# Baseten vs Fireworks AI

**Leader by Vioscale score:** Baseten

| Attribute | Baseten | Fireworks AI |
|---|---|---|
| **Vioscale score** | 76.3 (73% (medium)) | 66.4 (55% (medium)) |
| deployment.options | `{"cloud":true,"hybrid":true,"on_prem":true,"self_hosted":true}` | `{"cloud":true,"hybrid":true,"on_prem":true,"self_hosted":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. | An AI inference platform that hosts and serves open-source models and fine-tuned versions with serverless or dedicated deployment options, optimized for speed and cost. Supports multiple LLMs, function calling, multimodal capabilities, and integrates with popular development tools. |
| 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_type_ii":true,"compute_model":"multi_tenant_hybrid","pricing_model":"per_million_tokens","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,"streaming_server_sent_events_sse_token_yield":true,"lpu_or_custom_silicon_for_extreme_low_latency":true,"zero_data_retention_training_opt_out_enterprise":true}` |
| integrations.count | 3 | 4 |
| integrations.list | `[{"name":"Plotly"},{"name":"OpenAI-compatible endpoint"},{"name":"Truss"}]` | `[{"name":"OpenCode"},{"name":"Cline"},{"name":"Aider"},{"name":"External APIs via function calling"}]` |
| market.availability | `{"hqCountry":"US","primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"hqCountry":"US","primaryMarkets":["US","EU"],"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":"hybrid","plans":[{"free":false,"name":"Serverless","summary":"From $0.55/million tokens (DeepSeek pricing example)","features":["Sub-500ms response times","Streaming support","Function calling","JSON/Grammar modes"],"components":[{"per":{"qty":1000000,"unit":"tokens"},"kind":"metered","amount":0.55,"currency":"USD"}],"description":"Pay-per-token with Priority and Fast options","contactSales":false},{"free":false,"name":"On-Demand Dedicated","summary":"Contact sales","features":["Dedicated GPU instances","Multi-region support","Custom models","Priority throughput"],"description":"Multi-region dedicated deployments with custom throughput","contactSales":true}],"summary":"Serverless pay-per-token starting at $0.55/million tokens; dedicated deployments available","currency":"USD","freeTier":false,"sourceUrl":"https://fireworks.ai/blog/claude-code-pricing","retrievedAt":"2026-08-21T11:06:51.585Z","startingPrice":{"unit":"tokens","amount":0.55,"currency":"USD"},"billingPeriods":["month"]}` |
| pricing.free_tier | yes | no |
| pricing.model | freemium | commercial |
| pricing.price_level | low | low |
| pricing.starting_price | - | `{"amount":0.55,"currency":"USD"}` |
| pricing.transparent | yes | yes |
| reliability.sla_pct | 99.99 | - |
| reliability.status_page | yes | - |
| security.disclosure_policy | yes | - |
| security.gdpr | yes | - |
| security.hipaa | yes | yes |
| security.pci | yes | - |
| security.soc2 | yes | yes |

## Capabilities (Inference Providers)

| Capability | Baseten | Fireworks AI |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Compute model | Dedicated GPU instance | Multi tenant hybrid |
| 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 | Per million tokens |

*Source: Vioscale. Generated 2026-09-01T16:30:43.435Z. "-" = undocumented, not absent.*