Weekly Pricing Pulse
By Bobby Clay, Founder, AIForge Works
9 providers harvested. 1 New Silicon catalog entry, 14 restored / expanded visibility entries, 37 Deprecated SKUs, and 5 on-demand per-GPU pricing observations over 1%.

About Pulse
The Weekly Pricing Pulse tracks what changed in published GPU cloud pricing across AWS, Azure, GCP, OCI, CoreWeave, Lambda, Vultr, Nebius, and Crusoe over the last 7 days. AIForge Works compares each new harvest with the prior week and highlights buyer-relevant movement: comparable on-demand price changes, New Silicon, restored / expanded visibility, Deprecated SKUs, and likely price/SKU rolls.
This is not a live quote, workload-specific recommendation, or personalized account analysis. For workload-specific recommendations, use Cloud Advisor. To inspect neighboring SKUs, regions, or commitment terms, open the Multi-Cloud Pricing Analyzer. To compare your own GPU spend against a comparable floor, use GPU Audit.
Editor's note
The July 20 harvest was another reminder that pricing feeds can move even when the broader market does not. Across the nine providers we track, the AIForge Works cross-provider pricing dataset grew by 6,586 rows to 816,327, with AWS accounting for 6,405 of the increase. Most of those AWS additions were new catalog variants for existing products rather than new instance families. Of that increase, 810 were GPU-pricing rows tied to AWS's G7e family; those rows remain outside the New Silicon count pending completion of the existing specs review. The Global Public Catalog grew by 176 to 109,729 instance listings.
AWS had this week's one confirmed price move. Between AWS's June 30 and July 17 EC2 catalogs, the published on-demand price of the eight-GPU p6-b300.48xlarge in the Atlanta Local Zone fell from $167.3388 to $142.416 per hour for Linux, a 14.9% reduction. The equivalent SUSE, Ubuntu Pro, RHEL, and RHEL HA listings reflect the same underlying reduction. This is a verified price change for one instance family and location, not evidence of broader AWS or market-wide repricing.
For the second week in a row, the public catalog floor was below OCPI for both H200 and B200. H200 widened the gap to $0.61 below a $4.90 index, and B200 widened to $0.45 below a $7.14 index.
Most of the catalog churn was concentrated in Lambda, where 14 previously seen regional listings returned and 34 were no longer visible. Underneath those 48 observations were five configuration changes: one-GPU H100 PCIe listings returned in 13 regions and one A100 listing returned in India, while four- and eight-GPU H100 listings and eight-GPU A100 listings disappeared from some regions but remain visible elsewhere. Vultr had three region-specific listings that were no longer visible. This is a regional catalog reshuffle, not evidence of new capacity or retired hardware.
Ornn OCPI context
OCPI is the Ornn Cloud Price Index, a transaction-based benchmark for observed GPU cloud pricing that AIForge Works uses as market context alongside public provider catalog floors. This Pulse uses the latest reviewed Ornn x ICE OCPI comparison through the July 19, 2026 20:00 UTC reading set, paired with public catalog floors from the July 20 harvest. OCPI remains directional index context, not a live quote and not part of the weekly on-demand movement diff below.
OCPI compared to Global Public Catalog Floor
OCPI vs Public Catalog Floor by Week
Transaction-index prices vs lowest indexed public catalog floor.
H100 SXM
H200
B200
A100 SXM4
Week at a glance
All qualifying on-demand price movement this week was in AWS. GCP, Lambda, and Vultr also changed catalog visibility through New Silicon, restored / expanded visibility, and Deprecated SKU entries, shown below.
These movement counts apply only to comparable public-catalog on-demand prices. OCPI is a separate transaction-based market index and is shown independently.
- AWS reduced the published on-demand price of its eight-GPU
p6-b300.48xlargein the Atlanta Local Zone by 14.6% to 14.9%, depending on operating system. No other provider had a comparable public on-demand GPU price change above the 1% reporting threshold.
