RRepoGEO

REPOGEO REPORT · LITE

openai/guided-diffusion

Default branch main · commit 22e0df81 · scanned 5/13/2026, 8:17:39 PM

GitHub: 7,369 stars · 904 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 openai/guided-diffusion, 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

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

OVERALL DIRECTION
  • highabout#1
    Add a concise repository description

    Why:

    COPY-PASTE FIX
    Official codebase for "Diffusion Models Beat GANs on Image Synthesis," introducing classifier guidance for state-of-the-art, high-fidelity, class-conditional image generation.
  • mediumreadme#2
    Clarify the README's opening sentence to emphasize its research contribution

    Why:

    CURRENT
    # guided-diffusion

This is the codebase for Diffusion Models Beat GANS on Image Synthesis.
    COPY-PASTE FIX
    # guided-diffusion

This repository provides the official codebase for the paper "Diffusion Models Beat GANs on Image Synthesis," introducing classifier guidance for state-of-the-art, high-fidelity, class-conditional image generation. It serves as a foundational research implementation for advanced generative models.

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 openai/guided-diffusion
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 2×
  3. DALL-E 3 · recommended 1×
  4. Adobe Firefly · recommended 1×
  5. RunwayML · recommended 1×
  • CATEGORY QUERY
    Seeking a robust method for high-fidelity image synthesis using state-of-the-art generative models.
    you: not recommended
    AI recommended (in order):
    1. Stable Diffusion
    2. Midjourney
    3. DALL-E 3
    4. Adobe Firefly
    5. RunwayML
    6. StyleGAN
    7. Imagen

    AI recommended 7 alternatives but never named openai/guided-diffusion. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What generative AI approaches are superior to GANs for realistic image creation?
    you: not recommended
    AI recommended (in order):
    1. GANs
    2. Stable Diffusion
    3. DALL-E 2
    4. Midjourney
    5. VAEs
    6. VQ-VAE-2
    7. DALL-E 1
    8. PixelRNN
    9. PixelCNN
    10. Glow
    11. RealNVP

    AI recommended 11 alternatives but never named openai/guided-diffusion. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 openai/guided-diffusion?
    pass
    AI named openai/guided-diffusion explicitly

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

  • If a team adopts openai/guided-diffusion in production, what risks or prerequisites should they evaluate first?
    pass
    AI named openai/guided-diffusion 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 openai/guided-diffusion solve, and who is the primary audience?
    pass
    AI named openai/guided-diffusion explicitly

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

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