GPU providers
11 companies in this space
Important Developer Trends for 2022
26 trends awaiting strategic relevance scoring. Activity metrics update automatically; strategic scores require a separate review.
| Rank | Trend | Score | Change | Components | Recent scores |
|---|---|---|---|---|---|
| #1 |
Kubernetes
Kubernetes is durable core infrastructure for deploying, scaling, and operating GPU-backed workloads, especially training and inference services.
|
84.3 | — |
Strategic 80 Adoption 91 · Attention 100 · Momentum 62 |
55 · 63 · 66 · 67 · 82 · 78 · 79 · 84 |
| #2 |
AI Model Fine-tuning
Fine-tuning is a core GPU workload that directly shapes infrastructure selection through accelerator availability, interconnects, storage, orchestration, pricing, and managed training tooling.
|
72.4 | +3 |
Strategic 78 Adoption 73 · Attention 40 · Momentum 100 |
49 · 49 · 49 · 49 · 59 · 54 · 60 · 72 |
| #3 |
Serverless
Serverless execution is materially relevant to GPU providers because it reduces operational overhead and enables elastic, usage-based AI inference and application deployment.
|
67.7 | — |
Strategic 64 Adoption 55 · Attention 100 · Momentum 68 |
45 · 45 · 51 · 65 · 68 · 67 · 68 · 68 |
| #4 |
LLM
LLMs are a primary workload for GPU providers, driving demand for training, fine-tuning, inference, model hosting, and high-performance cluster capacity.
|
66.3 | — |
Strategic 85 Adoption 55 · Attention 20 · Momentum 29 |
51 · 54 · 58 · 58 · 65 · 67 · 67 · 66 |
| #5 |
Developer Experience
Developer experience directly influences adoption, retention, and workload expansion for GPU providers by reducing friction in provisioning, deployment, observability, and cost management.
|
62.3 | -3 |
Strategic 74 Adoption 36 · Attention 60 · Momentum 33 |
51 · 57 · 58 · 62 · 73 · 63 · 77 · 62 |
Filter Companies
Summary
| Company | Total Posts | Avg/Month |
|---|---|---|
| Atlas Cloud | 1,212 | 33.7 |
| RunPod | 561 | 9.4 |
| Google Cloud | 2,832 | 8.1 |
| Nebius | 265 | 7.4 |
| DigitalOcean | 869 | 4.8 |
| Together AI | 263 | 4.4 |
| Vultr | 502 | 3.2 |
| Rescale | 461 | 2.4 |
| Prime Intellect | 52 | 1.4 |
| Vast.ai | 185 | 1.4 |
| Lambda | 235 | 1.3 |
Current Subscribers
| Company | Subscribers | Share |
|---|---|---|
| Google Cloud | 1,470,000 | |
| DigitalOcean | 60,400 | |
| Atlas Cloud | 9,600 | |
| Nebius | 8,660 | |
| Lambda | 7,750 | |
| Together AI | 4,710 | |
| Vultr | 3,520 | |
| Vast.ai | 2,560 | |
| Rescale | 2,360 | |
| RunPod | 1,800 | |
| Prime Intellect | 1,060 |
Showing Hacker News posts with 50+ points since 2022
Companies in GPU providers
Random Space| Company | Stage | Founded |
|---|---|---|
| Atlas Cloud | seed | 2024 |
| DigitalOcean | Public | 2012 |
| Google Cloud | Public | 1998 |
| Lambda | E | 2012 |
| Nebius | Public | 2024 |
| Prime Intellect | A | 2024 |
| Rescale | D | 2011 |
| RunPod | A | 2022 |
| Together AI | C | 2022 |
| Vast.ai | seed | 2016 |
| Vultr | D | 2014 |