RRepoGEO

REPOGEO REPORT · LITE

DEEIX-AI/DEEIX-Chat

Default branch dev · commit dadab24b · scanned 6/17/2026, 1:16:39 AM

GitHub: 536 stars · 66 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 DEEIX-AI/DEEIX-Chat, 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:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-platform, enterprise-ai, llm-chat, multimodal-ai, model-routing, rag, self-hosted, open-source, workspace, chat-platform
  • highreadme#2
    Strengthen the README's opening statement to emphasize 'chat platform'

    Why:

    CURRENT
    An integrated AI platform for enterprise model routing, chat, files, tools, billing, identity, and operations.
    COPY-PASTE FIX
    # DEEIX Chat: An Enterprise AI Chat Platform

An integrated AI chat platform for enterprise model routing, multimodal chat, files, tools, billing, identity, and operations.
  • mediumcomparison#3
    Add a 'Comparison to Alternatives' section in the README

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ## Comparison to Alternatives

DEEIX Chat is a complete, deployable enterprise AI chat platform, distinct from MLOps tools like MLflow or Kubeflow (which focus on model lifecycle management) and AI frameworks like LangChain or OpenAI API (which provide building blocks for custom solutions). We offer an out-of-the-box, self-hostable workspace with integrated chat, model routing, RAG, tools, and user management, designed for immediate team and enterprise use.

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 DEEIX-AI/DEEIX-Chat
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ray-project/ray
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ray-project/ray · recommended 2×
  2. mlflow/mlflow · recommended 1×
  3. kubeflow/kubeflow · recommended 1×
  4. openvinotoolkit/openvino · recommended 1×
  5. huggingface/transformers · recommended 1×
  • CATEGORY QUERY
    What open-source platform provides unified access to multiple AI models for enterprise operations?
    you: not recommended
    AI recommended (in order):
    1. MLflow (mlflow/mlflow)
    2. Kubeflow (kubeflow/kubeflow)
    3. OpenVINO Toolkit (openvinotoolkit/openvino)
    4. Hugging Face Transformers (huggingface/transformers)
    5. 🤗 Accelerate (huggingface/accelerate)
    6. 🤗 Inference Endpoints
    7. ONNX Runtime (microsoft/onnxruntime)
    8. Ray (ray-project/ray)
    9. Ray Serve (ray-project/ray)

    AI recommended 9 alternatives but never named DEEIX-AI/DEEIX-Chat. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to build an internal AI chat platform with RAG, tool integration, and user management?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. OpenAI API
    3. Azure OpenAI Service
    4. Anthropic Claude
    5. Google Gemini API
    6. FastAPI
    7. Django
    8. PostgreSQL
    9. Keycloak
    10. Auth0
    11. LlamaIndex
    12. Streamlit
    13. Gradio
    14. Supabase
    15. Firebase
    16. Microsoft Azure AI Studio
    17. Google Cloud Vertex AI
    18. Azure AI Search
    19. Vertex AI Search
    20. Azure App Service
    21. Google Cloud Run
    22. Azure Active Directory
    23. Google Identity Platform
    24. Hugging Face Transformers
    25. Hugging Face Inference Endpoints
    26. Llama 3
    27. Mistral
    28. MongoDB
    29. Redis
    30. Okta
    31. Ping Identity
    32. Voiceflow
    33. Botpress

    AI recommended 33 alternatives but never named DEEIX-AI/DEEIX-Chat. 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 DEEIX-AI/DEEIX-Chat?
    pass
    AI named DEEIX-AI/DEEIX-Chat explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts DEEIX-AI/DEEIX-Chat in production, what risks or prerequisites should they evaluate first?
    pass
    AI named DEEIX-AI/DEEIX-Chat 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 DEEIX-AI/DEEIX-Chat solve, and who is the primary audience?
    pass
    AI named DEEIX-AI/DEEIX-Chat explicitly

    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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DEEIX-AI/DEEIX-Chat — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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