RRepoGEO

REPOGEO REPORT · LITE

Tele-AI/Telechat

Default branch master · commit 9faf3bc4 · scanned 5/26/2026, 3:53:12 AM

GitHub: 1,856 stars · 101 forks

AI VISIBILITY SCORE
30 /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
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 Tele-AI/Telechat, 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
    TeleChat is a family of open-source large language models (1B, 7B, 12B) developed by China Telecom AI, trained on massive Chinese and English corpora for conversational AI and general language tasks.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root with the full text of the intended open-source license.

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 Tele-AI/Telechat
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Llama 3
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Llama 3 · recommended 2×
  2. Qwen · recommended 2×
  3. ERNIE Bot · recommended 1×
  4. GPT-4 · recommended 1×
  5. GPT-3.5 · recommended 1×
  • CATEGORY QUERY
    Seeking a large language model for conversational AI, with strong performance on Chinese language.
    you: not recommended
    AI recommended (in order):
    1. ERNIE Bot
    2. GPT-4
    3. GPT-3.5
    4. Claude 3
    5. Llama 3
    6. GLM-4
    7. Qwen

    AI recommended 7 alternatives but never named Tele-AI/Telechat. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need an efficient open-source large language model for inference and fine-tuning tasks.
    you: not recommended
    AI recommended (in order):
    1. Llama 3
    2. Mistral 7B
    3. Mixtral 8x7B
    4. Gemma
    5. Qwen
    6. Phi-3 Mini
    7. Falcon

    AI recommended 7 alternatives but never named Tele-AI/Telechat. 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 Tele-AI/Telechat?
    pass
    AI named Tele-AI/Telechat explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of Tele-AI/Telechat. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/Tele-AI/Telechat.svg)](https://repogeo.com/en/r/Tele-AI/Telechat)
HTML
<a href="https://repogeo.com/en/r/Tele-AI/Telechat"><img src="https://repogeo.com/badge/Tele-AI/Telechat.svg" alt="RepoGEO" /></a>
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Tele-AI/Telechat — 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