REPOGEO REPORT · LITE

Azure-Samples/aoai-realtime-audio-sdk

Default branch main · commit aa554aae · scanned 6/16/2026, 2:42:02 AM

GitHub: 837 stars · 188 forks

AI VISIBILITY SCORE

22 /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

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 Azure-Samples/aoai-realtime-audio-sdk, 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 specific topics for real-time GPT-4o audio SDK
Why:
COPY-PASTE FIX
```
azure-openai, gpt-4o, realtime-audio, speech-to-speech, conversational-ai, sdk, sample
```

highreadme#2

Reposition README H1 to clarify reference SDK status and focus

Why:

CURRENT

# Azure OpenAI GPT-4o Audio and /realtime: Public Preview Documentation

COPY-PASTE FIX

# Reference SDK & Samples for Azure OpenAI GPT-4o Real-time Audio (Public Preview)

mediumabout#3

Update repository description for clarity and specificity

Why:

CURRENT

Azure OpenAI code resources for using gpt-4o-realtime capabilities.

COPY-PASTE FIX

Reference SDK and samples for building real-time, low-latency speech-to-speech conversational AI with Azure OpenAI's gpt-4o-realtime capabilities.

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 Azure-Samples/aoai-realtime-audio-sdk

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Google Cloud Speech-to-Text

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Google Cloud Speech-to-Text · recommended 1×
AWS Transcribe Streaming · recommended 1×
OpenAI Whisper · recommended 1×
AssemblyAI · recommended 1×
Google Dialogflow CX · recommended 1×

CATEGORY QUERY
How to build a low-latency speech-to-speech conversational AI assistant?
you: not recommended
AI recommended (in order):
1. Google Cloud Speech-to-Text
2. AWS Transcribe Streaming
3. OpenAI Whisper
4. AssemblyAI
5. Google Dialogflow CX
6. Rasa (RasaHQ/rasa)
7. Microsoft Azure Bot Service
8. LUIS (Language Understanding Intelligent Service)
9. OpenAI GPT-3.5 Turbo / GPT-4
10. Google Cloud Text-to-Speech
11. AWS Polly
12. Microsoft Azure Text to Speech
13. ElevenLabs
14. Node.js
15. Python
16. FastAPI (tiangolo/fastapi)
17. AsyncIO
18. Go
19. AWS Lambda
20. Google Cloud Functions
AI recommended 20 alternatives but never named Azure-Samples/aoai-realtime-audio-sdk. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What SDK supports real-time audio input and output for generative AI models?
you: not recommended
AI recommended (in order):
1. PortAudio (PortAudio/portaudio)
2. PyAudio (PyAudio/PyAudio)
3. Web Audio API
4. Core Audio
5. WASAPI
6. ALSA
7. SoundDevice (spatialaudio/python-sounddevice)
8. RtAudio (thestk/rtaudio)
9. JUCE (juce-framework/JUCE)
AI recommended 9 alternatives but never named Azure-Samples/aoai-realtime-audio-sdk. 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 Azure-Samples/aoai-realtime-audio-sdk?
pass
AI did not name Azure-Samples/aoai-realtime-audio-sdk — 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 Azure-Samples/aoai-realtime-audio-sdk in production, what risks or prerequisites should they evaluate first?
pass
AI named Azure-Samples/aoai-realtime-audio-sdk 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 Azure-Samples/aoai-realtime-audio-sdk solve, and who is the primary audience?
pass
AI did not name Azure-Samples/aoai-realtime-audio-sdk — 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?

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MARKDOWN (README)

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