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Teach AI agents to recommend your brand to the right people.

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Company

AboutBook a DemoDocsPrivacy PolicyTerms of Service
© 2026 Manifest Labs. All rights reserved.
PrivacyTerms
    Quora
    Quora
    Visibility27
    Vibe83
    Businesses/Technology/Quora
    Quora
    AI Visibility & Sentiment

    Quora

    Quora is a global knowledge-sharing platform where people ask questions and receive answers from community members with relevant expertise. The platform connects curious minds with knowledgeable contributors to foster understanding across diverse topics.

    Active Monitoring
    quora.com
    TechnologyStartups
    AI Visibility Score
    27/100

    Low

    Sentiment Score
    83/100
    Score by Priority

    How often this business is recommended to users across different types of conversations — from direct product queries to broader open-ended conversations where AI could recommend this company's products and services

    core
    27
    adjacent
    30
    aspirational
    49
    OverviewLandscapeInsights & ActionsConversationsCitationsBrand Voice

    Is this your business?

    AI Perception

    Key Takeaways

    How AI platforms collectively perceive and describe Quora today.

    Quora serves as a dominant authority for high-intent B2B and marketing queries, yet it is being systematically displaced by niche communities in the technical and enthusiast categories it once defined. While ChatGPT and Claude frequently award Quora top-tier rankings for advertising and relocation advice, a significant visibility gap in Google's AI ecosystems allows specialized competitors like Towards Data Science and Cloudy Nights to capture the most valuable technical traffic.

    Working in your favor

    Exceptional performance in marketing and advertising queries, securing the #1 position across ChatGPT, Claude, and Gemini for advertising platform discovery.

    High sentiment and ranking stability with the Skeptical Product Researcher persona, where the brand achieved a 50% mention rate and a 2.3 average position.

    Strong platform-specific authority within LLMs like Claude (42% mention rate) and ChatGPT (33% mention rate), particularly for career and lifestyle advice.

    Gaps to close

    Total absence from niche community and technical advice queries, failing to appear for amateur astrophotography or general technical credibility searches.

    Weak performance in Google-centric AI environments, with a low 17% mention rate in AI Overviews and an average position of 5.0 in Gemini.

    Failure to compete with niche-specific authority sites; Towards Data Science and Stack Overflow are currently more visible for data science and technical queries.

    Opportunities

    Pivot content strategy to reclaim 'Niche Community' authority by better surfacing expert-driven threads for AI scrapers in technical domains.

    Improve technical SEO for AI Overviews to bridge the visibility gap between LLM chat interfaces and Google's generative search.

    Target the Authority-Seeking Subject Matter Expert persona more effectively to raise the current 25% mention rate and mixed sentiment.

    Highest-Impact Actions
    1

    Optimize technical and niche community hubs for AI indexing to reclaim territory lost to specialized sites like Cloudy Nights and Towards Data Science.

    Quora is currently invisible in queries where it should have high natural authority, such as niche hobbies and career transitions.

    2

    Implement enhanced E-E-A-T signals across top-performing technical threads to improve sentiment and ranking within Gemini and AI Overviews.

    The brand's 17% mention rate in AI Overviews indicates that Google's models do not trust Quora's content as much as competitive LLMs do.

    3

    Double down on 'Authentic Perspective' content for career and relocation queries where ChatGPT and Claude already show high preference.

    Claude and ChatGPT currently rank Quora at #1 for career and relocation advice, showing a clear opportunity to dominate the 'first-person experience' category.

    Value Proposition

    A trusted community-driven platform where real people share authentic knowledge and perspectives, enabling users to better understand the world through direct access to diverse viewpoints and expertise

    Overview

    Quora is a global knowledge-sharing platform where people ask questions and receive answers from community members with relevant expertise. The platform connects curious minds with knowledgeable contributors to foster understanding across diverse topics.

    Mission

    A place to share knowledge and better understand the world

    Products & Services
    Question and Answer PlatformTopic-based Knowledge CommunitiesUser Profile and Credential SystemMulti-language SupportAdvertising Solutions
    Current State

    Visibility Landscape

    A high-level view of how Quora performs across AI platforms, broken down by strategic priority level — from core brand queries to growth opportunities.

