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Frontiere AI vs OctoAI: Token Pricing, Speed & Intelligence

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

Frontiere AI

EU sovereign AI gateway — Mistral, GLM-5.3, DeepSeek with per-model jurisdiction labels

Frontiere AI is an EU sovereign AI gateway routing requests to OVHcloud, Scaleway, Mistral, and AKI.IO infrastructure. Each model carries a per-model jurisdiction label so customers know exactly where their data is processed. Prices are in EUR per 100k tokens, VAT included, with a EUR 10 minimum top-up. Suited for European enterprises with GDPR and data residency requirements.

GDPR-compliant workloadsEU data residencyEuropean enterprise AI
Open-weight hostHosts open weights

OctoAI

Acquired by NVIDIA — OctoAI inference is now available via NVIDIA NIM

OctoAI was acquired by NVIDIA in 2024 and its inference platform has been integrated into NVIDIA NIM (Inference Microservices). Existing OctoAI customers have been migrated to NVIDIA NIM, which provides the same optimised open-weight model inference on NVIDIA GPU infrastructure with TensorRT-LLM acceleration. New users should use NVIDIA NIM directly for access to Llama 4, Mistral, Qwen3, and other open-weight models.

Open-weight inferenceNVIDIA GPU workloadsEnterprise AIOn-premises deployment
Open-weight hostHosts open weights

Key metric comparison

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

Frontiere AI

EU sovereign infrastructure — OVHcloud, Scaleway, Mistral, AKI.IO
Per-model jurisdiction labels — know exactly where data is processed
EUR pricing — no currency risk for European customers
GDPR-aligned by design
EUR pricing excluded from USD cross-provider comparisons
Smaller model catalog vs global inference hubs
EUR 10 minimum top-up — not suitable for very low-volume testing

OctoAI

Now backed by NVIDIA's full GPU infrastructure and TensorRT-LLM stack
Seamless migration path for existing OctoAI customers to NVIDIA NIM
Access to NVIDIA's full open-weight model catalog via NIM
Enterprise SLA and support via NVIDIA AI Enterprise
Free API access via build.nvidia.com for prototyping
OctoAI as a standalone product no longer exists — new users should use NVIDIA NIM directly
Migration required for any OctoAI-specific API integrations
Self-hosted path requires NVIDIA GPU infrastructure investment

Key differentiators

Frontiere AI

EU sovereign AI gateway with per-model jurisdiction labels, routing to OVHcloud, Scaleway, Mistral, and AKI.IO.

OctoAI

OctoAI's inference technology lives on inside NVIDIA NIM — the same hardware-aware optimisation, now with TensorRT-LLM acceleration and NVIDIA's global GPU infrastructure behind it.

Frequently asked questions

Frontiere AI FAQs

What is Frontiere AI?

Frontiere AI is an EU sovereign AI gateway that routes inference requests to European infrastructure (OVHcloud, Scaleway, Mistral, AKI.IO). Each model carries a jurisdiction label. Prices are in EUR per 100k tokens, VAT included. See getfrontiereai.eu for current rates.

Is Frontiere AI GDPR-compliant?

Frontiere AI routes all requests to EU-based infrastructure and provides per-model jurisdiction labels. This is designed to support GDPR and EU data residency requirements, though customers should verify their specific compliance needs.

OctoAI FAQs

What happened to OctoAI?

OctoAI was acquired by NVIDIA in 2024. Its inference platform has been integrated into NVIDIA NIM (Inference Microservices). Existing customers were migrated to NIM, which provides the same optimised open-weight model inference on NVIDIA GPU infrastructure.

Can I still use the OctoAI API?

The original OctoAI API endpoints have been deprecated. Existing OctoAI customers should migrate to NVIDIA NIM, which provides equivalent functionality with TensorRT-LLM optimisation and access to the full NVIDIA model catalog.

What is NVIDIA NIM?

NVIDIA NIM (Inference Microservices) are containerized AI inference packages optimized for NVIDIA GPUs using TensorRT-LLM. They can be accessed via the NVIDIA API catalog at build.nvidia.com or self-hosted on any NVIDIA GPU infrastructure.

Provider resources

Frontiere AI — EU sovereign AI gateway — Mistral, GLM-5.3, DeepSeek with per-model jurisdiction labels

Frontiere AI is an EU sovereign AI gateway routing requests to OVHcloud, Scaleway, Mistral, and AKI.IO infrastructure. Each model carries a per-model jurisdiction label so customers know exactly where their data is processed. Prices are in EUR per 100k tokens, VAT included, with a EUR 10 minimum top-up. Suited for European enterprises with GDPR and data residency requirements.

EU sovereign AI gateway with per-model jurisdiction labels, routing to OVHcloud, Scaleway, Mistral, and AKI.IO.

OctoAI — Acquired by NVIDIA — OctoAI inference is now available via NVIDIA NIM

OctoAI was acquired by NVIDIA in 2024 and its inference platform has been integrated into NVIDIA NIM (Inference Microservices). Existing OctoAI customers have been migrated to NVIDIA NIM, which provides the same optimised open-weight model inference on NVIDIA GPU infrastructure with TensorRT-LLM acceleration. New users should use NVIDIA NIM directly for access to Llama 4, Mistral, Qwen3, and other open-weight models.

OctoAI's inference technology lives on inside NVIDIA NIM — the same hardware-aware optimisation, now with TensorRT-LLM acceleration and NVIDIA's global GPU infrastructure behind it.

Key strengths compared

Frontiere AI

  • EU sovereign infrastructure — OVHcloud, Scaleway, Mistral, AKI.IO
  • Per-model jurisdiction labels — know exactly where data is processed
  • EUR pricing — no currency risk for European customers
  • EUR pricing excluded from USD cross-provider comparisons
  • Smaller model catalog vs global inference hubs

OctoAI

  • Now backed by NVIDIA's full GPU infrastructure and TensorRT-LLM stack
  • Seamless migration path for existing OctoAI customers to NVIDIA NIM
  • Access to NVIDIA's full open-weight model catalog via NIM
  • OctoAI as a standalone product no longer exists — new users should use NVIDIA NIM directly
  • Migration required for any OctoAI-specific API integrations

Key weaknesses compared

Frontiere AI

  • EUR pricing excluded from USD cross-provider comparisons
  • Smaller model catalog vs global inference hubs
  • EUR 10 minimum top-up — not suitable for very low-volume testing

OctoAI

  • OctoAI as a standalone product no longer exists — new users should use NVIDIA NIM directly
  • Migration required for any OctoAI-specific API integrations
  • Self-hosted path requires NVIDIA GPU infrastructure investment

Provider category context

Frontiere AI is a inference api, founded in 2024. OctoAI 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 Frontiere AI and OctoAI 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.