Shadeform vs Vast.ai
Agent-native side-by-side. Scores are curated estimates on a 0–10 scale. Lock-in: higher = worse. Prefer JTBD picks via /api/decide when choosing for a job.
| Dimension | Shadeform | Vast.ai |
|---|---|---|
| Overall | 7.1 | 6.9 |
| Capability fit | 7.0 | 7.0 |
| Price / performance | 8.4 | 9.8 |
| Latency / reliability | 6.8 | 4.5 |
| Developer & agent DX | 8.0 | 7.2 |
| Privacy / data retention | 6.0 | 4.0 |
| Lock-in risk (higher = worse) | 4.5 | 2.5 |
| Maturity / track record | 6.2 | 7.5 |
| Pricing | As of 2026-09-14: GPU marketplace aggregating 30+ clouds with unified API/billing; prices are provider-pass-through (not Shadeform's own SKUs). Useful meta-layer to compare Nebius/Oblivus/RunPod/etc. without N consoles. | As of 2026-09-14: P2P GPU marketplace; H100 commonly ~$1.5–2.5/hr class depending on host/interruptibility; prices fluctuate by supply. Interruptible instances cheapest; verify host reliability and security posture. Neve… |
| Tagline | Use as a router/compare layer across GPU clouds. Still pin production to a known underlying provider. | Cheapest GPUs if your job can die and restart. Never put customer PII training here without eyes wide open. |
Shadeform
Use as a router/compare layer across GPU clouds. Still pin production to a known underlying provider. Strengths: One API across many GPU clouds; Live price/availability compare; Reduces vendor hopping friction.
Strengths
- One API across many GPU clouds
- Live price/availability compare
- Reduces vendor hopping friction
Weaknesses
- Meta-layer adds dependency
- SLA is underlying provider's
- Not capacity itself
Vast.ai
Cheapest GPUs if your job can die and restart. Never put customer PII training here without eyes wide open. Strengths: Lowest sticker GPU prices; Huge heterogeneous inventory; Good for fault-tolerant batch.
Strengths
- Lowest sticker GPU prices
- Huge heterogeneous inventory
- Good for fault-tolerant batch
Weaknesses
- No real SLA; host quality variance
- Security/compliance unsuitable for many prod workloads
- Ops overhead for reliability
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