# Fireworks AI vs Munito AI
URL: https://docs.munito.ai/compare/fireworks-ai

Choose Fireworks AI for a large model library, fine-tuning and self-serve GPU deployments. Choose Munito AI when serverless requests must run in the EU with no sales contact, for OCR by the page, or decision models.

Checked on 2026-10-22. Prices change, so check them at the source.

## At a glance [#at-a-glance]

|                 | Munito AI            | Fireworks AI                                          |
| --------------- | -------------------- | ----------------------------------------------------- |
| Regions         | EU, US or global     | Base host, or US-only at 1.5 times. EU through sales  |
| Prompts kept    | No                   | No for open models. Responses keep 30 days by default |
| API formats     | OpenAI and Anthropic | OpenAI and Anthropic                                  |
| OCR             | Billed per page      | No OCR API                                            |
| Decision models | Yes                  | No                                                    |

## Prices [#prices]

Standard serverless prices in USD per million tokens, input / output.

| Model               | Munito AI, EU | Munito AI, global | Fireworks AI, base |
| ------------------- | ------------- | ----------------- | ------------------ |
| GLM-5.3-Flash       | $0.15 / $0.50 | $0.13 / $0.45     | $0.15 / $0.50      |
| DeepSeek-V4.1-Flash | Not in the EU | $0.27 / $1.00     | $0.30 / $1.20      |
| DeepSeek-V4-Flash   | $0.11 / $0.28 | $0.099 / $0.25    | Deployment only    |

Fireworks AI serves Qwen3.8-27B and DeepSeek-V4-Flash only on a deployment that you rent by the GPU hour.

## Where Fireworks AI is stronger [#where-fireworks-ai-is-stronger]

- **A large library** of 329 models, with serverless Kimi and gpt-oss models.
- **Fine-tuning and reinforcement learning**, with multi-LoRA serving.
- **Self-serve deployments** in many regions, and batch at half price.

## Where Munito AI is stronger [#where-munito-ai-is-stronger]

- **EU processing on the self-serve API**, with no sales contact. See [GDPR and EU data residency](https://docs.munito.ai/gdpr-data-residency).
- **A lower premium for a region**: 10% to 15% for the EU, against 1.5 times for a US-only host.
- **Lower global prices** for GLM-5.3-Flash and DeepSeek-V4.1-Flash, and the same GLM-5.3-Flash price in the EU.
- **Qwen3.8-27B and DeepSeek-V4-Flash serverless**, and **OCR billed per page**.
- **Decision models**: pplx-decider-v1.2 and Cygnet answer yes or no, choice and score questions through the [Decisions API](https://docs.munito.ai/api/createDecision).

## Sources [#sources]

Fireworks AI, checked 2026-10-22: [serverless pricing](https://docs.fireworks.ai/serverless/pricing), [pricing](https://fireworks.ai/pricing), [models](https://fireworks.ai/models), [data residency](https://docs.fireworks.ai/accounts/data-residency), [US-only serverless](https://docs.fireworks.ai/serverless/us-only-serverless), [data handling](https://docs.fireworks.ai/guides/security_compliance/data_handling), [Anthropic compatibility](https://docs.fireworks.ai/tools-sdks/anthropic-compatibility), [batch](https://docs.fireworks.ai/guides/batch-inference), [fine-tuning](https://docs.fireworks.ai/fine-tuning/finetuning-intro), [enterprise](https://fireworks.ai/solutions/for-enterprise).

Munito AI: [Pricing](https://docs.munito.ai/models#prices), [Regions](https://docs.munito.ai/regions), [Data privacy](https://docs.munito.ai/data-privacy), [Security](https://docs.munito.ai/security).