Fireworks AI and Munito AI side by side for open models: regions, data retention, APIs, OCR, decision models and prices.
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
| 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
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
- 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
- EU processing on the self-serve API, with no sales contact. See GDPR and EU 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.
Sources
Fireworks AI, checked 2026-10-22: serverless pricing, pricing, models, data residency, US-only serverless, data handling, Anthropic compatibility, batch, fine-tuning, enterprise.
Munito AI: Pricing, Regions, Data privacy, Security.