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Volcano Engine Doubao vs HAI by HCloud: Token Pricing, Speed & Intelligence

Full comparison of Volcano Engine Doubao and HAI by HCloud — live token pricing, latency, throughput, context window, strengths, weaknesses, and best use cases. Rates sourced from public APIs — verify before use.

Volcano Engine Doubao

Doubao Seed 2.1 — ByteDance's frontier reasoning LLM via Volcano Engine

Volcano Engine Doubao is the LLM API from ByteDance, available via the Volcano Engine cloud platform. The Doubao Seed 2.1 series includes Pro (frontier reasoning) and Turbo (balanced performance). Models are optimised for Chinese and English and are competitive with frontier Western models on reasoning benchmarks.

ReasoningChinese NLPBilingual applicationsEnterprise chatAgents
Proprietary models

HAI by HCloud

Japan-based inference — zero data retention, JPY pricing, TEE-secured Kimi K3

HAI is HCloud's LLM inference platform based in Japan, offering DeepSeek, GLM-5.3, Kimi K3, and Gemma 4 models with a zero data retention policy. Prices are in JPY per 1M tokens, tax included. The Kimi K3 (TEE) variant runs in a Trusted Execution Environment for confidential inference. Suited for Japanese enterprises and APAC workloads requiring data residency.

Privacy-sensitive workloadsAPAC / Japan deploymentsConfidential inference
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

Volcano Engine Doubao

Doubao Seed 2.1 Pro competes with frontier Western models on reasoning benchmarks
Strong Chinese-English bilingual performance backed by ByteDance's data scale
Volcano Engine provides enterprise-grade infrastructure with global CDN
Competitive pricing for frontier-tier reasoning capability
Primarily accessible via Volcano Engine — less familiar to Western developers
Documentation and support primarily in Chinese
Smaller international ecosystem than OpenAI or Anthropic

HAI by HCloud

Zero data retention policy — suitable for privacy-sensitive workloads
Japan-based infrastructure — low latency for APAC users
TEE-secured Kimi K3 variant for confidential inference
JPY pricing — no currency conversion risk for Japanese customers
JPY pricing excluded from USD cross-provider comparisons
Smaller catalog vs global inference hubs
Newer provider — limited third-party benchmark transparency

Key differentiators

Volcano Engine Doubao

Doubao Seed 2.1 brings ByteDance's frontier reasoning capability to the API market — competitive with top Western models on reasoning tasks, with strong Chinese-English bilingual performance.

HAI by HCloud

Japan-based inference with zero data retention and a TEE-secured Kimi K3 variant for confidential workloads.

Frequently asked questions

Volcano Engine Doubao FAQs

What is Doubao Seed 2.1?

Doubao Seed 2.1 is ByteDance's latest LLM series, available via Volcano Engine. Pro is the frontier reasoning tier and Turbo is the balanced tier. Both support Chinese and English.

How much does the Doubao API cost?

Doubao Seed 2.1 Pro is $6.00/$30.00 per 1M input/output tokens. Doubao Seed 2.1 Turbo is $3.00/$15.00 per 1M tokens. See the Volcano Engine pricing page for current rates.

Is Doubao available outside China?

Doubao is available via Volcano Engine's international API, but the platform and documentation are primarily Chinese. Western developers may find setup more involved than with OpenAI-compatible providers.

HAI by HCloud FAQs

What is HAI by HCloud?

HAI is HCloud's LLM inference API based in Japan. It offers DeepSeek V4.1 Flash, GLM-5.3, Kimi K3 (TEE), and Gemma 4 31B with a zero data retention policy and JPY pricing. See hai.hcloud.ltd/pricing for current rates.

What is the Kimi K3 TEE variant?

The Kimi K3 (TEE) variant runs inside a Trusted Execution Environment, providing hardware-level isolation for confidential inference. This is suited for workloads where prompt and response data must not be accessible to the infrastructure operator.

Does HAI retain my data?

No. HAI operates a zero data retention policy — prompts and responses are not stored after the request completes.

Provider resources

Volcano Engine Doubao — Doubao Seed 2.1 — ByteDance's frontier reasoning LLM via Volcano Engine

Volcano Engine Doubao is the LLM API from ByteDance, available via the Volcano Engine cloud platform. The Doubao Seed 2.1 series includes Pro (frontier reasoning) and Turbo (balanced performance). Models are optimised for Chinese and English and are competitive with frontier Western models on reasoning benchmarks.

Doubao Seed 2.1 brings ByteDance's frontier reasoning capability to the API market — competitive with top Western models on reasoning tasks, with strong Chinese-English bilingual performance.

HAI by HCloud — Japan-based inference — zero data retention, JPY pricing, TEE-secured Kimi K3

HAI is HCloud's LLM inference platform based in Japan, offering DeepSeek, GLM-5.3, Kimi K3, and Gemma 4 models with a zero data retention policy. Prices are in JPY per 1M tokens, tax included. The Kimi K3 (TEE) variant runs in a Trusted Execution Environment for confidential inference. Suited for Japanese enterprises and APAC workloads requiring data residency.

Japan-based inference with zero data retention and a TEE-secured Kimi K3 variant for confidential workloads.

Key strengths compared

Volcano Engine Doubao

  • Doubao Seed 2.1 Pro competes with frontier Western models on reasoning benchmarks
  • Strong Chinese-English bilingual performance backed by ByteDance's data scale
  • Volcano Engine provides enterprise-grade infrastructure with global CDN
  • Primarily accessible via Volcano Engine — less familiar to Western developers
  • Documentation and support primarily in Chinese

HAI by HCloud

  • Zero data retention policy — suitable for privacy-sensitive workloads
  • Japan-based infrastructure — low latency for APAC users
  • TEE-secured Kimi K3 variant for confidential inference
  • JPY pricing excluded from USD cross-provider comparisons
  • Smaller catalog vs global inference hubs

Key weaknesses compared

Volcano Engine Doubao

  • Primarily accessible via Volcano Engine — less familiar to Western developers
  • Documentation and support primarily in Chinese
  • Smaller international ecosystem than OpenAI or Anthropic

HAI by HCloud

  • JPY pricing excluded from USD cross-provider comparisons
  • Smaller catalog vs global inference hubs
  • Newer provider — limited third-party benchmark transparency

Provider category context

Volcano Engine Doubao is a frontier lab, founded in 2012. HAI by HCloud is a inference api, founded in 2024. Volcano Engine Doubao as a frontier lab trains and serves its own proprietary models. HAI by HCloud 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 Volcano Engine Doubao if you need Chinese NLP. Choose HAI by HCloud if you need Privacy-sensitive workloads. 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.