RRepoGEO

REPOGEO REPORT · LITE

zai-org/CogView4

Default branch main · commit 1f21551a · scanned 6/21/2026, 11:22:35 PM

GitHub: 1,103 stars · 81 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface zai-org/CogView4, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • hightopics#1
    Add specific Chinese language topics

    Why:

    CURRENT
    eccv2024, high-resolution, image-generation, text-to-image
    COPY-PASTE FIX
    eccv2024, high-resolution, image-generation, text-to-image, chinese-language, chinese-text-to-image
  • highreadme#2
    Add a clear positioning statement to the README's introduction

    Why:

    CURRENT
    # CogView4 & CogView3 & CogView-3Plus

[阅读中文版](./README_zh.md)
    COPY-PASTE FIX
    # CogView4 & CogView3 & CogView-3Plus

These models are specifically designed for high-resolution image generation from native Chinese language input, leveraging advanced cascading diffusion and Diffusion Transformer architectures.

[阅读中文版](./README_zh.md)
  • mediumhomepage#3
    Populate the repository's homepage URL

    Why:

    COPY-PASTE FIX
    https://huggingface.co/spaces/THUDM-HF-SPACE/CogView4

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface zai-org/CogView4
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Midjourney
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Midjourney · recommended 2×
  2. DALL-E 3 · recommended 2×
  3. ChatGPT Plus/Enterprise · recommended 1×
  4. Microsoft Copilot Pro · recommended 1×
  5. Stable Diffusion XL (SDXL) · recommended 1×
  • CATEGORY QUERY
    How can I generate high-resolution images from text descriptions using recent models?
    you: not recommended
    AI recommended (in order):
    1. Midjourney
    2. DALL-E 3
    3. ChatGPT Plus/Enterprise
    4. Microsoft Copilot Pro
    5. Stable Diffusion XL (SDXL)
    6. Stability AI's DreamStudio
    7. Clipdrop
    8. Adobe Firefly
    9. Leonardo.Ai
    10. Playground AI

    AI recommended 10 alternatives but never named zai-org/CogView4. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best text-to-image generation tools that support native Chinese language input?
    you: not recommended
    AI recommended (in order):
    1. Midjourney
    2. Stable Diffusion
    3. Civitai.com
    4. Automatic1111 web UI
    5. ComfyUI
    6. DALL-E 3
    7. ChatGPT Plus
    8. Microsoft Copilot
    9. Wenxin Yige (文心一格)
    10. Tencent Hunyuan (腾讯混元)
    11. Poe

    AI recommended 11 alternatives but never named zai-org/CogView4. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of zai-org/CogView4?
    pass
    AI named zai-org/CogView4 explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts zai-org/CogView4 in production, what risks or prerequisites should they evaluate first?
    pass
    AI named zai-org/CogView4 explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo zai-org/CogView4 solve, and who is the primary audience?
    pass
    AI named zai-org/CogView4 explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of zai-org/CogView4. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
<a href="https://repogeo.com/en/r/zai-org/CogView4"><img src="https://repogeo.com/badge/zai-org/CogView4.svg" alt="RepoGEO" /></a>
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zai-org/CogView4 — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite