GPU providers
11 companies in this space
Important Developer Trends for 2021
Reconstructed with current taxonomy
| 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.
|
70.2 | — |
Strategic 80 Adoption 20 · Attention 100 · Momentum 63 |
51 · 58 · 55 · 60 · 66 · 84 · 70 · 70 |
| #2 |
Developer Experience
Developer experience directly influences adoption, retention, and workload expansion for GPU providers by reducing friction in provisioning, deployment, observability, and cost management.
|
70.1 | +2 |
Strategic 74 Adoption 60 · Attention 58 · Momentum 100 |
54 · 52 · 44 · 59 · 59 · 63 · 55 · 70 |
| #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.
|
68.5 | -1 |
Strategic 64 Adoption 60 · Attention 100 · Momentum 62 |
41 · 48 · 38 · 48 · 61 · 66 · 65 · 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.
|
60.4 | -1 |
Strategic 85 Adoption 20 · Attention 18 · Momentum 54 |
54 · 54 · 54 · 61 · 51 · 61 · 63 · 60 |
| #5 |
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.
|
59.8 | — |
Strategic 78 Adoption 40 · Attention 13 · Momentum 61 |
49 · 49 · 49 · 49 · 49 · 63 · 54 · 60 |
Filter Companies
Summary
| Company | Total Posts | Avg/Month |
|---|---|---|
| Atlas Cloud | 900 | 25.0 |
| RunPod | 534 | 8.9 |
| Google Cloud | 2,790 | 8.0 |
| Nebius | 243 | 6.8 |
| DigitalOcean | 845 | 4.7 |
| Together AI | 244 | 4.1 |
| Vultr | 473 | 3.0 |
| Rescale | 439 | 2.3 |
| Vast.ai | 176 | 1.3 |
| Lambda | 217 | 1.2 |
| Prime Intellect | 42 | 1.2 |
Current Subscribers
| Company | Subscribers | Share |
|---|---|---|
| Google Cloud | 1,440,000 | |
| DigitalOcean | 60,200 | |
| Lambda | 7,580 | |
| Nebius | 6,950 | |
| Atlas Cloud | 6,570 | |
| Together AI | 4,600 | |
| Vultr | 3,480 | |
| Vast.ai | 2,440 | |
| Rescale | 2,340 | |
| Prime Intellect | 992 |
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 |