Alibaba Cloud vs Deep Infra: Token Pricing, Speed & Intelligence

Full comparison of Alibaba Cloud and Deep Infra — live token pricing, latency, throughput, context window, strengths, weaknesses, and best use cases. Updated July 2026.

Alibaba Cloud

Qwen — frontier open-weight models with competitive pricing

Alibaba Cloud's Qwen model family spans from budget-tier Qwen-Turbo to the frontier Qwen3-235B MoE reasoning model. Qwen3 models are fully open-weight, making them popular for self-hosted deployments. The API is available via Alibaba's DashScope platform with competitive per-token pricing.

CodingReasoningMultilingualVisionCost-sensitive workloads

Proprietary modelsHosts open weights

Deep Infra

The cheapest inference API for open-weight models — Llama, Mistral, and more

Deep Infra is an inference-focused API provider specialising in open-weight models at extremely competitive prices. Consistently among the cheapest providers for Llama 3, Mistral, and DeepSeek models, making it the go-to choice for cost-sensitive production inference.

Cost-sensitive inferenceLlama 3 productionDeepSeek hostingHigh-volume batch processing

Open-weight hostHosts open weights

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

Alibaba Cloud

Qwen3-235B rivals GPT-4o on reasoning benchmarks

Open-weight models available for self-hosting

Competitive pricing — Qwen-Turbo at $0.05/1M input

Strong multilingual support including Chinese

Vision-language models (Qwen2.5-VL) with strong OCR

API primarily optimised for Asian markets — latency may be higher in US/EU

Less third-party integration support than OpenAI

Documentation quality varies by model version

Deep Infra

Consistently lowest prices for open-weight models

Wide model catalog including Llama, Mistral, DeepSeek

OpenAI-compatible API

Fast cold start times

No rate limits on most models

No proprietary models — open-weight only

Less enterprise support than larger providers

Smaller ecosystem than Together AI or Fireworks

Key differentiators

Alibaba Cloud

Qwen3-235B is a 235B MoE open-weight model that matches frontier closed models on reasoning benchmarks at a fraction of the cost.

Deep Infra

The most price-competitive inference API for open-weight models — often 30–50% cheaper than comparable providers for the same Llama or Mistral model.

Frequently asked questions

Alibaba Cloud FAQs

What is the Qwen model family?

Qwen is Alibaba's family of large language models ranging from Qwen-Turbo (budget) to Qwen3-235B (frontier MoE). Qwen3 models support hybrid thinking mode, toggling between fast responses and deep chain-of-thought reasoning.

Are Qwen models open-weight?

Yes. Qwen3 models (including the 235B MoE) are released under open licenses and available on Hugging Face. This makes them popular for self-hosted deployments where data privacy or cost control is a priority.

How does Qwen3-235B compare to GPT-4o?

Qwen3-235B-A22B is a 235B parameter MoE model that activates 22B parameters per token. It scores competitively with GPT-4o and Claude Sonnet on coding and reasoning benchmarks, at significantly lower API cost.

Deep Infra FAQs

How cheap is Deep Infra compared to other providers?

Deep Infra is consistently among the cheapest providers for open-weight models. For example, Llama 3.1 8B is available at $0.02–0.05/1M tokens, and Llama 3.3 70B at around $0.10/1M tokens — often 30–50% below comparable providers.

What models does Deep Infra support?

Deep Infra hosts a wide range of open-weight models including the full Llama 3.x family, Mistral, Mixtral, DeepSeek V3 and R1, Qwen, and many others. The catalog is updated frequently as new models are released.

Is Deep Infra OpenAI-compatible?

Yes. Deep Infra provides an OpenAI-compatible API, so you can use the OpenAI SDK by pointing it at the Deep Infra endpoint. This makes migration straightforward.

Provider resources

Alibaba Cloud

Provider page Website Pricing Docs

Deep Infra

Provider page Website Pricing Docs

Alibaba Cloud — Qwen — frontier open-weight models with competitive pricing

Qwen3-235B is a 235B MoE open-weight model that matches frontier closed models on reasoning benchmarks at a fraction of the cost.

Deep Infra — The cheapest inference API for open-weight models — Llama, Mistral, and more

The most price-competitive inference API for open-weight models — often 30–50% cheaper than comparable providers for the same Llama or Mistral model.

Key strengths compared

Alibaba Cloud

▸Qwen3-235B rivals GPT-4o on reasoning benchmarks
▸Open-weight models available for self-hosting
▸Competitive pricing — Qwen-Turbo at $0.05/1M input

Deep Infra

▸Consistently lowest prices for open-weight models
▸Wide model catalog including Llama, Mistral, DeepSeek
▸OpenAI-compatible API

Provider category context

Alibaba Cloud is a frontier lab, founded in 2009 (AI division 2023). Deep Infra is a inference api, founded in 2023. Alibaba Cloud as a frontier lab trains and serves its own proprietary models. Deep Infra 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 Alibaba Cloud if you need qwen3-235b rivals gpt-4o on reasoning benchmarks. Choose Deep Infra if you need consistently lowest prices for open-weight models. 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.