REPOGEO REPORT · LITE

GoogleCloudPlatform/asl-ml-immersion

Default branch master · commit 5e05adf6 · scanned 5/28/2026, 5:57:06 PM

GitHub: 2,552 stars · 1,499 forks

AI VISIBILITY SCORE

28 /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

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/asl-ml-immersion, 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

Clarify "ASL" acronym and repo's purpose in README H1

Why:

CURRENT

# Advanced Solutions Lab

COPY-PASTE FIX

# Google Cloud Advanced Solutions Lab (ASL) Immersion Program: AI/ML Notebooks & Code Samples

mediumtopics#2

Refine and add topics to clarify educational nature and specific technologies

Why:

CURRENT

adk, adk-pyth, agents, generative-ai, google-cloud-platform, machine-learning, tensorflow

COPY-PASTE FIX

google-cloud-platform, vertex-ai, machine-learning, generative-ai, tensorflow, keras, deep-learning, mlops, ai-bootcamp, tutorials, code-samples, learning-path

mediumhomepage#3
Add a homepage URL to the repository
Why:
COPY-PASTE FIX
```
[YOUR_ASL_HOMEPAGE_URL_HERE]
```

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/asl-ml-immersion

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Google Cloud Vertex AI

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Google Cloud Vertex AI · recommended 2×
AWS SageMaker · recommended 1×
Hugging Face · recommended 1×
Microsoft Azure Machine Learning · recommended 1×
Azure OpenAI Service · recommended 1×

CATEGORY QUERY
Where can I find practical examples for building generative AI models on a cloud platform?
you: not recommended
AI recommended (in order):
1. Google Cloud Vertex AI
2. AWS SageMaker
3. Hugging Face
4. Microsoft Azure Machine Learning
5. Azure OpenAI Service
6. Databricks Lakehouse Platform
7. RunPod
8. Replicate
AI recommended 8 alternatives but never named GoogleCloudPlatform/asl-ml-immersion. This is the gap to close.
Show full AI answer
CATEGORY QUERY
How to operationalize diverse machine learning models, including deep learning, within a cloud environment?
you: not recommended
AI recommended (in order):
1. Amazon SageMaker
2. Google Cloud Vertex AI
3. Azure Machine Learning
4. MLflow (mlflow/mlflow)
5. Kubeflow (kubeflow/kubeflow)
6. Hugging Face Inference Endpoints
7. Domino Data Lab
AI recommended 7 alternatives but never named GoogleCloudPlatform/asl-ml-immersion. 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 GoogleCloudPlatform/asl-ml-immersion?
pass
AI named GoogleCloudPlatform/asl-ml-immersion explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts GoogleCloudPlatform/asl-ml-immersion in production, what risks or prerequisites should they evaluate first?
pass
AI named GoogleCloudPlatform/asl-ml-immersion 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/asl-ml-immersion solve, and who is the primary audience?
pass
AI did not name GoogleCloudPlatform/asl-ml-immersion — 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?

Embed your GEO score

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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/GoogleCloudPlatform/asl-ml-immersion.svg)](https://repogeo.com/en/r/GoogleCloudPlatform/asl-ml-immersion)

HTML

<a href="https://repogeo.com/en/r/GoogleCloudPlatform/asl-ml-immersion"><img src="https://repogeo.com/badge/GoogleCloudPlatform/asl-ml-immersion.svg" alt="RepoGEO" /></a>

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