Provider roll-up
| Provider | Class | New | Restored / expanded | Gone | >1% | Rolls |
|---|---|---|---|---|---|---|
| AWS | hyperscaler | 0 | 0 | 0 | 5 | 0 |
| GCP | hyperscaler | 1 | 0 | 0 | 0 | 0 |
| Lambda | neocloud | 0 | 14 | 34 | 0 | 0 |
| Vultr | neocloud | 0 | 0 | 3 | 0 | 0 |
| Totals | - | 1 | 14 | 37 | 5 | 0 |
No buyer-visible GPU catalog additions, removals, or public on-demand price moves above 1% were found this week for Azure, OCI, CoreWeave, Crusoe, and Nebius.
Underlying provider feeds also shifted: OCI (+156 catalog records). After normalizing to comparable GPU offers, purchase terms, and verified hardware specs, those feed-level changes did not alter the public on-demand GPU offers reported in this Pulse.
Offers seen in earlier verified harvests returned to view this week: Lambda (14). Because these provider and SKU combinations appeared in earlier verified harvests, we treat them as restored catalog visibility rather than brand-new silicon launches.
Catalog changes this week
Catalog change counts summarize week-over-week visibility changes in the compared harvests. They show provider + region + instance/SKU observations that became newly visible or no longer visible between harvests. We do not describe these as confirmed capacity launches or retirements unless provider-published sources say so.
New Silicon
1 New Silicon GPU catalog entry was detected across GCP (1). Entries are grouped by provider so high-volume catalog churn does not hide smaller-provider changes.
New Silicon means a provider + region + instance/SKU observation newly visible in this harvest that is not paired with a same-provider, same-geo, same-instance deprecated SKU. It still does not by itself prove net-new capacity or a brand-new accelerator family.
GCP
1 New Silicon entries- New Silicon: GCP
A3EC-E212-B35Fin Montreal (northamerica-northeast1). L4 24 GB, 1-GPU pack. On-demand instance price: $0.5600/hr ($0.5600/hr per GPU).
Top on-demand movers by provider
AWS
5 AWS pricing observations this week, ranked by confidence, then percentage change. (5 AWS price entries moved >1% in total.)
Repeated instance-and-region rows are separate operating-system or catalog variants, identified in the OS / variant column.
| Instance | GPU pack | Region | OS / variant | Instance total | Per-GPU rate | Delta |
|---|---|---|---|---|---|---|
p6-b300.48xlarge | B300 288 GB (8 GPUs) | US East (Atlanta) | Linux | $167 → $142 | $20.92 → $17.80 | -14.9% |
p6-b300.48xlarge | B300 288 GB (8 GPUs) | US East (Atlanta) | SUSE | $167 → $143 | $20.93 → $17.82 | -14.9% |
p6-b300.48xlarge | B300 288 GB (8 GPUs) | US East (Atlanta) | Ubuntu Pro | $168 → $143 | $20.96 → $17.84 | -14.9% |
p6-b300.48xlarge | B300 288 GB (8 GPUs) | US East (Atlanta) | RHEL | $169 → $144 | $21.15 → $18.03 | -14.7% |
p6-b300.48xlarge | B300 288 GB (8 GPUs) | US East (Atlanta) | RHEL HA | $171 → $146 | $21.40 → $18.28 | -14.6% |
Up to 5 price observations per provider, ranked by confidence (high-confidence first), then by percentage change.
Restored / expanded visibility
14 previously seen public GPU catalog observations were visible again this week across Lambda (14).
Each provider and SKU had appeared in an earlier verified comparison; the region shown is where the offer was visible this week. We classify these as restored or expanded catalog visibility, not a new hardware launch, proof of added capacity, or confirmation that the offer is currently orderable.