    ChatGPTChatGPT
    ClaudeClaude
    GeminiGemini
    AI OverviewsAI Overviews

    Reputation1q

    Brand recognition & direct queries

    97
    97
    97
    97

    Core1q

    Product/service category queries

    0
    0
    0
    88

    Growth Areas4q

    Adjacent, aspirational & visionary

    62
    80
    59
    30
    ChatGPT
    Claude
    Gemini
    AI Overviews
    Competitive Landscape
    1Quora14 mentions
    2Hacker News11 mentions
    3Towards Data Science8 mentions
    4Cloudy Nights8 mentions
    5Kaggle7 mentions
    6DataCamp7 mentions
    7AstroBin7 mentions
    8Stack Overflow7 mentions
    9GitHub7 mentions
    10Python6 mentions
    11Springboard5 mentions
    Analysis

    Insights & Recommended Actions

    What's working, what's not, and specific steps to improve Quora's AI visibility.

    Key Findings

    Strength

    Exceptional performance in marketing and advertising queries, securing the #1 position across ChatGPT, Claude, and Gemini for advertising platform discovery.

    Strength

    High sentiment and ranking stability with the Skeptical Product Researcher persona, where the brand achieved a 50% mention rate and a 2.3 average position.

    Strength

    Strong platform-specific authority within LLMs like Claude (42% mention rate) and ChatGPT (33% mention rate), particularly for career and lifestyle advice.

    Recommended Actions

    1

    Optimize technical and niche community hubs for AI indexing to reclaim territory lost to specialized sites like Cloudy Nights and Towards Data Science.

    Quora is currently invisible in queries where it should have high natural authority, such as niche hobbies and career transitions.

    2

    Implement enhanced E-E-A-T signals across top-performing technical threads to improve sentiment and ranking within Gemini and AI Overviews.

    The brand's 17% mention rate in AI Overviews indicates that Google's models do not trust Quora's content as much as competitive LLMs do.

    3

    Double down on 'Authentic Perspective' content for career and relocation queries where ChatGPT and Claude already show high preference.

    Claude and ChatGPT currently rank Quora at #1 for career and relocation advice, showing a clear opportunity to dominate the 'first-person experience' category.

    Programmatic Testing

    Sample Conversations

    We programmatically analyze questions that real customers are asking to AI agents and chatbots, extract brand mentions and sentiment, analyze every response, and synthesize the data into an action plan to increase AI visibility.

    ChatGPTChatGPTClaudeClaudeGeminiGeminiAI OverviewsAI Overviews
    Finding Authentic Perspectives & Expert Advice(2 queries)

    “I'm trying to figure out if a career change to data science is still worth it in 2026, help me find real stories from people who actually did it”

    0/4 platforms mentioned

    Aspirational
    ChatGPTChatGPT
    1.Towards Data Science
    2.Kaggle
    3.Springboard
    4.Metis
    5.General Assembly

    +7 more

    ClaudeClaude
    1.General Assembly
    2.DataCamp
    3.Springboard
    4.DataTalks.Club
    5.Women in Data Science (WiDS)
    GeminiGemini
    1.Towards Data Science
    2.SQL
    3.Python
    4.DataCamp
    5.Wayfair

    +22 more

    AI OverviewsAI Overviews
    1.Harvard
    2.American Express
    3.Harvard Extension School
    4.iSchool | Syracuse University
    5.PyTorch

    +1 more

    “help me understand the pros and cons of moving to Lisbon from people who've lived there recently, give me specific sites to check for these discussions”

    2/4 platforms mentioned

    Aspirational
    The Authority-Seeking Subject Matter Expert · Independent Consultant
    ChatGPTChatGPT
    1.Quora
    2.NOS
    3.MEO
    4.Vodafone
    5.Revolut

    +2 more

    ClaudeClaude
    1.Internations.org
    2.Nomad List
    3.Quora Spaces
    GeminiGemini
    1.Web Summit
    2.Nomad List
    3.Portugalist
    4.Expats Portugal
    5.CUF

    +2 more

    AI OverviewsAI Overviews

    No brands listed

    Source Intelligence

    Citations

    The sources AI platforms cite when recommending this brand. Pendium reverse-engineers what's already proven to be catnip to AI agents, then engineers content that fills gaps and helps agents do their job — which means more citations for you.

