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Tencent
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Hy4 preview

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Release Date 2026-08-28··1.0M IN · 64K OUTProprietary Model|API available

Hy4 preview is Tencent's open-source flagship language model, built to handle advanced, long-running productivity and technical tasks. It can read through book-length documents at once, connect with external tools, and think through problems step by step before returning answers in structured formats. In day-to-day work, developers can instruct it to plan, debug, and verify complex programming workflows, create playable game prototypes from a single natural prompt, or refine visual interfaces in game engines across iterative discussions. Office teams and researchers can feed in multiple messy files to generate comprehensive reports, build financial models, or work through difficult theoretical questions across physics, molecular dynamics, and pure mathematics.

It is suited for software engineers, game creators, financial analysts, and scientific researchers who manage demanding projects that require synthesizing vast amounts of context. Compared to Tencent's earlier models, it has been substantially expanded in size and can digest much larger volumes of information in a single pass. As an early release, it has known drawbacks, such as taking longer than necessary to reason through complex assignments and showing a tendency to over-verify its own work.

  1. 01ImagesGenerated images
  2. 02CostCost · Usage · Speed
  3. 03User CompareUser Comparisons
  4. 04Expert EvalExpert Performance Evaluation
  5. 05OpinionPublic Opinion
  6. 06Related Info

API cost

Market price (median)
$0.834IN$2.5OUT
Price range4 providers
$0.751~$0.834IN$2.25~$2.5OUT
Calculate Cost
SourceOpenRouterLast updatedOct 4, 2026

Real-world usage

No.5Same as last week5.1% share · 3.6T tokens/wk
3.1T
8/24
15T
8/31
17T
9/7
13T
9/14
9.6T
9/21
6.5T
9/28
3.6T
10/5
Top use cases
  • Editing code files4.5%
  • Running automated workflows3.4%
  • Frontend UI2.7%
SourceOpenRouterLast updatedOct 8, 2026

Output Speed

Slowper 2,000 tokens
First Output4.0s
total44.0s
50tok/s
First Output 4.0stotal: 44.0s
SourceOpenRouterLast updatedOct 8, 2026

User Comparisons

Writing Style
Answer length
Longer side
top 33%
Vocabulary diversity
Very diverse
top 12%
Sentence rhythm
Very steady
top 82%
Language mixing
Very low
top 96%
List usage
Often
35% of lines
Heading usage
Occasionally
8% of lines
Reasoning share
Very heavy
69% of total
Response Speed
instability ±250%
First response 44.1sTotal 57.4s
First response 44.1sTotal 57.4s
54 tok/s
12.8ms per token
SourceAIB Inc.Last updatedSep 19, 2026

Expert Performance Evaluation

Automation (agents)

MoreAll automation AI rankings
QCan it pick the right tools and use them properly?MCP-Atlas·Top 17%#6
83.7%Reasoning effort: MaxSelf-reported by developer

About MCP-AtlasMore about MCP-Atlas

Documents and office work

MoreAll documents and office work AI rankings
61.7%Reasoning effort: MaxSelf-reported by developer55.1%63.7%45.2%9.2%43.2%

About JobBenchMore about JobBench

Research and fact-checking

MoreAll research and fact-checking AI rankings
QCan it use search and code to solve problems that stump experts?Humanity's Last Exam·Top 35%#15
55.4%Reasoning effort: MaxSelf-reported by developer

About Humanity's Last ExamMore about Humanity's Last Exam

Coding

MoreAll coding AI rankings
QCan it fix real issues in real software projects?SWE-Bench Pro·Top 12%#6
65.7%Reasoning effort: MaxSelf-reported by developer

About SWE-Bench ProMore about SWE-Bench Pro

Writing and chat

MoreAll writing and chat AI rankings
QCan it turn a doctor–patient conversation into an accurate medical record?MedScribe·Top 48%#35
83.6%

About MedScribeMore about MedScribe

Math and science

MoreAll math and science AI rankings
QCan it write airtight math proofs?ProofBench·Top 20%#13
75.0%

About ProofBenchMore about ProofBench

Specialized fields

78.4%Reasoning effort: MaxSelf-reported by developer96.6%85.5%83.4%88.0%81.4%

About CyberGymMore about CyberGym

See each evaluation’s detail page for its source and last update·Data sources & removal requests

Related Info

Tencent
Private
Tencent
China1998
Hy Image 3.5 PreviewHy3