REPOGEO REPORT · LITE

MicrosoftLearning/AI-102-AIEngineer

Default branch master · commit 33429397 · scanned 6/5/2026, 5:27:50 AM

GitHub: 928 stars · 1,042 forks

AI VISIBILITY SCORE

27 /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

1 / 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 MicrosoftLearning/AI-102-AIEngineer, 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

highabout#1

Update the repository description to reflect deprecation

Why:

CURRENT

Lab files for AI-102 - AI Engineer

COPY-PASTE FIX

DEPRECATED: Lab files for AI-102 - AI Engineer. This repo is no longer supported; see README for active learning resources.

hightopics#2
Add 'deprecated' and 'archived' topics
Why:
CURRENT
```
data-ai
```
COPY-PASTE FIX
```
data-ai, deprecated, archived
```

mediumreadme#3

Enhance README's deprecation message for clarity and prominence

Why:

CURRENT

# DEPRECATED

This repo is no longer supported. The lab files for course AI-102 (and other AI-related courses) are distributed across multiple repo's:

COPY-PASTE FIX

# ⚠️ DEPRECATED: This Repository is No Longer Supported ⚠️

**DO NOT USE THIS REPO for current AI-102 lab files.** The content here is outdated and no longer maintained. For active and up-to-date lab files for AI-102 and other AI-related courses, please refer to the following repositories:

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 MicrosoftLearning/AI-102-AIEngineer

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Google Cloud Skills Boost

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Google Cloud Skills Boost · recommended 2×
DataCamp · recommended 2×
Coursera Labs · recommended 1×
Kaggle Learn · recommended 1×
AWS Skill Builder · recommended 1×

CATEGORY QUERY
Looking for interactive lab environments to practice core AI engineering skills.
you: not recommended
AI recommended (in order):
1. Google Cloud Skills Boost
2. DataCamp
3. Coursera Labs
4. Kaggle Learn
5. AWS Skill Builder
6. DeepLearning.AI
7. Jupyter Notebooks
8. Google Colab
9. Kaggle Notebooks
AI recommended 9 alternatives but never named MicrosoftLearning/AI-102-AIEngineer. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Where can I find tutorials for developing solutions with cognitive services and large language models?
you: not recommended
AI recommended (in order):
1. Microsoft Learn
2. Azure AI Services
3. Azure OpenAI Service
4. OpenAI Documentation & Cookbook
5. GPT-3.5
6. GPT-4
7. DALL-E
8. Google Cloud Skills Boost
9. Qwiklabs
10. Vertex AI
11. Google Cloud Vision AI
12. Natural Language AI
13. Coursera
14. deeplearning.ai
15. edX
16. IBM
17. Towards Data Science
18. Medium
19. freeCodeCamp.org
20. DataCamp
21. Tech with Tim
AI recommended 21 alternatives but never named MicrosoftLearning/AI-102-AIEngineer. 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 MicrosoftLearning/AI-102-AIEngineer?
pass
AI did not name MicrosoftLearning/AI-102-AIEngineer — 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 MicrosoftLearning/AI-102-AIEngineer in production, what risks or prerequisites should they evaluate first?
pass
AI named MicrosoftLearning/AI-102-AIEngineer 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 MicrosoftLearning/AI-102-AIEngineer solve, and who is the primary audience?
pass
AI did not name MicrosoftLearning/AI-102-AIEngineer — 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)

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HTML

<a href="https://repogeo.com/en/r/MicrosoftLearning/AI-102-AIEngineer"><img src="https://repogeo.com/badge/MicrosoftLearning/AI-102-AIEngineer.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