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Berget AIvsFireworks AI

Berget AI vs Fireworks AI: Token Pricing, Speed & Intelligence

Full comparison of Berget AI and Fireworks AI — live token pricing, latency, throughput, context window, strengths, weaknesses, and best use cases. Rates sourced from public APIs — verify before use.

Berget AI

European AI inference — Mistral Small and GLM-5.3-Flash, priced in EUR ex-VAT

Berget AI is a Swedish AI inference provider offering open-weight models including Mistral-Small-3.2-24B-Instruct-2506 and GLM-5.3-Flash. Pricing is in EUR and excludes VAT. Continued API use requires a prepaid plan from EUR 25/month — it is not a pure no-plan pay-as-you-go service. Berget AI is positioned as a European-hosted alternative for teams with data-residency or regulatory requirements.

ChatOpen-sourceEuropean complianceCost-efficiency
Open-weight hostHosts open weights

Fireworks AI

H100/H200/B200/B300/GB300 on-demand — Serverless Training API, Forge 2026 conference

Fireworks AI provides optimised inference for open-weight models with a focus on production reliability and low latency. On-demand GPU compute (H100, H200, B200, B300, GB300) is available alongside serverless inference. The Serverless Training API enables fine-tuning for GLM 5.3, Qwen 3.8 27B, Kimi K3, DeepSeek V4 Flash, and Muse Glimmer 30B without managing GPU infrastructure. Fireworks hosted its inaugural Forge 2026 conference.

ProductionReasoningSpeedOpen-sourceFine-tuning
Open-weight hostHosts open weights

Key metric comparison

Berget AI
Fireworks AI
Cheapest input ($/1M)

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Cheapest output ($/1M)

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Peak throughput

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Best latency (TTFT)

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Intelligence score

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Context window

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Live token pricing

Strengths and weaknesses

Berget AI

European-hosted inference — suitable for EU data-residency and GDPR requirements
Mistral Small 3.2 and GLM-5.3-Flash at competitive EUR rates
EUR-denominated pricing — no FX risk for European teams
Prepaid plan from EUR 25/month required for continued API access — not pure PAYG
Prices exclude VAT — effective cost is higher for non-VAT-registered users
Small catalog compared to global inference APIs

Fireworks AI

320+ tokens/sec on Llama 3.3 70B — fast GPU inference
H100/H200/B200/B300/GB300 on-demand GPU access
Serverless Training API for fine-tuning without infrastructure
Production-grade reliability with SLAs
OpenAI-compatible API
Slightly higher pricing than budget alternatives
Smaller model catalog than Together AI
Serverless Training is newer and less battle-tested

Key differentiators

Berget AI

European-hosted AI inference with EUR pricing and GDPR-friendly data residency — Mistral Small 3.2 and GLM-5.3-Flash from a Swedish provider.

Fireworks AI

Production-grade reliability with the latest GPU hardware (B300/GB300) and a Serverless Training API — the most complete platform for open-weight model inference and fine-tuning.

Frequently asked questions

Berget AI FAQs

What is Berget AI?

Berget AI is a Swedish AI inference provider offering open-weight models including Mistral-Small-3.2-24B-Instruct-2506 and GLM-5.3-Flash. Pricing is in EUR and excludes VAT. See berget.ai/en/pricing for current rates.

How much does Berget AI cost?

As of October 2026: Mistral-Small-3.2-24B-Instruct-2506 is EUR 0.30 input / EUR 0.30 output per 1M tokens; GLM-5.3-Flash is EUR 0.25 input / EUR 0.50 output per 1M tokens. Prices exclude VAT. See berget.ai/en/pricing for current rates.

Does Berget AI require a subscription?

Continued API use requires a prepaid plan from EUR 25/month. It is not a pure no-plan pay-as-you-go service. See berget.ai/en/pricing for plan details.

Fireworks AI FAQs

What GPU hardware does Fireworks AI offer?

Fireworks AI offers on-demand H100, H200, B200, B300, and GB300 GPU instances for dedicated deployments, alongside their serverless inference API for pay-per-token access.

What is the Fireworks Serverless Training API?

Fireworks AI's Serverless Training API lets you fine-tune open-weight models without managing GPU infrastructure. Upload your training data, run fine-tuning jobs, and deploy the resulting model via their inference API.

What models does Fireworks AI offer?

Fireworks AI hosts Llama 3.3 70B, DeepSeek R1, Mixtral, and other popular open-weight models. They focus on production-ready models with optimised inference rather than the broadest possible catalog.

Provider resources

Berget AI

Provider page
Website
PricingDocs

Fireworks AI

Provider page
Website
PricingDocs

Berget AI — European AI inference — Mistral Small and GLM-5.3-Flash, priced in EUR ex-VAT

Berget AI is a Swedish AI inference provider offering open-weight models including Mistral-Small-3.2-24B-Instruct-2506 and GLM-5.3-Flash. Pricing is in EUR and excludes VAT. Continued API use requires a prepaid plan from EUR 25/month — it is not a pure no-plan pay-as-you-go service. Berget AI is positioned as a European-hosted alternative for teams with data-residency or regulatory requirements.

European-hosted AI inference with EUR pricing and GDPR-friendly data residency — Mistral Small 3.2 and GLM-5.3-Flash from a Swedish provider.

Fireworks AI — H100/H200/B200/B300/GB300 on-demand — Serverless Training API, Forge 2026 conference

Fireworks AI provides optimised inference for open-weight models with a focus on production reliability and low latency. On-demand GPU compute (H100, H200, B200, B300, GB300) is available alongside serverless inference. The Serverless Training API enables fine-tuning for GLM 5.3, Qwen 3.8 27B, Kimi K3, DeepSeek V4 Flash, and Muse Glimmer 30B without managing GPU infrastructure. Fireworks hosted its inaugural Forge 2026 conference.

Production-grade reliability with the latest GPU hardware (B300/GB300) and a Serverless Training API — the most complete platform for open-weight model inference and fine-tuning.

Key strengths compared

Berget AI

  • European-hosted inference — suitable for EU data-residency and GDPR requirements
  • Mistral Small 3.2 and GLM-5.3-Flash at competitive EUR rates
  • EUR-denominated pricing — no FX risk for European teams
  • Prepaid plan from EUR 25/month required for continued API access — not pure PAYG
  • Prices exclude VAT — effective cost is higher for non-VAT-registered users

Fireworks AI

  • 320+ tokens/sec on Llama 3.3 70B — fast GPU inference
  • H100/H200/B200/B300/GB300 on-demand GPU access
  • Serverless Training API for fine-tuning without infrastructure
  • Slightly higher pricing than budget alternatives
  • Smaller model catalog than Together AI

Key weaknesses compared

Berget AI

  • Prepaid plan from EUR 25/month required for continued API access — not pure PAYG
  • Prices exclude VAT — effective cost is higher for non-VAT-registered users
  • Small catalog compared to global inference APIs

Fireworks AI

  • Slightly higher pricing than budget alternatives
  • Smaller model catalog than Together AI
  • Serverless Training is newer and less battle-tested

Provider category context

Berget AI is a inference api, founded in 2023. Fireworks AI is a inference api, founded in 2022. Both are inference api providers — the comparison is primarily about pricing, model selection, and feature differentiation within the same tier.

How to choose between them

Both Berget AI and Fireworks AI host open-weight models. The key differentiators are latency, throughput, and which specific model versions each provider offers. Check the speed metrics above — inference API providers often differ significantly on tokens-per-second for the same model. Pricing is typically competitive between them; availability of specific model versions (e.g., Llama 3.1 405B, DeepSeek V3) may be the deciding factor.