RRepoGEO

REPOGEO REPORT · LITE

ChatPRD/lennys-podcast-transcripts

Default branch main · commit be8ab89a · scanned 5/27/2026, 2:37:43 PM

GitHub: 1,280 stars · 476 forks

AI VISIBILITY SCORE
23 /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
2 / 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 ChatPRD/lennys-podcast-transcripts, 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 the README's H1 and first sentence

    Why:

    CURRENT
    # Lenny's Podcast Transcripts Archive

A comprehensive archive of transcripts from Lenny's Podcast, organized for easy use with AI coding assistants and language models.
    COPY-PASTE FIX
    # Lenny's Podcast Transcripts: Tactical Product & Growth Advice for AI & Humans

A comprehensive archive of transcripts from Lenny's Podcast, featuring world-class product leaders and growth experts, organized for easy use as a searchable knowledge base and for AI model training.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    podcast, transcripts, product-management, growth, leadership, interviews, ai, llm, nlp, data-for-ai
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with the text of the MIT 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 ChatPRD/lennys-podcast-transcripts
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Lenny's Newsletter
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Lenny's Newsletter · recommended 1×
  2. Reforge · recommended 1×
  3. Product Hunt · recommended 1×
  4. Mind the Product · recommended 1×
  5. Silicon Valley Product Group (SVPG) · recommended 1×
  • CATEGORY QUERY
    Where can I find tactical advice from product leaders on building and growing products?
    you: not recommended
    AI recommended (in order):
    1. Lenny's Newsletter
    2. Reforge
    3. Product Hunt
    4. Mind the Product
    5. Silicon Valley Product Group (SVPG)
    6. First Round Review
    7. Amplitude Blog

    AI recommended 7 alternatives but never named ChatPRD/lennys-podcast-transcripts. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to find searchable text content of expert interviews for AI model training?
    you: not recommended
    AI recommended (in order):
    1. S&P Global Market Intelligence Transcripts
    2. Refinitiv Eikon
    3. AlphaSense
    4. Qualitative Data Repository (QDR)
    5. ICPSR (Inter-university Consortium for Political and Social Research)
    6. Dataverse Project
    7. YouTube
    8. Listen Notes
    9. Podchaser
    10. Rev
    11. Trint
    12. Happy Scribe

    AI recommended 12 alternatives but never named ChatPRD/lennys-podcast-transcripts. 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 ChatPRD/lennys-podcast-transcripts?
    pass
    AI named ChatPRD/lennys-podcast-transcripts explicitly

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

  • If a team adopts ChatPRD/lennys-podcast-transcripts in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ChatPRD/lennys-podcast-transcripts 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 ChatPRD/lennys-podcast-transcripts solve, and who is the primary audience?
    pass
    AI did not name ChatPRD/lennys-podcast-transcripts — 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?

Embed your GEO score

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ChatPRD/lennys-podcast-transcripts — 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