# Baseten vs RunPod

**Leader by Vioscale score:** Baseten

| Attribute | Baseten | RunPod |
|---|---|---|
| **Vioscale score** | 76.3 (73% (medium)) | 63.1 (60% (medium)) |
| deployment.options | `{"cloud":true,"hybrid":true,"on_prem":true,"self_hosted":true}` | `{"cloud":true}` |
| description.long | An infrastructure platform that handles serving, optimizing, and scaling machine learning models across multiple clouds. Offers both managed cloud and self-hosted deployment options with built-in performance tuning, autoscaling, and 99.99% uptime reliability. | RunPod is a cloud platform providing on-demand access to GPU compute across 31 global regions for AI model training, fine-tuning, and inference. Users can deploy containerized workloads, serverless endpoints, or distributed training jobs with transparent hourly/per-second billing, supporting reserved capacity for committed usage or spot instances for cost reduction. |
| features.capabilities | `{"role":"serving","evaluation":false,"soc2_type_ii":true,"compute_model":"dedicated_gpu_instance","managed_cloud":true,"model_serving":true,"pricing_model":"per_million_tokens","self_hostable":true,"multi_provider":true,"vpc_deployment":true,"otel_compatible":false,"llm_observability":false,"prompt_management":false,"framework_agnostic":true,"experiment_tracking":true,"openai_compatible_rest_api_schema":true,"bring_your_own_weights_byow_hosting":true,"dynamic_batching_and_kv_cache_management":true,"massive_context_window_support_100k_plus":true,"hipaa_baa_compliance_for_medical_inference":true,"multimodal_vision_and_audio_in_out_support":true,"native_function_calling_and_strict_json_mode":true}` | `{"soc2":true,"multi_region":true,"soc2_type_ii":true,"compute_model":"serverless_per_token","pricing_model":"on-demand-published","deployment_model":"serverless","max_cluster_scale":"multi-node-cluster","per_second_billing":true,"spot_preemptible_pricing":true,"reserved_capacity_contracts":true,"openai_compatible_rest_api_schema":true,"bring_your_own_weights_byow_hosting":true,"multimodal_vision_and_audio_in_out_support":true}` |
| integrations.count | 3 | 15 |
| integrations.list | `[{"name":"Plotly"},{"name":"OpenAI-compatible endpoint"},{"name":"Truss"}]` | `[{"name":"GitHub"},{"name":"Docker Hub"},{"name":"HuggingFace"},{"name":"PyTorch"},{"name":"TensorFlow"},{"name":"NVIDIA CUDA"},{"name":"Jupyter"},{"name":"VS Code"},{"name":"Whisper"},{"name":"Stable Diffusion"},{"name":"YOLOv5"},{"name":"DreamBooth"},{"name":"LLaMA"},{"name":"OpenAI Python SDK"},{"name":"Bazel"}]` |
| market.availability | `{"hqCountry":"US","primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"hqCountry":"US","primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"mac":true,"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"hybrid","plans":[{"free":true,"name":"Basic","summary":"$0/month base, pay-as-you-go compute","features":["Dedicated deployments","Model APIs","Training","Fast cold starts","SOC 2 Type II and HIPAA compliant","Email and in-app chat support"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"description":"Deploy custom, fine-tuned, and open-source models with dedicated deployments, model APIs, training, fast cold starts","contactSales":false},{"free":false,"name":"Pro","summary":"Volume discounts available. Custom pricing via quote.","features":["Everything in Basic","Priority access to high-demand GPUs","Dedicated compute","Higher Model API rate limits","Hands-on engineering expertise","Dedicated support on Slack and Zoom"],"description":"Unlimited autoscaling and priority compute access with dedicated compute, higher rate limits, hands-on engineering support","contactSales":true},{"free":false,"name":"Enterprise","summary":"Volume discounts available. Custom pricing via quote.","features":["Everything in Pro","Custom SLAs","Self-host deployments","On-demand flex compute","Use existing cloud commitments","Full control over data residency","Advanced security and compliance","Custom global regions","Advanced RBAC with Teams"],"description":"Full control with custom SLAs, self-hosted deployments, on-demand flex compute, data residency control, and advanced security","contactSales":true}],"summary":"Free tier with pay-as-you-go compute ($0.01/min for basic instances). Pro and Enterprise plans available via quote with volume discounts.","currency":"USD","freeTier":true,"sourceUrl":"https://www.baseten.co/pricing/","retrievedAt":"2026-08-14T09:22:26.114Z","billingPeriods":["month"]}` | `{"type":"usage","summary":"Usage-based pricing on GPU compute by hour or second. Reserved instances available for committed capacity; Spot instances available at reduced rates for interruptible workloads.","sourceUrl":"https://www.runpod.io/articles/guides/pricing-models-ai-cloud-platforms","retrievedAt":"2026-08-25T12:09:38.868Z"}` |
| pricing.free_tier | yes | - |
| pricing.model | freemium | commercial |
| pricing.price_level | low | unknown |
| pricing.transparent | yes | yes |
| reliability.sla_pct | 99.99 | 99.99 |
| reliability.status_page | yes | - |
| security.disclosure_policy | yes | - |
| security.gdpr | yes | yes |
| security.hipaa | yes | yes |
| security.iso27001 | - | yes |
| security.pci | yes | - |
| security.soc2 | yes | yes |

## Capabilities (Inference Providers)

| Capability | Baseten | RunPod |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Compute model | Dedicated GPU instance | Serverless per token |
| Zero data retention training opt out enterprise | - | - |
| Openai compatible rest API schema | ✓ | ✓ |
| Native function calling and strict json mode | ✓ | - |
| Multimodal vision and audio in out support | ✓ | ✓ |
| Streaming server sent events sse token yield | - | - |
| Massive context window support 100k plus | ✓ | - |
| Lpu or custom silicon for extreme low latency | - | - |
| Bring your own weights byow hosting | ✓ | ✓ |
| Dynamic batching and kv cache management | ✓ | - |
| SOC2 type ii | ✓ | ✓ |
| HIPAA baa compliance for medical inference | ✓ | - |
| Pricing model | Per million tokens | on-demand-published |

*Source: Vioscale. Generated 2026-09-01T14:56:05.978Z. "-" = undocumented, not absent.*