REPOGEO REPORT · LITE

ideogram-oss/ideogram4

Default branch main · commit 415abf4d · scanned 6/9/2026, 11:58:13 AM

GitHub: 1,763 stars · 169 forks

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 ideogram-oss/ideogram4, 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 relevant topics to the repository

Why:

COPY-PASTE FIX

text-to-image, generative-ai, image-generation, deep-learning, ai-model, open-source, multilingual-text, typography, design

highhomepage#2
Set the repository homepage URL
Why:
COPY-PASTE FIX
```
https://ideogram.ai/
```

mediumreadme#3

Reposition the README's opening to clearly state the repository's purpose

Why:

CURRENT

The README's first content after the logo/badges is <p align="center"><em>Ideogram 4: Open image model at the forefront of design</em></p> followed by links and then "Ideogram 4 is **Ideogram's first open-weight text-to-image model**."

COPY-PASTE FIX

This repository contains **Ideogram 4, our first open-weight text-to-image model**. Ideogram 4 is a state-of-the-art foundation model trained from scratch, excelling in multilingual text rendering, deep language understanding, and precise layout controls. While the easiest way to try the model is online at ideogram.ai, this repository provides the open-weight model and resources for researchers and developers.

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 ideogram-oss/ideogram4

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Stable Diffusion XL (SDXL)

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Stable Diffusion XL (SDXL) · recommended 2×
DeepFloyd IF · recommended 2×
Stable Diffusion (v1.5/v2.1) · recommended 1×
Kandinsky 2.2 · recommended 1×
PixArt-α · recommended 1×

CATEGORY QUERY
What are the best open-source text-to-image models for high-quality design generation?
you: not recommended
AI recommended (in order):
1. Stable Diffusion XL (SDXL)
2. Stable Diffusion (v1.5/v2.1)
3. DeepFloyd IF
4. Kandinsky 2.2
5. PixArt-α
AI recommended 5 alternatives but never named ideogram-oss/ideogram4. This is the gap to close.
Show full AI answer
CATEGORY QUERY
I need an AI model for generating images with accurate, multilingual text rendering.
you: not recommended
AI recommended (in order):
1. DeepFloyd IF
2. Stable Diffusion XL (SDXL)
3. Midjourney (v5.2 and later)
4. DALL-E 3
5. ControlNet
AI recommended 5 alternatives but never named ideogram-oss/ideogram4. 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 ideogram-oss/ideogram4?
pass
AI named ideogram-oss/ideogram4 explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts ideogram-oss/ideogram4 in production, what risks or prerequisites should they evaluate first?
pass
AI named ideogram-oss/ideogram4 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 ideogram-oss/ideogram4 solve, and who is the primary audience?
pass
AI named ideogram-oss/ideogram4 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 ideogram-oss/ideogram4. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/ideogram-oss/ideogram4.svg)](https://repogeo.com/en/r/ideogram-oss/ideogram4)

HTML

<a href="https://repogeo.com/en/r/ideogram-oss/ideogram4"><img src="https://repogeo.com/badge/ideogram-oss/ideogram4.svg" alt="RepoGEO" /></a>

Pro

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