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

Full comparison of Baidu ERNIE and Luma 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

Luma AI

Dream Machine — high-quality video generation from text and image prompts

Luma AI develops Dream Machine, a video generation model accessible via API. Dream Machine v1.6 generates high-quality video clips from text or image prompts. The 4K variant produces higher-resolution output. Pricing is per second of generated video rather than per token.

Video generationCreative contentMarketing assetsPrototyping video concepts
Proprietary models

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

Luma AI

Dream Machine v1.6 produces high-quality, temporally consistent video clips
Supports both text-to-video and image-to-video generation
4K variant available for higher-resolution output
Simple per-second pricing model
Video generation only — no text, image, or audio models
Per-second pricing can be expensive for long clips
Generation latency is higher than text inference
Maximum clip length limited compared to some competitors

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.

Luma AI

Dream Machine v1.6 delivers high-quality text-to-video and image-to-video generation via a simple per-second API — with a 4K variant for production-quality output.

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.

Luma AI FAQs

How is Luma AI priced?

Luma AI charges per second of generated video. Dream Machine v1.6 is $0.190/second and the 4K variant is $0.750/second. See lumalabs.ai/dream-machine/api/pricing for current rates.

What is Dream Machine?

Dream Machine is Luma AI's video generation model. v1.6 generates high-quality video clips from text or image prompts, with strong temporal consistency and motion quality.

Does Luma AI support image-to-video?

Yes. Dream Machine supports both text-to-video and image-to-video generation, allowing you to animate a still image or generate video from a text description.

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.

Luma AI — Dream Machine — high-quality video generation from text and image prompts

Luma AI develops Dream Machine, a video generation model accessible via API. Dream Machine v1.6 generates high-quality video clips from text or image prompts. The 4K variant produces higher-resolution output. Pricing is per second of generated video rather than per token.

Dream Machine v1.6 delivers high-quality text-to-video and image-to-video generation via a simple per-second API — with a 4K variant for production-quality output.

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

Luma AI

  • Dream Machine v1.6 produces high-quality, temporally consistent video clips
  • Supports both text-to-video and image-to-video generation
  • 4K variant available for higher-resolution output
  • Video generation only — no text, image, or audio models
  • Per-second pricing can be expensive for long clips

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

Luma AI

  • Video generation only — no text, image, or audio models
  • Per-second pricing can be expensive for long clips
  • Generation latency is higher than text inference
  • Maximum clip length limited compared to some competitors

Provider category context

Baidu ERNIE is a frontier lab, founded in 2000. Luma AI is a frontier lab, founded in 2021. Both are frontier lab providers — the comparison is primarily about pricing, model selection, and feature differentiation within the same tier.

How to choose between them

Both Baidu ERNIE and Luma AI are frontier labs with proprietary models. Choose based on benchmark performance for your specific task: Baidu ERNIE leads on strong chinese-english bilingual performance — best-in-class for chinese language tasks, while Luma AI leads on dream machine v1.6 produces high-quality, temporally consistent video clips. For cost-sensitive workloads, compare the cheapest model tier from each provider in the pricing table above — the gap between efficient-tier models is often larger than between flagship models.