# Fireworks AI vs Replicate

| Attribute | Fireworks AI | Replicate |
|---|---|---|
| **vioscaleAI score** | 61.1 (55% (medium)) | 64.6 (40% (low)) |
| content.faq | `[{"answer":"Fireworks provides serverless and on-demand inference for open source models and custom trained versions, with tools for model fine-tuning, optimization, and deployment. It supports per-token and per-GPU billing with API compatibility for existing model clients. It is indexed under Inference Providers.","source":"https://fireworks.ai/pricing","question":"What is Fireworks AI?","confidence":0.6},{"answer":"Fireworks AI offers a free tier, so you can start without paying. Paid plans start at $0.50. Prices are published openly on the vendor's own pricing page. Pricing changes often, so verify at source before relying on it.","source":"https://fireworks.ai/pricing","question":"Is Fireworks AI free?","confidence":0.6},{"answer":"Fireworks AI supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://fireworks.ai/pricing","question":"What platforms does Fireworks AI support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for Fireworks AI, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.","source":"https://fireworks.ai/pricing","question":"Can Fireworks AI be self-hosted?","confidence":0.6},{"answer":"We have confirmed 6 integrations for Fireworks AI, including OpenCode, Cline, Aider, External APIs via function calling, OpenAI and Anthropic. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://fireworks.ai/pricing","question":"What does Fireworks AI integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, HIPAA and GDPR for Fireworks AI. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Fireworks AI not holding them. Always confirm compliance directly before you rely on it.","source":"https://fireworks.ai/blog/fireworks-ai-achieves-soc-2-type-ii-and-hipaa-compliance","question":"What security certifications does Fireworks AI have?","confidence":0.7},{"answer":"Fireworks AI is available worldwide. Its primary market is the United States.","source":"https://fireworks.ai/pricing","question":"Where is Fireworks AI available?","confidence":0.75}]` | `[{"answer":"Execute pre-built or custom machine learning models through a unified API. Replicate handles infrastructure scaling and provides tools for fine-tuning models with custom data and monitoring model performance. It is indexed under MLOps & LLMOps Tools.","source":"https://replicate.com","question":"What is Replicate?","confidence":0.6},{"answer":"Replicate offers a free tier, so you can start without paying. Paid plans start at $0.00 per CPU (Small) per second. Pricing changes often, so verify at source before relying on it.","source":"https://replicate.com","question":"Is Replicate free?","confidence":0.6},{"answer":"We have confirmed browser-based access to Replicate. That is the extent of what we could verify from public sources, so it may well offer desktop or mobile clients we have not indexed.","source":"https://replicate.com","question":"What platforms does Replicate support?","confidence":0.6},{"answer":"Yes. Replicate can be deployed cloud / SaaS and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://replicate.com","question":"Can Replicate be self-hosted?","confidence":0.6},{"answer":"We have confirmed 10 integrations for Replicate, including Google, OpenAI, ByteDance, Black Forest Labs, HuggingFace, Anthropic, Alibaba and Krea, plus 2 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://replicate.com","question":"What does Replicate integrate with?","confidence":0.6},{"answer":"Replicate is available worldwide. Its primary market is the United States.","source":"https://replicate.com","question":"Where is Replicate available?","confidence":0.5}]` |
| deployment.options | `{"cloud":true,"hybrid":true,"on_prem":true}` | `{"cloud":true,"self_hosted":true}` |
| description.long | Fireworks provides serverless and on-demand inference for open source models and custom trained versions, with tools for model fine-tuning, optimization, and deployment. It supports per-token and per-GPU billing with API compatibility for existing model clients. | A platform for deploying and running machine learning models and custom code via a simple API. Supports packaging models with Cog, then deploying to Replicate's managed cloud or your own infrastructure. |