Lambda
14 Restored / expanded visibility entries- Restored / expanded visibility: Lambda
gpu_1x_h100_pciein Arizona, USA. H100 80 GB, 1-GPU pack. On-demand instance price: $3.2900/hr ($3.2900/hr per GPU). - Restored / expanded visibility: Lambda
gpu_1x_h100_pciein California, USA. H100 80 GB, 1-GPU pack. On-demand instance price: $3.2900/hr ($3.2900/hr per GPU). - Restored / expanded visibility: Lambda
gpu_1x_h100_pciein Central Texas, USA. H100 80 GB, 1-GPU pack. On-demand instance price: $3.2900/hr ($3.2900/hr per GPU). - Restored / expanded visibility: Lambda
gpu_1x_h100_pciein Germany. H100 80 GB, 1-GPU pack. On-demand instance price: $3.2900/hr ($3.2900/hr per GPU). - Restored / expanded visibility: Lambda
gpu_1x_h100_pciein Illinois, USA. H100 80 GB, 1-GPU pack. On-demand instance price: $3.2900/hr ($3.2900/hr per GPU). - Restored / expanded visibility: Lambda
gpu_1x_a100_sxm4in India. A100 40 GB, 1-GPU pack. On-demand instance price: $1.9900/hr ($1.9900/hr per GPU). - Restored / expanded visibility: Lambda
gpu_1x_h100_pciein India. H100 80 GB, 1-GPU pack. On-demand instance price: $3.2900/hr ($3.2900/hr per GPU). - Restored / expanded visibility: Lambda
gpu_1x_h100_pciein Israel. H100 80 GB, 1-GPU pack. On-demand instance price: $3.2900/hr ($3.2900/hr per GPU). - Restored / expanded visibility: Lambda
gpu_1x_h100_pciein North Texas, USA. H100 80 GB, 1-GPU pack. On-demand instance price: $3.2900/hr ($3.2900/hr per GPU). - Restored / expanded visibility: Lambda
gpu_1x_h100_pciein Osaka, Japan. H100 80 GB, 1-GPU pack. On-demand instance price: $3.2900/hr ($3.2900/hr per GPU). - Restored / expanded visibility: Lambda
gpu_1x_h100_pciein Texas, USA. H100 80 GB, 1-GPU pack. On-demand instance price: $3.2900/hr ($3.2900/hr per GPU). - Restored / expanded visibility: Lambda
gpu_1x_h100_pciein Tokyo, Japan. H100 80 GB, 1-GPU pack. On-demand instance price: $3.2900/hr ($3.2900/hr per GPU). - Restored / expanded visibility: Lambda
gpu_1x_h100_pciein Virginia, USA. H100 80 GB, 1-GPU pack. On-demand instance price: $3.2900/hr ($3.2900/hr per GPU). - Restored / expanded visibility: Lambda
gpu_1x_h100_pciein Washington DC, USA. H100 80 GB, 1-GPU pack. On-demand instance price: $3.2900/hr ($3.2900/hr per GPU).
Deprecated SKUs
37 Deprecated SKU GPU catalog entries were detected across Lambda (34), Vultr (3). Entries are grouped by provider so high-volume catalog churn does not hide smaller-provider changes.
Deprecated SKU means the exact provider catalog SKU was present in the prior harvest but absent from this one. It is no longer visible as that exact SKU in this week's public-catalog comparison, even when a same-instance replacement looks likely; this does not prove the SKU is unavailable to buy.
Lambda
34 Deprecated SKU entries- Deprecated SKU: Lambda
gpu_4x_h100_sxm5from Arizona, USA. Last seen on-demand: $16.36/hr (per-GPU: $4.0900/hr). - Deprecated SKU: Lambda
gpu_8x_h100_sxm5from Arizona, USA. Last seen on-demand: $31.92/hr (per-GPU: $3.9900/hr). - Deprecated SKU: Lambda
gpu_4x_h100_sxm5from California, USA. Last seen on-demand: $16.36/hr (per-GPU: $4.0900/hr). - Deprecated SKU: Lambda
gpu_8x_h100_sxm5from California, USA. Last seen on-demand: $31.92/hr (per-GPU: $3.9900/hr). - Deprecated SKU: Lambda
gpu_8x_a100from Central Texas, USA. Last seen on-demand: $15.92/hr (per-GPU: $1.9900/hr). - Deprecated SKU: Lambda
gpu_4x_h100_sxm5from Germany. Last seen on-demand: $16.36/hr (per-GPU: $4.0900/hr). - Deprecated SKU: Lambda
gpu_8x_a100from Germany. Last seen on-demand: $15.92/hr (per-GPU: $1.9900/hr). - Deprecated SKU: Lambda
gpu_8x_h100_sxm5from Germany. Last seen on-demand: $31.92/hr (per-GPU: $3.9900/hr). - Deprecated SKU: Lambda
gpu_4x_h100_sxm5from Illinois, USA. Last seen on-demand: $16.36/hr (per-GPU: $4.0900/hr). - Deprecated SKU: Lambda
gpu_8x_a100from Illinois, USA. Last seen on-demand: $15.92/hr (per-GPU: $1.9900/hr). - Deprecated SKU: Lambda
gpu_8x_h100_sxm5from Illinois, USA. Last seen on-demand: $31.92/hr (per-GPU: $3.9900/hr). - Deprecated SKU: Lambda
gpu_4x_h100_sxm5from India. Last seen on-demand: $16.36/hr (per-GPU: $4.0900/hr). - Deprecated SKU: Lambda
gpu_8x_a100from India. Last seen on-demand: $15.92/hr (per-GPU: $1.9900/hr). - Deprecated SKU: Lambda
gpu_8x_h100_sxm5from India. Last seen on-demand: $31.92/hr (per-GPU: $3.9900/hr). - Deprecated SKU: Lambda
gpu_4x_h100_sxm5from Israel. Last seen on-demand: $16.36/hr (per-GPU: $4.0900/hr). - Deprecated SKU: Lambda
gpu_8x_a100from Israel. Last seen on-demand: $15.92/hr (per-GPU: $1.9900/hr). - Deprecated SKU: Lambda
gpu_8x_h100_sxm5from Israel. Last seen on-demand: $31.92/hr (per-GPU: $3.9900/hr). - Deprecated SKU: Lambda
gpu_8x_a100from North Texas, USA. Last seen on-demand: $15.92/hr (per-GPU: $1.9900/hr). - Deprecated SKU: Lambda
gpu_4x_h100_sxm5from Osaka, Japan. Last seen on-demand: $16.36/hr (per-GPU: $4.0900/hr). - Deprecated SKU: Lambda
gpu_8x_h100_sxm5from Osaka, Japan. Last seen on-demand: $31.92/hr (per-GPU: $3.9900/hr). - Deprecated SKU: Lambda
gpu_4x_h100_sxm5from Texas, USA. Last seen on-demand: $16.36/hr (per-GPU: $4.0900/hr). - Deprecated SKU: Lambda
gpu_8x_a100from Texas, USA. Last seen on-demand: $15.92/hr (per-GPU: $1.9900/hr). - Deprecated SKU: Lambda
gpu_8x_h100_sxm5from Texas, USA. Last seen on-demand: $31.92/hr (per-GPU: $3.9900/hr). - Deprecated SKU: Lambda
gpu_4x_h100_sxm5from Tokyo, Japan. Last seen on-demand: $16.36/hr (per-GPU: $4.0900/hr). - Deprecated SKU: Lambda
gpu_8x_a100from Tokyo, Japan. Last seen on-demand: $15.92/hr (per-GPU: $1.9900/hr). - Deprecated SKU: Lambda
gpu_8x_h100_sxm5from Tokyo, Japan. Last seen on-demand: $31.92/hr (per-GPU: $3.9900/hr). - Deprecated SKU: Lambda
gpu_4x_h100_sxm5from Utah, USA. Last seen on-demand: $16.36/hr (per-GPU: $4.0900/hr). - Deprecated SKU: Lambda
gpu_8x_a100from Utah, USA. Last seen on-demand: $15.92/hr (per-GPU: $1.9900/hr). - Deprecated SKU: Lambda
gpu_8x_h100_sxm5from Utah, USA. Last seen on-demand: $31.92/hr (per-GPU: $3.9900/hr). - Deprecated SKU: Lambda
