 1.25, no list price at all 0.5.
capital — up to 3
Capital reaching the vendor, in bands because secondary sources conflict on exact valuations: listed public company 3, $20bn+ 2.5, $5-20bn 2, $1-5bn 1.25, undisclosed 0.75.
nvidia — up to 2
NVIDIA's own money: a stake disclosed in an SEC filing 2, named investor with no figure 1.25, none disclosed 0.5.

A high score is not a buying recommendation. It says a vendor is deep in the build-out: newest silicon, open prices, real capital, NVIDIA alongside. Cheapest per hour is a different question, and the B200 table above answers it.

Sectors still to be scored

GPU clouds are scored first because their prices are published and move weekly. These sectors are next; they are listed here so the gap is visible rather than quietly omitted.

Related: LLM API prices and rate limits·All verified plan limits·An H100 hour runs $3.79 to $6.16 across the same vendors.