RRepoGEO

REPOGEO REPORT · LITE

openai/openai-realtime-twilio-demo

Default branch main · commit 4e9f754f · scanned 6/14/2026, 6:12:46 PM

GitHub: 527 stars · 180 forks

AI VISIBILITY SCORE
17 /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
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 openai/openai-realtime-twilio-demo, 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
    Demonstrates how to build a real-time, AI-powered conversational assistant over Twilio using OpenAI's streaming API for voice and language models.
  • mediumreadme#2
    Clarify the README's opening sentence to emphasize its demo nature

    Why:

    CURRENT
    Combine OpenAI's Realtime API and Twilio's phone calling capability to build an AI calling assistant.
    COPY-PASTE FIX
    This quickstart demo combines OpenAI's Realtime API and Twilio's phone calling capability to build a real-time AI calling assistant, showcasing an end-to-end voice conversation with an LLM over a phone call.

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/openai-realtime-twilio-demo
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Amazon Connect
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Amazon Connect · recommended 2×
  2. FreeSWITCH · recommended 2×
  3. Google Cloud Dialogflow CX · recommended 1×
  4. Google Cloud Speech-to-Text · recommended 1×
  5. Google Cloud Text-to-Speech · recommended 1×
  • CATEGORY QUERY
    How to build an AI assistant for real-time phone conversations?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Dialogflow CX
    2. Google Cloud Speech-to-Text
    3. Google Cloud Text-to-Speech
    4. Twilio
    5. Google Cloud Dialogflow ES
    6. AWS Lex
    7. Amazon Polly
    8. Amazon Transcribe
    9. Amazon Connect
    10. Rasa (RasaHQ/rasa)
    11. AssemblyAI
    12. Deepgram
    13. Eleven Labs
    14. Asterisk
    15. FreeSWITCH
    16. Azure Bot Service
    17. Azure Cognitive Services - Speech
    18. Azure Cognitive Services - Language Understanding (LUIS)

    AI recommended 18 alternatives but never named openai/openai-realtime-twilio-demo. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a toolkit to integrate real-time conversational AI with phone systems.
    you: not recommended
    AI recommended (in order):
    1. Google Dialogflow CX
    2. Google Cloud Contact Center AI (CCAI)
    3. Twilio Autopilot
    4. Twilio Programmable Voice
    5. Amazon Lex
    6. Amazon Connect
    7. Microsoft Azure Bot Service
    8. Azure Communication Services
    9. Rasa
    10. Voximplant
    11. FreeSWITCH
    12. Nuance Mix
    13. Nuance Intelligent Engagement Platform

    AI recommended 13 alternatives but never named openai/openai-realtime-twilio-demo. 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/openai-realtime-twilio-demo?
    pass
    AI did not name openai/openai-realtime-twilio-demo — 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 openai/openai-realtime-twilio-demo in production, what risks or prerequisites should they evaluate first?
    pass
    AI named openai/openai-realtime-twilio-demo 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/openai-realtime-twilio-demo solve, and who is the primary audience?
    pass
    AI did not name openai/openai-realtime-twilio-demo — 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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