# Fireworks AI vs Together AI vs Amazon Bedrock A side-by-side look at three managed platforms for running models, drawn from each vendor's own pricing and documentation pages. Three ways to serve models. Fireworks AI and Together AI sell per-token serverless inference with GPU-seconds or GPU-hours for dedicated capacity, while Amazon Bedrock sells per-token model access inside your own AWS account. Canonical URL: https://globalaiproductindex.com/compare/fireworks-ai-vs-together-ai-vs-amazon-bedrock/ | Dimension | [Fireworks AI](https://globalaiproductindex.com/products/fireworks-ai/) | [Together AI](https://globalaiproductindex.com/products/together-ai/) | [Amazon Bedrock](https://globalaiproductindex.com/products/amazon-bedrock/) | | --- | --- | --- | --- | | Company | Fireworks AI | Together AI | Amazon Web Services | | Category | Platforms & Infrastructure | Platforms & Infrastructure | Platforms & Infrastructure | | Business model | Paid | Paid | Paid | | License | Not recorded | Not recorded | Not recorded | | Pricing | Pricing is usage-based per token, with dedicated capacity options; new developers receive free credits. | Pricing is usage-based: per-token for serverless endpoints and per GPU hour for dedicated capacity; free credits are offered for new users. | Pricing is usage-based per input/output token, with on-demand and provisioned-throughput options. | | Pricing page | https://fireworks.ai/pricing | https://www.together.ai/pricing | https://aws.amazon.com/bedrock/pricing/ | | Documentation | https://docs.fireworks.ai | https://docs.together.ai | https://docs.aws.amazon.com/bedrock/ | | Launched | 2023 | 2023 | 2023-09 | | Availability | global | global | global | | Billing unit | Per token (serverless); per GPU second (on-demand deployments) | Per token (serverless); per GPU hour (dedicated inference and GPU clusters) | Per token (on-demand inference); Provisioned Throughput sold in model units | | Committed capacity | On-demand GPUs from $8.00 per hour (H100 80 GB), billed per second | Dedicated GPUs from $3.99 per hour (HGX H100), with reserved terms | Provisioned Throughput reserved by model unit; pricing agreed with your AWS account team | | Fine-tuning | Supervised, preference (DPO) and reinforcement fine-tuning, priced per 1M training tokens | LoRA and full fine-tuning priced per 1M tokens, with a per-model minimum charge | Model customisation priced per 1M training tokens plus a monthly custom-model storage fee | | Batch inference | Asynchronous batch inference at scale | Batch API priced per 1M tokens | Batch inference at 50% below on-demand pricing | | API compatibility | OpenAI-compatible; presented as a drop-in replacement for OpenAI | OpenAI-compatible API | Native Amazon Bedrock API through the AWS SDKs | | Website | https://fireworks.ai | https://www.together.ai | https://aws.amazon.com/bedrock/ | | Record updated | 2026-09-10 | 2026-10-09 | 2026-10-09 | ## When to choose each - **Fireworks AI** — When you want per-token serverless inference with an OpenAI-compatible API and per-second GPU deployments. - **Together AI** — When you want serverless inference, fine-tuning and rentable GPU clusters from one platform. - **Amazon Bedrock** — When you want model access inside your existing AWS account, with provisioned throughput and AWS-native controls. ## FAQ **Can the per-token prices be compared directly?** No. Each platform prices different models, and the same model can sit in several tiers, so the unit is comparable but the numbers are not. **Do all three offer committed capacity?** Yes: Fireworks AI and Together AI rent GPUs by the second or hour, and Amazon Bedrock sells reserved Provisioned Throughput in model units. **Is the API OpenAI-compatible?** Fireworks AI and Together AI are; Amazon Bedrock uses its own API, reached through the AWS SDKs. ## Comparison claim sources - **Billing unit** - [Fireworks AI](https://fireworks.ai/pricing) — verified 2026-10-12 - [Together AI](https://www.together.ai/pricing) — verified 2026-10-12 - [Amazon Bedrock](https://aws.amazon.com/bedrock/pricing/) — verified 2026-10-12 - **Committed capacity** - [Fireworks AI](https://fireworks.ai/pricing) — verified 2026-10-12 - [Together AI](https://www.together.ai/pricing) — verified 2026-10-12 - [Amazon Bedrock](https://aws.amazon.com/bedrock/pricing/) — verified 2026-10-12 - **Fine-tuning** - [Fireworks AI](https://fireworks.ai/pricing) — verified 2026-10-12 - [Together AI](https://www.together.ai/pricing) — verified 2026-10-12 - [Amazon Bedrock](https://aws.amazon.com/bedrock/pricing/) — verified 2026-10-12 - **Batch inference** - [Fireworks AI](https://docs.fireworks.ai) — verified 2026-10-12 - [Together AI](https://www.together.ai/pricing) — verified 2026-10-12 - [Amazon Bedrock](https://aws.amazon.com/bedrock/pricing/) — verified 2026-10-12 - **API compatibility** - [Fireworks AI](https://docs.fireworks.ai) — verified 2026-10-12 - [Together AI](https://docs.together.ai) — verified 2026-10-12 - [Amazon Bedrock](https://docs.aws.amazon.com/bedrock/) — verified 2026-10-12 ## Sources and record dates Record dates describe index updates, not independent product tests. Check linked documentation for current features and pricing. ### Fireworks AI Record updated: 2026-09-10 - [Official website](https://fireworks.ai) - [Documentation](https://docs.fireworks.ai) - [Official pricing](https://fireworks.ai/pricing) - [Pricing](https://fireworks.ai/pricing) - [Documentation](https://docs.fireworks.ai) ### Together AI Record updated: 2026-10-09 - [Official website](https://www.together.ai) - [Documentation](https://docs.together.ai) - [Overview - Together AI docs](https://docs.together.ai/intro) - [Official pricing](https://www.together.ai/pricing) - [Pricing](https://www.together.ai/pricing) - [Documentation](https://docs.together.ai) ### Amazon Bedrock Record updated: 2026-10-09 - [Official website](https://aws.amazon.com/bedrock/) - [Documentation](https://docs.aws.amazon.com/bedrock/) - [Official pricing](https://aws.amazon.com/bedrock/pricing/) - [Pricing](https://aws.amazon.com/bedrock/pricing/) - [Documentation](https://docs.aws.amazon.com/bedrock/) --- Data from the [Global AI Product Index](https://globalaiproductindex.com/), licensed CC BY 4.0.