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Tencent vs Upstage: Token Pricing, Speed & Intelligence

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

Tencent

Hunyuan T1 reasoning model and Hunyuan Turbo — competitive frontier pricing

Tencent offers the Hunyuan series of large language models via its cloud platform. The 2026 lineup includes Hunyuan T1 (frontier reasoning model) and Hunyuan Turbo (fast, cost-efficient tier). Hunyuan models are optimised for Chinese and multilingual tasks, with strong performance on coding and reasoning benchmarks at competitive pricing.

ChatCodingReasoningMultilingualCost-efficient inference
Proprietary models

Upstage

Solar Pro 4, Solar Pro 3, Solar Pro 2 — Korean frontier models with strong multilingual performance

Upstage is a Korean AI company offering the Solar model family via API. Solar Pro 4 is the current flagship, with Solar Pro 3 and Solar Pro 2 available at lower price points. The Solar models are known for strong multilingual performance, particularly in Korean and English, and competitive pricing relative to their capability tier. Pricing is published at upstage.ai/pricing.

ChatMultilingualKorean NLPCost-efficiencyEnterprise
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

Tencent

Hunyuan T1 reasoning model for complex multi-step tasks
Hunyuan Turbo for fast, cost-efficient inference
Competitive pricing
Strong Chinese-language performance
Large context window (262K tokens on hy3)
Primarily targets Chinese market
Smaller international ecosystem
Less third-party tooling than OpenAI

Upstage

Solar Pro 4: competitive frontier-tier pricing at $0.30/$1.20 per 1M tokens
Strong multilingual performance — Korean and English
Three-tier model family: Solar Pro 4, 3, and 2 for different cost/quality trade-offs
OpenAI-compatible API
Smaller global ecosystem than OpenAI or Anthropic
Limited model variety beyond the Solar family
Less documentation in English than major US providers

Key differentiators

Tencent

Hunyuan T1 brings frontier reasoning capability to the Tencent Cloud ecosystem, while Hunyuan Turbo offers a 262K context window at competitive pricing for long-context workloads.

Upstage

Korean-built Solar models with strong multilingual performance and competitive frontier-tier pricing — Solar Pro 4 at $0.30/$1.20 per 1M tokens.

Frequently asked questions

Tencent FAQs

What is Tencent Hunyuan T1?

Hunyuan T1 is Tencent's frontier reasoning model, designed for complex multi-step tasks including coding, math, and logical reasoning. It succeeds the hy3 generation with improved benchmark scores and is optimised for both Chinese and English.

What is Hunyuan Turbo?

Hunyuan Turbo is Tencent's fast, cost-efficient inference model with a 262K context window, designed for long-context workloads at competitive pricing. Check cloud.tencent.com/document/product/1729/97731 for current rates.

Is Tencent Hunyuan available internationally?

Yes. The Hunyuan API is accessible globally via Tencent Cloud, though latency may be higher outside Asia-Pacific regions. Models are available via the Tencent Cloud console and API.

Upstage FAQs

What is Upstage Solar?

Upstage Solar is a family of LLMs from Korean AI company Upstage. Solar Pro 4 is the current flagship, with Solar Pro 3 and Solar Pro 2 at lower price points. See upstage.ai/pricing for current rates.

How much does Upstage Solar cost?

As of October 2026: Solar Pro 4 $0.30/$1.20 per 1M tokens, Solar Pro 3 $0.15/$0.60, Solar Pro 2 $0.15/$0.60. See upstage.ai/pricing for current rates.

Is Upstage good for Korean language tasks?

Yes. The Solar model family is developed by a Korean AI company and shows strong performance on Korean-language benchmarks, making it a top choice for Korean NLP workloads.

Provider resources

Tencent — Hunyuan T1 reasoning model and Hunyuan Turbo — competitive frontier pricing

Tencent offers the Hunyuan series of large language models via its cloud platform. The 2026 lineup includes Hunyuan T1 (frontier reasoning model) and Hunyuan Turbo (fast, cost-efficient tier). Hunyuan models are optimised for Chinese and multilingual tasks, with strong performance on coding and reasoning benchmarks at competitive pricing.

Hunyuan T1 brings frontier reasoning capability to the Tencent Cloud ecosystem, while Hunyuan Turbo offers a 262K context window at competitive pricing for long-context workloads.

Upstage — Solar Pro 4, Solar Pro 3, Solar Pro 2 — Korean frontier models with strong multilingual performance

Upstage is a Korean AI company offering the Solar model family via API. Solar Pro 4 is the current flagship, with Solar Pro 3 and Solar Pro 2 available at lower price points. The Solar models are known for strong multilingual performance, particularly in Korean and English, and competitive pricing relative to their capability tier. Pricing is published at upstage.ai/pricing.

Korean-built Solar models with strong multilingual performance and competitive frontier-tier pricing — Solar Pro 4 at $0.30/$1.20 per 1M tokens.

Key strengths compared

Tencent

  • Hunyuan T1 reasoning model for complex multi-step tasks
  • Hunyuan Turbo for fast, cost-efficient inference
  • Competitive pricing
  • Primarily targets Chinese market
  • Smaller international ecosystem

Upstage

  • Solar Pro 4: competitive frontier-tier pricing at $0.30/$1.20 per 1M tokens
  • Strong multilingual performance — Korean and English
  • Three-tier model family: Solar Pro 4, 3, and 2 for different cost/quality trade-offs
  • Smaller global ecosystem than OpenAI or Anthropic
  • Limited model variety beyond the Solar family

Key weaknesses compared

Tencent

  • Primarily targets Chinese market
  • Smaller international ecosystem
  • Less third-party tooling than OpenAI

Upstage

  • Smaller global ecosystem than OpenAI or Anthropic
  • Limited model variety beyond the Solar family
  • Less documentation in English than major US providers

Provider category context

Tencent is a frontier lab, founded in 2023. Upstage is a frontier lab, founded in 2020. 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 Tencent and Upstage are frontier labs with proprietary models. Choose based on benchmark performance for your specific task: Tencent leads on hunyuan t1 reasoning model for complex multi-step tasks, while Upstage leads on solar pro 4: competitive frontier-tier pricing at $0.30/$1.20 per 1m tokens. 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.