RRepoGEO

REPOGEO REPORT · LITE

latent-to/bittensor

Default branch master · commit b90225ea · scanned 5/25/2026, 9:51:15 PM

GitHub: 1,453 stars · 473 forks

AI VISIBILITY SCORE
62 /100
Needs work
Category recall
1 / 2
Avg rank #5.0 when recommended
Rule findings
2 pass · 0 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 latent-to/bittensor, 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
  • highreadme#1
    Reposition README H1 and first overview sentence to emphasize building decentralized AI

    Why:

    CURRENT
    # **Bittensor SDK**
## Internet-scale Neural Networks
...
## Overview of Bittensor
Welcome! Bittensor is an open source platform on which you can produce competitive digital commodities.
    COPY-PASTE FIX
    # Bittensor: The SDK for Decentralized AI Networks
## Build & Train Internet-scale Machine Intelligence
...
## Overview of Bittensor
Welcome! Bittensor is an open-source platform for building, training, and deploying decentralized AI models and internet-scale neural networks.
  • mediumcomparison#2
    Add a dedicated comparison section to the README

    Why:

    COPY-PASTE FIX
    Add a new section, e.g., '## Bittensor vs. Centralized AI & Other Decentralized Platforms', elaborating on its core differentiator as a 'decentralized, incentivized marketplace for intelligence itself' against competitors like SingularityNET, Fetch.ai, and traditional platforms.
  • lowtopics#3
    Refine topics to include 'AI marketplace' and 'decentralized AI'

    Why:

    CURRENT
    ai, blockchain, cryptocurrency, deep-learning, machine-learning, neural-networks, p2p, p2p-network, polkadot, pytorch, substrate, torch
    COPY-PASTE FIX
    ai, ai-marketplace, blockchain, cryptocurrency, decentralized-ai, deep-learning, machine-learning, neural-networks, p2p, p2p-network, polkadot, pytorch, substrate, torch

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
1 / 2
50% of queries surface latent-to/bittensor
Avg rank
#5.0
Lower is better. #1 = top recommendation.
Share of voice
7%
Of all named tools, what % are you?
Top rival
SingularityNET
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. SingularityNET · recommended 2×
  2. Fetch.ai · recommended 2×
  3. PySyft · recommended 1×
  4. PyGrid · recommended 1×
  5. Flower · recommended 1×
  • CATEGORY QUERY
    How can I build large-scale AI models using a decentralized peer-to-peer network?
    you: not recommended
    AI recommended (in order):
    1. PySyft
    2. PyGrid
    3. Flower
    4. Substrate
    5. IPFS
    6. SingularityNET
    7. Fetch.ai
    8. Golem Network

    AI recommended 8 alternatives but never named latent-to/bittensor. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What platforms allow training deep learning models on a blockchain-based, incentivized network?
    you: #5
    AI recommended (in order):
    1. SingularityNET
    2. Fetch.ai
    3. Golem
    4. Akash Network
    5. Bittensor ← you
    6. Ocean Protocol
    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 latent-to/bittensor?
    pass
    AI named latent-to/bittensor explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite