RRepoGEO

REPOGEO REPORT · LITE

GoogleCloudPlatform/vertex-ai-creative-studio

Default branch main · commit eeecdd1a · scanned 6/30/2026, 5:42:08 AM

GitHub: 1,141 stars · 350 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
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 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 GoogleCloudPlatform/vertex-ai-creative-studio, 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
  • highreadme#1
    Reposition README H1 to clarify project type

    Why:

    CURRENT
    # GenMedia Creative Studio | Vertex AI
    COPY-PASTE FIX
    # GenMedia Creative Studio | Vertex AI: An Open-Source Web Application for Multi-Modal Generative Media
  • mediumtopics#2
    Add topics to clarify project type and purpose

    Why:

    CURRENT
    chirp, gemini, gemini-tts, google-cloud, imagen, lyria, nano-banana, veo, vertex-ai
    COPY-PASTE FIX
    chirp, gemini, gemini-tts, google-cloud, imagen, lyria, nano-banana, veo, vertex-ai, generative-ai-studio, multi-modal-ai, web-application, reference-implementation, creative-tools
  • mediumreadme#3
    Add a 'What is this NOT?' section to clarify positioning

    Why:

    COPY-PASTE FIX
    ## What is this NOT?

This project is not a direct competitor or alternative to commercial generative AI platforms like Midjourney, Leonardo.Ai, or Automatic1111's Stable Diffusion Web UI. Instead, GenMedia Creative Studio is an open-source web application designed to demonstrate and showcase how to integrate and utilize Google Cloud's generative media APIs (such as Gemini, Veo, Lyria, and Chirp) within a unified, multi-modal creative studio experience. It serves as a reference implementation and starting point for developers and creative professionals looking to build their own generative AI applications on Google Cloud.

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 GoogleCloudPlatform/vertex-ai-creative-studio
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Stable Diffusion
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Stable Diffusion · recommended 2×
  2. Midjourney · recommended 1×
  3. Automatic1111's Stable Diffusion Web UI · recommended 1×
  4. Leonardo.Ai · recommended 1×
  5. DreamStudio · recommended 1×
  • CATEGORY QUERY
    How to build a creative studio for generating various types of media with AI?
    you: not recommended
    AI recommended (in order):
    1. Midjourney
    2. Stable Diffusion
    3. Automatic1111's Stable Diffusion Web UI
    4. Leonardo.Ai
    5. DreamStudio
    6. RunwayML
    7. ElevenLabs
    8. ChatGPT
    9. Suno AI
    10. Adobe Firefly

    AI recommended 10 alternatives but never named GoogleCloudPlatform/vertex-ai-creative-studio. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source projects combine text-to-image, text-to-video, and text-to-speech generation?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Ecosystem
    2. Stable Diffusion
    3. DeepFloyd IF
    4. Stable Video Diffusion
    5. ModelScope Text-to-Video
    6. Bark
    7. VITS
    8. Coqui TTS
    9. Hugging Face transformers
    10. Hugging Face diffusers
    11. ComfyUI
    12. InvokeAI
    13. Automatic1111's Stable Diffusion WebUI
    14. Audiocraft
    15. EnCodec
    16. MusicGen

    AI recommended 16 alternatives but never named GoogleCloudPlatform/vertex-ai-creative-studio. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 GoogleCloudPlatform/vertex-ai-creative-studio?
    pass
    AI did not name GoogleCloudPlatform/vertex-ai-creative-studio — likely talking about a different project

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

  • If a team adopts GoogleCloudPlatform/vertex-ai-creative-studio in production, what risks or prerequisites should they evaluate first?
    pass
    AI named GoogleCloudPlatform/vertex-ai-creative-studio 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 GoogleCloudPlatform/vertex-ai-creative-studio solve, and who is the primary audience?
    pass
    AI named GoogleCloudPlatform/vertex-ai-creative-studio explicitly

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

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MARKDOWN (README)
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GoogleCloudPlatform/vertex-ai-creative-studio — 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