Developers ask AI: What's a dev-friendly cloud compute provider?
Representative prompt — one of many ways developers ask this questionDigitalOcean, Linode, and Vultr hold the top three spots, unchanged from last month.
The biggest mover is Heroku, jumping 6 spots from #17 to #11. Civo had the steepest drop, falling 5 positions from #7 to #12.
| Rank Ordered by prominence across all models, compared to September 2026. | Product Company or product name that appeared in model responses for this category. | Prominence Prominence (1–100) weights how often a product is ranked ahead of others. Hover a score for average position and visibility. | Models Per-model prominence. Ring fill shows each model's prominence score. Hover a dot for prominence, average position, and visibility. |
|---|---|---|---|
| 1 — | 100 |
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|
| 2 — |
Akamai
|
88 |
|
| 3 — | 87 |
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| 4 — | 78 |
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| 5 — | 76 |
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| 6 — |
Hetzner
|
63 |
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| 7 ▲1 | 59 |
|
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| 8 ▲1 | 50 |
|
|
| 9 ▲3 | 47 |
|
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| 10 — | 46 |
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ALSO RANKED
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| 11 ▲6 |
Salesforce
|
40 |
|
| 12 ▼5 | 33 |
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| 13 ▲1 | 22 |
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| 14 ▲2 | 22 |
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| 15 ▼4 |
Amazon Web Services
|
22 |
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| 16 ▼1 | 17 |
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|
This is not a comprehensive list. Many factors influence whether a product appears in AI-generated results. Rankings reflect AI model behavior at time of testing. Appearance or absence does not constitute an endorsement or evaluation by LLM Rank.
Top 10 over time
October 2026How standings changed across April 2026 → May 2026 → June 2026 → July 2026 → August 2026 → September 2026 → October 2026. Hover a point or product name for details.
Dashed lines = months outside the top 10.
The top Cloud Compute tools, according to…
October 2026 · top 5 per model
-
1
DigitalOcean 100
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2
Linode 90
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3
Vultr 85
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4
Scaleway 81
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5
UpCloud 77
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1
DigitalOcean 100
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2
Vultr 90
-
3
Linode 85
-
4
Scaleway 81
-
5
UpCloud 78
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1
DigitalOcean 100
-
2
Linode 90
-
3
Vultr 85
- 4
-
5
Render 78
Cloud Compute developers also ask about…
Which public hyperscale cloud platforms can developers deploy to? Representative prompt — one of several specialized views within Cloud Compute
Rankings for a specialized prompt within Cloud Compute.
| Rank Ordered by prominence across all models. | Product Company or product name that appeared in model responses for this category. | Prominence Prominence (1–100) weights how often a product is ranked ahead of others. Hover a score for average position and visibility. | Models Per-model prominence. Ring fill shows each model's prominence score. Hover a dot for prominence, average position, and visibility. |
|---|---|---|---|
| 1 |
Amazon
|
100 |
|
| 2 |
Microsoft
|
90 |
|
| 3 |
Google Cloud
NR
Google
|
85 |
|
| 4 |
Alibaba Group
|
81 |
|
| 5 |
Oracle
|
78 |
|
| 6 |
IBM Cloud
NR
IBM
|
75 |
|
| 7 |
Tencent
|
73 |
|
| 8 |
Huawei Cloud
NR
Huawei
|
64 |
|
| 9 |
Baidu
|
43 |
|
What are the best GPU cloud providers for AI? Representative prompt — one of several specialized views within Cloud Compute
Rankings for a specialized prompt within Cloud Compute.
| Rank Ordered by prominence across all models. | Product Company or product name that appeared in model responses for this category. | Prominence Prominence (1–100) weights how often a product is ranked ahead of others. Hover a score for average position and visibility. | Models Per-model prominence. Ring fill shows each model's prominence score. Hover a dot for prominence, average position, and visibility. |
|---|---|---|---|
| 1 |
Amazon
|
94 |
|
| 2 |
CoreWeave
NR
|
93 |
|
| 3 |
Google Cloud
NR
Google
|
85 |
|
| 4 |
Microsoft
|
84 |
|
| 5 |
Lambda
NR
|
80 |
|
| 6 |
Oracle
|
73 |
|
| 7 |
RunPod
NR
|
71 |
|
| 8 |
Vast.ai
NR
|
63 |
|
| 9 |
Nebius
NR
Nebius Group
|
62 |
|
| 10 |
Crusoe
NR
Crusoe Energy Systems
|
61 |
|
What are the best serverless compute platforms? Representative prompt — one of several specialized views within Cloud Compute
Rankings for a specialized prompt within Cloud Compute.
| Rank Ordered by prominence across all models. | Product Company or product name that appeared in model responses for this category. | Prominence Prominence (1–100) weights how often a product is ranked ahead of others. Hover a score for average position and visibility. | Models Per-model prominence. Ring fill shows each model's prominence score. Hover a dot for prominence, average position, and visibility. |
|---|---|---|---|
| 1 |
Amazon
|
90 |
|
| 2 |
Cloudflare
NR
|
81 |
|
| 3 |
Microsoft
|
80 |
|
| 4 |
Vercel
NR
|
78 |
|
| 5 |
Google Cloud
NR
Google
|
76 |
|
| 6 |
Netlify
NR
|
75 |
|
| 7 |
Fastly
NR
|
69 |
|
| 8 | 68 |
|
|
| 9 |
AWS Lambda
NR
Amazon Web Services
|
67 |
|
| 10 | 64 |
|
Full report & dataset
Need to work with this data?
Complete per-model results and every individual model run in a spreadsheet, a PDF for citing with a written read on what moved.
In the October 2026 export
- 51 ranked products
- 3 models ranked in full
- 120 runs, with verbatim replies
- 3 prompt variants scored
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Cloud Compute · October 2026
The full dataset behind the leaderboard, ready for your next deck
For analysts and marketers who need to work with these rankings, not just read them: complete per-model results and every individual model run in a spreadsheet you can pivot and chart, a PDF laid out for citing, with a written read on what moved — enough to build the slide before the meeting.
What you'll do with it
- Pivot and filter to find your own cut of the story
- Chart one product against the whole field
- Drop the rankings straight into a leadership deck
- See how consistently a product ranked, not just its average
- Cite a dated snapshot that won't shift next month
In the export
- All 51 ranked products, sortable and pivot-ready
- Complete rankings from all three models, not the top-10 slice charted here
- All 120 runs, each with its verbatim response and parsed ranking
- Three prompt variants scored in full
Data Trove XLSX
Every ranked product with complete per-model results, plus every individual model run and the ranking it produced, in sortable, pivot-ready sheets. (sample)
Data Dossier PDF
The full leaderboard laid out for reading, citing, and lifting into a deck, with the per-model breakdown the page only charts and a written read on what moved this month. (sample)