Compare · Sept 2026 recon
Us vs everybody
Researched from public homepages + docs of six providers. Where we lose today (VMs, certs), it's on the roadmap — dated, on the trust page.
| Capability | runaii | Modal | Baseten | Fireworks | RunPod | Koyeb | JarvisLabs |
|---|---|---|---|---|---|---|---|
| Serverless per-token APIs | ✓ 15+ models | ✓ Python-native | ✓ Model APIs | ✓ Frontier loop | ✓ + pods | ✓ + containers | ✓ endpoints |
| OpenAI-compatible | ✓ + Anthropic | ○ SDK-first | ✓ + Anthropic β | ✓ drop-in | ✓ | ○ bring image | ○ vLLM you run |
| Dedicated Blackwell GPUs | ✓ B200/B300/GB300 | ✓ B200/H100 | ✓ multi-cloud | ✓ on-demand | ✓ 30+ SKUs | ✓ A100/L40S | ✓ H200/H100 |
| Training → deploy loop | ✓ seconds | ✓ full loop | ✓ Loops SDK | ✓ signature loop | ✓ pods→serverless | ○ | ✓ VMs→endpoints |
| Root-access GPU VMs | — roadmap | ✓ sandboxes | — | — | ✓ pods | ○ containers | ✓ VMs |
| Free tier | ✓ $1 credits | ✓ $30/mo | ○ sales-led | ○ usage | ○ | ○ + $30k startups | ○ from $10 |
| Per-GPU pages + compare | ✓ /gpus + here | ✓ glossary | ✓ engines | ✓ demos | ✓ /product/* | ✓ /deploy | ✓ /gpu/* |
| Status + changelog | ✓ /status | ○ | ✓ status | ✓ status | ✓ trust center | ✓ status | ○ |