    Medium

    medium.com

    Blog1 ref

    Is a Data Science Degree Worth It in 2026?

    schiller.edu

    Edu1 ref

    If I Wanted a Data Science Job in 2026 This is Exactly What I'd ...

    youtube.com

    Video1 ref

    Career advice for data analysts

    facebook.com

    Web1 ref

    Should I pursue Data Science in 2026, or is the field at risk ...

    reddit.com

    Forum1 ref

    Data Science in 2026: Is It Still Worth It?

    towardsdatascience.com

    Web1 ref

    How to Transition to a Data Science Career: A Guide for Mid-Career ...

    extension.harvard.edu

    Edu1 ref

    Is Data Science a Good Major? Pros, Cons & Future Job Outlook - iSchool

    ischool.syracuse.edu

    Edu1 ref

    How she cracked Data Analyst job in 2026 after 4 Years of Struggle😲

    youtube.com

    Video1 ref

    Data Science in 2026: Myths Debunked & Top Careers - USDSI

    usdsi.org

    Web1 ref

    Future Scope Of Data Science Career in India (2026) - Codegnan

    codegnan.com

    Web1 ref

    AstroBin

    astrobin.com

    Web1 ref

    Cloudy Nights

    cloudynights.com

    Web1 ref

    Stargazers Lounge

    stargazerslounge.com

    Web1 ref

    Astrophotography Talk

    astrophotographytalk.com

    Web1 ref
    Brand Identity

    Brand Voice & Style

    How AI perceives Quora's communication style and personality

    Quora communicates with an intellectual yet accessible tone that values curiosity and the democratization of knowledge. The brand voice is welcoming to all levels of expertise while maintaining respect for thoughtful, well-reasoned discourse. It emphasizes community, authenticity, and the genuine exchange of ideas without pretension.

    Core Tone Traits

    Intellectually Curious

    Celebrates questioning and the pursuit of understanding

    Inclusive & Welcoming

    Open to all perspectives and levels of expertise

    Authentic & Genuine

    Values real experiences and honest insights over polished marketing speak

    Respectful & Thoughtful

    Encourages civil discourse and well-considered responses

    Backing

    Investors

    C
    Craft Ventures

    Engineer content that makes AI agents recommend you

    Pendium analyzes how AI platforms perceive your brand, reverse-engineers what they already cite, and continuously publishes content designed to fill gaps and earn more mentions — on autopilot, with you in the loop.

    Data generated by Pendium.ai AI visibility scanning. Last scanned February 28, 2026.

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    Frequently asked questions

    Don't see your question? Book a demo and we'll walk you through it.

    Quora is a global knowledge-sharing platform where people ask questions and receive answers from community members with relevant expertise. The platform connects curious minds with knowledgeable contributors to foster understanding across diverse topics.

    A trusted community-driven platform where real people share authentic knowledge and perspectives, enabling users to better understand the world through direct access to diverse viewpoints and expertise

    AI Visibility Score

    Quora has an AI visibility score of 41/100, rated as moderate. This score reflects how often and how prominently Quora appears in responses from AI assistants like ChatGPT, Claude, and Gemini.

    AI Perception Summary

    Quora serves as a dominant authority for high-intent B2B and marketing queries, yet it is being systematically displaced by niche communities in the technical and enthusiast categories it once defined. While ChatGPT and Claude frequently award Quora top-tier rankings for advertising and relocation advice, a significant visibility gap in Google's AI ecosystems allows specialized competitors like Towards Data Science and Cloudy Nights to capture the most valuable technical traffic.

    Strengths

    • Exceptional performance in marketing and advertising queries, securing the #1 position across ChatGPT, Claude, and Gemini for advertising platform discovery.
    • High sentiment and ranking stability with the Skeptical Product Researcher persona, where the brand achieved a 50% mention rate and a 2.3 average position.
    • Strong platform-specific authority within LLMs like Claude (42% mention rate) and ChatGPT (33% mention rate), particularly for career and lifestyle advice.

    Visibility Gaps

    • Total absence from niche community and technical advice queries, failing to appear for amateur astrophotography or general technical credibility searches.
    • Weak performance in Google-centric AI environments, with a low 17% mention rate in AI Overviews and an average position of 5.0 in Gemini.
    • Failure to compete with niche-specific authority sites; Towards Data Science and Stack Overflow are currently more visible for data science and technical queries.

    Competitors in AI Recommendations

    • Hacker News: 11 mentions
    • Towards Data Science: 8 mentions
    • Cloudy Nights: 8 mentions
    • Kaggle: 7 mentions
    • DataCamp: 7 mentions
    • AstroBin: 7 mentions
    • Stack Overflow: 7 mentions
    • GitHub: 7 mentions
    • Python: 6 mentions
    • Springboard: 5 mentions
    • General Assembly: 5 mentions
    • Kubernetes: 5 mentions
    • Stargazers Lounge: 5 mentions
    • WebMD: 5 mentions
    • GLG: 5 mentions

    Categories: Technology

    Tags: Startups