| features.capabilities | `{"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}` | `{"role":"serving","compute_model":"serverless_per_token","managed_cloud":true,"model_serving":true,"pricing_model":"per_compute_hour","self_hostable":true,"multi_provider":true,"vpc_deployment":true,"no_train_on_data":"unknown","llm_observability":true,"framework_agnostic":true,"experiment_tracking":true,"bring_your_own_weights_byow_hosting":true,"multimodal_vision_and_audio_in_out_support":true,"lpu_or_custom_silicon_for_extreme_low_latency":false}` |
| integrations.count | 2 | 8 |
| integrations.list | `[{"name":"OpenCode"},{"name":"Cline"},{"name":"Aider"},{"name":"External APIs via function calling"},{"name":"OpenAI","native":true,"category":"api_compatibility","direction":"bidirectional"},{"name":"Anthropic","native":true,"category":"api_compatibility","direction":"bidirectional"}]` | `[{"name":"Google"},{"name":"OpenAI"},{"name":"ByteDance"},{"name":"Black Forest Labs"},{"name":"HuggingFace"},{"name":"Anthropic"},{"name":"Alibaba"},{"name":"Krea"},{"name":"GitHub"},{"name":"Docker"}]` |
| market.availability | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"usage","plans":[{"free":false,"name":"Serverless Inference","summary":"Usage-based per-token pricing","features":["Pay per input token","Pay per output token","Pay per cached token","OpenAI and Anthropic compatible API","Priority and Fast serving options"],"commitment":"monthly","description":"Per-token usage-based billing with pre-paid credits and no cold starts","contactSales":false},{"free":false,"name":"Embeddings","summary":"$0.008–$0.1 per 1M input tokens","features":["Multiple embedding models","Tiered by model size"],"commitment":"monthly","components":[{"per":{"qty":1000000,"unit":"tokens"},"kind":"metered","amount":0.008,"currency":"USD"},{"per":{"qty":1000000,"unit":"tokens"},"kind":"metered","amount":0.016,"currency":"USD"},{"per":{"qty":1000000,"unit":"tokens"},"kind":"metered","amount":0.1,"currency":"USD"}],"description":"Embedding model inference with tiered pricing by model size","contactSales":false},{"free":false,"name":"Managed Training","summary":"$0.50–$12 per 1M training tokens depending on model size and method","features":["LoRA SFT","LoRA DPO","Full Parameter SFT","Full Parameter DPO","Quantization-aware training"],"commitment":"monthly","components":[{"per":{"qty":1000000,"unit":"tokens"},"kind":"metered","amount":0.5,"currency":"USD"},{"per":{"qty":1000000,"unit":"tokens"},"kind":"metered","amount":1,"currency":"USD"},{"per":{"qty":1000000,"unit":"tokens"},"kind":"metered","amount":2,"currency":"USD"},{"per":{"qty":1000000,"unit":"tokens"},"kind":"metered","amount":3,"currency":"USD"},{"per":{"qty":1000000,"unit":"tokens"},"kind":"metered","amount":6,"currency":"USD"},{"per":{"qty":1000000,"unit":"tokens"},"kind":"metered","amount":12,"currency":"USD"}],"description":"Supervised and preference fine-tuning with pricing based on model size and method","contactSales":false},{"free":false,"name":"Serverless Training API","summary":"Usage-based pricing per 1M tokens for prefill, cached prefill, sample, and train","features":["Shared trainer pool","No provisioning required","No idle costs","Cached prefill option"],"commitment":"monthly","description":"LoRA training with usage-based per-token pricing on a shared trainer pool","contactSales":false},{"free":false,"name":"On-Demand Deployments","summary":"$0.134–$0.334 per minute for dedicated GPU deployments","features":["H100, B200, B300, GB300 GPU options","Multi-region support","Post-trained model support"],"components":[{"per":{"qty":1,"unit":"minute"},"kind":"metered","amount":0.134,"currency":"USD"},{"per":{"qty":1,"unit":"minute"},"kind":"metered","amount":0.217,"currency":"USD"},{"per":{"qty":1,"unit":"minute"},"kind":"metered","amount":0.25,"currency":"USD"},{"per":{"qty":1,"unit":"minute"},"kind":"metered","amount":0.334,"currency":"USD"}],"description":"Dedicated GPU instances billed per minute or hour for custom workloads","contactSales":true}],"summary":"Usage-based pay-per-token for serverless; managed training at $0.50–$12/1M tokens; dedicated GPU from $0.134–$0.334/minute","currency":"USD","freeTier":false,"sourceUrl":"https://fireworks.ai/pricing","retrievedAt":"2026-10-02T16:20:24.427Z","startingPrice":{"unit":"tokens","amount":0.008,"currency":"USD"},"billingPeriods":["month"]}` | `{"type":"usage","plans":[{"name":"Public Models","summary":"Per-token or per-output pricing varies by model","features":["Run public models","Text-to-image generation","Image editing and restoration","Video generation","Speech generation","Large language models","Music generation"],"components":[{"per":{"qty":1000,"unit":"output tokens"},"kind":"metered","amount":0.015,"currency":"USD"},{"per":{"qty":1000000,"unit":"input tokens"},"kind":"metered","amount":3,"currency":"USD"},{"kind":"per_unit","unit":"image","amount":0.04,"period":"per_output","currency":"USD"},{"kind":"per_unit","unit":"video","amount":0.09,"period":"per_second","currency":"USD"}],"description":"Thousands of open-source and proprietary models billed by execution time or output tokens/images","contactSales":false},{"free":false,"name":"Private Models","summary":"$0.09–$20.16/hr depending on hardware","features":["Dedicated hardware (no shared queue)","Auto-scaling","Custom model deployment","Hourly billing available"],"components":[{"kind":"per_unit","unit":"CPU (Small)","amount":0.000025,"period":"second","currency":"USD"},{"kind":"per_unit","unit":"CPU","amount":0.0001,"period":"second","currency":"USD"},{"kind":"per_unit","unit":"Nvidia A100 (80GB)","amount":0.0014,"period":"second","currency":"USD"},{"kind":"per_unit","unit":"Nvidia H100","amount":0.001525,"period":"second","currency":"USD"},{"kind":"per_unit","unit":"Nvidia L40S","amount":0.000975,"period":"second","currency":"USD"},{"kind":"per_unit","unit":"Nvidia T4","amount":0.000225,"period":"second","currency":"USD"}],"description":"Deploy custom models on dedicated hardware. Billed for all uptime (setup, idle, and processing)","contactSales":false},{"free":false,"name":"Fast Booting Fine-Tunes","summary":"Active processing time only","features":["Fine-tuned model deployment","No idle time billing"],"description":"Private fine-tuned models billed only for active processing time (no idle time charges)","contactSales":false}],"addOns":[{"name":"Multi-GPU A100 Capacity","components":[{"kind":"per_unit","unit":"4x Nvidia A100 (80GB)","amount":0.0056,"period":"second","currency":"USD"},{"kind":"per_unit","unit":"8x Nvidia A100 (80GB)","amount":0.0112,"period":"second","currency":"USD"}]},{"name":"Multi-GPU H100 Capacity","components":[{"kind":"per_unit","unit":"2x Nvidia H100","amount":0.00305,"period":"second","currency":"USD"},{"kind":"per_unit","unit":"4x Nvidia H100","amount":0.0061,"period":"second","currency":"USD"},{"kind":"per_unit","unit":"8x Nvidia H100","amount":0.0122,"period":"second","currency":"USD"}]}],"summary":"Usage-based: public models from $0.01–$0.25 per output token/image/second; private models from $0.09–$40.32/hr. Free tier available.","currency":"USD","freeTier":true,"sourceUrl":"https://replicate.com","retrievedAt":"2026-08-03T22:46:21.215Z","startingPrice":{"amount":0.000025,"period":"month","currency":"USD"}}` |
| pricing.free_tier | no | yes |
| pricing.model | commercial | commercial |
| pricing.price_level | low | unknown |
| pricing.starting_price | `{"amount":0.008,"currency":"USD"}` | - |
| pricing.transparent | yes | yes |
| reliability.status_page | - | yes |
| security.certifications | `[{"name":"SOC 2 Type II","level":"Type II","status":"active","auditor":"Vanta & Advantage Partners","evidenceUrl":"https://fireworks.ai/blog/fireworks-ai-achieves-soc-2-type-ii-and-hipaa-compliance"},{"name":"HIPAA","status":"active","auditor":"Vanta & Advantage Partners","evidenceUrl":"https://fireworks.ai/blog/fireworks-ai-achieves-soc-2-type-ii-and-hipaa-compliance"}]` | - |
| security.disclosure_policy | yes | - |
| security.gdpr | yes | - |
| security.hipaa | yes | - |
| security.soc2 | yes | - |
| security.trust_center | https://fireworks.ai/blog/fireworks-ai-achieves-soc-2-type-ii-and-hipaa-compliance | - |

## Capabilities (Inference Providers)

| Capability | Fireworks AI | Replicate |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Compute model | Multi tenant hybrid | 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 | Per compute hour |

*Source: vioscaleAI. Generated 2026-10-17T02:43:36.160Z. "-" = undocumented, not absent.*