gpu_4x_h100_sxm5from Virginia, USA. Last seen on-demand: $16.36/hr (per-GPU: $4.0900/hr). - Deprecated SKU: Lambda
gpu_8x_h100_sxm5from Virginia, USA. Last seen on-demand: $31.92/hr (per-GPU: $3.9900/hr). - Deprecated SKU: Lambda
gpu_4x_h100_sxm5from Washington DC, USA. Last seen on-demand: $16.36/hr (per-GPU: $4.0900/hr). - Deprecated SKU: Lambda
gpu_8x_a100from Washington DC, USA. Last seen on-demand: $15.92/hr (per-GPU: $1.9900/hr). - Deprecated SKU: Lambda
gpu_8x_h100_sxm5from Washington DC, USA. Last seen on-demand: $31.92/hr (per-GPU: $3.9900/hr).
Vultr
3 Deprecated SKU entries- Deprecated SKU: Vultr
vbm-112c-2048gb-8-a100-gpufrom Frankfurt, DE. Last seen on-demand: $22.40/hr (per-GPU: $2.8000/hr). - Deprecated SKU: Vultr
vbm-112c-2048gb-8-a100-gpufrom New Jersey, US. Last seen on-demand: $22.40/hr (per-GPU: $2.8000/hr). - Deprecated SKU: Vultr
vcg-a16-48c-496g-128vramfrom Singapore, SG. Last seen on-demand: $3.7670/hr (per-GPU: $0.4709/hr).
Methodology
Evidence-through date. Pricing evidence in this issue runs through July 20, 2026. This evidence-through date is recorded separately from the publication date shown in the article header.
What we compared. This Pulse compares last week's harvest (July 13, 2026) against this week's (July 20, 2026). Both harvests run automatically against the same 9 cloud providers.
How we compare prices fairly. Different providers package GPUs differently: some sell single-GPU instances, others sell 8-GPU instances. To compare apples-to-apples, we divide every instance price by the number of GPUs on that instance. All movement percentages in this Pulse are based on that per-GPU hourly rate, not the raw instance price.
What counts as a real move. We only flag price changes greater than 1%. Anything smaller is treated as rounding noise and excluded. New Silicon means a provider + region + instance/SKU observation newly visible in this harvest that is not paired with a same-provider, same-geo, same-instance deprecated SKU and has not been seen in the lookback window. Restored / expanded visibility means the provider and instance/SKU appeared in an earlier verified harvest and is visible again, sometimes in additional regions. Deprecated SKU means the exact provider catalog SKU was present in the prior harvest but absent from this one.
Scope and limits. The generated Pulse diff certifies on-demand movement only. All prices are in US dollars. Catalog entries missing a clean price or verified GPU specs are dropped before comparison. This Pulse compiles publicly published prices and is not a live quote, availability guarantee, or workload-specific advice.
This week's coverage. The July 20, 2026 harvest completed across 9 providers. Across the broader catalog, 5,537,900 raw price observations became 816,327 normalized pricing rows, up 6,586 (+0.8%) week over week. Within that normalized catalog, instance rows increased by 176 (+0.2%) to 109,729. The supporting instance-spec table grew to 2,241,667 rows (up 17,405 (+0.8%)). This Pulse narrowed the catalog to 13,722 comparable public on-demand GPU observations, up 287 (+2.1%), for movement analysis.
Next Pulse: Week of 2026-07-27.
