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Baidu ERNIE vs Nebius AI: Token Pricing, Speed & Intelligence

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

Baidu ERNIE

ERNIE 5 — Baidu's frontier Chinese-English bilingual LLM API

Baidu ERNIE is the LLM API from Baidu, China's largest search company. The ERNIE 5 series includes ERNIE-5.1 (balanced) and ERNIE-5.0 (frontier), both optimised for Chinese-English bilingual tasks, knowledge retrieval, and enterprise applications. Pricing is in USD via the international API.

Chinese NLPBilingual applicationsKnowledge retrievalEnterprise chat
Proprietary models

Nebius AI

HGX B300, B200, H200, H100 — European AI cloud with GDPR-native data sovereignty

Nebius AI is a European cloud provider offering GPU compute and LLM inference with GDPR-native data sovereignty. GPU catalog includes HGX B300, B200, H200, H100, RTX PRO 6000, and L40S — with preemptible rates significantly lower than on-demand. The Token Factory product enables high-throughput batch inference. Nebius also offers managed Kubernetes, PostgreSQL, MLflow, and object storage. Check nebius.com for current rates.

European complianceGDPRGPU computeBatch inferenceOpen-sourceCost-efficiencyAI training
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

Baidu ERNIE

Strong Chinese-English bilingual performance — best-in-class for Chinese language tasks
Deep integration with Baidu Search knowledge graph
ERNIE-5.1 at $0.56/$2.53 per 1M tokens is competitive for a frontier-tier bilingual model
Enterprise-grade reliability backed by Baidu's infrastructure
Primarily optimised for Chinese — English performance trails frontier Western models
Limited ecosystem outside China; fewer third-party integrations
Documentation and support primarily in Chinese

Nebius AI

HGX B300, B200, H200, H100 — competitive EU GPU pricing
Preemptible rates significantly lower than on-demand
RTX PRO 6000 and L40S for budget GPU workloads
Token Factory for high-throughput batch inference at reduced cost
European data centres — GDPR-compliant by default
Full cloud stack: GPU compute, managed Kubernetes, PostgreSQL, MLflow, object storage
Smaller ecosystem than US-based providers
Limited model selection vs. Together AI
Less established brand recognition outside Europe

Key differentiators

Baidu ERNIE

ERNIE 5 is the leading Chinese-English bilingual LLM API, backed by Baidu's search knowledge graph — the go-to choice for applications targeting Chinese-language users.

Nebius AI

European-native GPU cloud with competitive next-gen pricing (B300, B200, H200) and preemptible rates — plus Token Factory for batch inference and GDPR-native data sovereignty.

Frequently asked questions

Baidu ERNIE FAQs

What is ERNIE?

ERNIE (Enhanced Representation through Knowledge Integration) is Baidu's LLM series. ERNIE 5 is the current generation, with ERNIE-5.1 (balanced) and ERNIE-5.0 (frontier) available via the Wenxin Qianfan API.

How much does the ERNIE API cost?

ERNIE-5.1 is $0.56/$2.53 per 1M input/output tokens. ERNIE-5.0 is $1.40/$5.60 per 1M tokens. See the Baidu Cloud pricing page for current rates.

Is ERNIE good for English tasks?

ERNIE 5 handles English competently but is primarily optimised for Chinese. For English-only workloads, frontier Western models typically outperform ERNIE. For Chinese or bilingual Chinese-English tasks, ERNIE is among the strongest options available.

Nebius AI FAQs

What GPU hardware does Nebius AI offer?

Nebius AI offers HGX B300, B200, H200, H100, RTX PRO 6000, and L40S — with preemptible rates significantly lower than on-demand. Check nebius.com for current rates.

What is Nebius Token Factory?

Token Factory is Nebius AI's high-throughput batch inference product. It processes large volumes of inference requests at reduced per-token cost compared to real-time inference, making it ideal for batch processing workloads.

Is Nebius AI GDPR-compliant?

Yes. Nebius AI operates data centres in Europe (Amsterdam and other EU locations), making it a strong choice for European businesses with GDPR data residency requirements.

Provider resources

Baidu ERNIE — ERNIE 5 — Baidu's frontier Chinese-English bilingual LLM API

Baidu ERNIE is the LLM API from Baidu, China's largest search company. The ERNIE 5 series includes ERNIE-5.1 (balanced) and ERNIE-5.0 (frontier), both optimised for Chinese-English bilingual tasks, knowledge retrieval, and enterprise applications. Pricing is in USD via the international API.

ERNIE 5 is the leading Chinese-English bilingual LLM API, backed by Baidu's search knowledge graph — the go-to choice for applications targeting Chinese-language users.

Nebius AI — HGX B300, B200, H200, H100 — European AI cloud with GDPR-native data sovereignty

Nebius AI is a European cloud provider offering GPU compute and LLM inference with GDPR-native data sovereignty. GPU catalog includes HGX B300, B200, H200, H100, RTX PRO 6000, and L40S — with preemptible rates significantly lower than on-demand. The Token Factory product enables high-throughput batch inference. Nebius also offers managed Kubernetes, PostgreSQL, MLflow, and object storage. Check nebius.com for current rates.

European-native GPU cloud with competitive next-gen pricing (B300, B200, H200) and preemptible rates — plus Token Factory for batch inference and GDPR-native data sovereignty.

Key strengths compared

Baidu ERNIE

  • Strong Chinese-English bilingual performance — best-in-class for Chinese language tasks
  • Deep integration with Baidu Search knowledge graph
  • ERNIE-5.1 at $0.56/$2.53 per 1M tokens is competitive for a frontier-tier bilingual model
  • Primarily optimised for Chinese — English performance trails frontier Western models
  • Limited ecosystem outside China; fewer third-party integrations

Nebius AI

  • HGX B300, B200, H200, H100 — competitive EU GPU pricing
  • Preemptible rates significantly lower than on-demand
  • RTX PRO 6000 and L40S for budget GPU workloads
  • Smaller ecosystem than US-based providers
  • Limited model selection vs. Together AI

Key weaknesses compared

Baidu ERNIE

  • Primarily optimised for Chinese — English performance trails frontier Western models
  • Limited ecosystem outside China; fewer third-party integrations
  • Documentation and support primarily in Chinese

Nebius AI

  • Smaller ecosystem than US-based providers
  • Limited model selection vs. Together AI
  • Less established brand recognition outside Europe

Provider category context

Baidu ERNIE is a frontier lab, founded in 2000. Nebius AI is a inference api, founded in 2023. Baidu ERNIE as a frontier lab trains and serves its own proprietary models. Nebius AI as an inference API provider hosts open-weight models — typically offering lower prices for equivalent capability tiers but without access to proprietary frontier models.

How to choose between them

Choose Baidu ERNIE if you need Chinese NLP. Choose Nebius AI if you need hgx b300, b200, h200, h100 — competitive eu gpu pricing. For high-volume production workloads, run a cost comparison using the token pricing table above with your actual prompt/completion token ratio — the cheapest provider depends heavily on your input-to-output token ratio.