Hyperbolic vs Z.AI: Token Pricing, Speed & Intelligence

Full comparison of Hyperbolic and Z.AI — live token pricing, latency, throughput, context window, strengths, weaknesses, and best use cases. Updated July 2026.

Hyperbolic

Open-source inference marketplace — Llama, DeepSeek R1, and more

Hyperbolic provides a marketplace for open-source model inference, hosting Llama 3.3, DeepSeek R1, and other popular models at competitive prices. Their platform emphasises accessibility and affordability, making frontier open-weight models available to developers and researchers at low cost.

Cost-efficiencyResearchOpen-sourceExperimentationBudget workloads

Open-weight hostHosts open weights

Z.AI

GLM frontier models with 1M context

Z.AI (formerly Zhipu AI) develops the GLM series of large language models. GLM-5.2 supports a 1M token context window and is designed for enterprise-grade chat, coding, and long-document tasks.

ChatCodingLong-document analysisEnterprise AI

Proprietary models

Key metrics

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 & weaknesses

Hyperbolic

Among the lowest prices for open-weight model inference

DeepSeek R1 and Llama 3.3 available at competitive rates

Marketplace model — broad model selection

OpenAI-compatible API

Good for research and experimentation

Less established reliability than larger providers

Throughput lower than Groq/Cerebras for speed-critical apps

No fine-tuning support

Z.AI

1M token context window

Strong Chinese and English bilingual performance

Enterprise-grade reliability

Smaller international developer community

Fewer third-party integrations than OpenAI

Key differentiators

Hyperbolic

One of the most affordable inference marketplaces for open-weight models — ideal for researchers and cost-sensitive workloads.

Z.AI

GLM-5.2 offers a 1M token context window at $1.11/1M input tokens, making it one of the most cost-effective long-context models available.

Frequently asked questions

Hyperbolic FAQs

What models does Hyperbolic offer?

Hyperbolic hosts Llama 3.3 70B, DeepSeek R1, and other popular open-weight models. Their marketplace approach means the catalog evolves frequently.

How does Hyperbolic pricing compare to competitors?

Hyperbolic is among the most affordable options for open-weight model inference, often undercutting Together AI and Fireworks AI on price. This makes it attractive for high-volume or cost-sensitive workloads.

Is Hyperbolic reliable for production use?

Hyperbolic is newer and less established than providers like Together AI or Fireworks AI. It's well-suited for research, prototyping, and cost-sensitive workloads, but for mission-critical production use, a more established provider may be preferable.

Z.AI FAQs

What is GLM-5.2?

GLM-5.2 is the latest model in Zhipu AI's GLM series, supporting a 1M token context window. It is designed for long-document analysis, coding, and enterprise chat applications.

How does Z.AI compare to other Chinese LLM providers?

Z.AI's GLM models compete with Alibaba's Qwen and Baidu's ERNIE series. GLM-5.2 stands out for its 1M context window and competitive pricing.

Provider resources

Hyperbolic

Provider page Website Pricing Docs

Z.AI

Provider page Website Pricing Docs

Hyperbolic — Open-source inference marketplace — Llama, DeepSeek R1, and more

One of the most affordable inference marketplaces for open-weight models — ideal for researchers and cost-sensitive workloads.

Z.AI — GLM frontier models with 1M context

Z.AI (formerly Zhipu AI) develops the GLM series of large language models. GLM-5.2 supports a 1M token context window and is designed for enterprise-grade chat, coding, and long-document tasks.

GLM-5.2 offers a 1M token context window at $1.11/1M input tokens, making it one of the most cost-effective long-context models available.

Key strengths compared

Hyperbolic

▸Among the lowest prices for open-weight model inference
▸DeepSeek R1 and Llama 3.3 available at competitive rates
▸Marketplace model — broad model selection

Z.AI

▸1M token context window
▸Strong Chinese and English bilingual performance
▸Enterprise-grade reliability

Provider category context

Hyperbolic is a inference api, founded in 2023. Z.AI is a frontier lab, founded in 2019. Hyperbolic as an inference API provider hosts open-weight models — typically offering lower prices for equivalent capability tiers. Z.AI as a frontier lab trains and serves proprietary models with capabilities not available elsewhere.

How to choose between them

Choose Hyperbolic if you need among the lowest prices for open-weight model inference. Choose Z.AI if you need 1m token context window. 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.