Quora

Visibility42

Vibe83

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

Technology Startups

AI Visibility Score

42/100

Moderate

Sentiment Score

83/100

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.

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

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

Agent Breakdown

AI Platforms

How often do different AI platforms reference Quora?

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Conversation Analysis

Topics

What conversations is Quora included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend Quora to, and when?

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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.

ChatGPT

Claude

Gemini

AI 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

ChatGPT

1.Towards Data Science

2.Kaggle

3.Springboard

4.Metis

5.General Assembly

+7 more

Claude

1.General Assembly

2.DataCamp

3.Springboard

4.DataTalks.Club

5.Women in Data Science (WiDS)

Gemini

1.Towards Data Science

2.SQL

3.Python

4.DataCamp

5.Wayfair

+22 more

AI 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

ChatGPT

1.Quora

2.NOS

3.MEO

4.Vodafone

5.Revolut

+2 more

Claude

1.Internations.org

2.Nomad List

3.Quora Spaces

Gemini

1.Web Summit

2.Nomad List

3.Portugalist

4.Expats Portugal

5.CUF

+2 more

AI Overviews

No brands listed

Niche Community Discovery & Knowledge Sharing(1 query)

“I want to join some online groups for amateur astrophotography where I can ask questions and show my work, where should I look?”

0/4 platforms mentioned

ChatGPT

1.AstroBin

2.Flickr

3.500px

4.Cloudy Nights

5.PixInsight

+13 more

Claude

1.Cloudy Nights

2.Stargazers Lounge

3.Astrophotography Talk

4.Astronomy Stack Exchange

5.Astrobin

Gemini

1.Cloudy Nights

2.Stargazers Lounge

3.AstroBin

4.Telescopius

5.N.I.N.A.

+6 more

AI Overviews

1.Cloudy Nights

2.Stargazers Lounge

3.AstroBin

4.The Galactic Lounge

5.Galactic Course

+3 more

Marketing & High Intent Advertising(1 query)

“help me find advertising platforms where I can reach people while they are actively researching health and wellness questions”

3/4 platforms mentioned

ChatGPT

1.Microsoft Advertising

2.Quora Ads

3.WebMD

4.Medscape

5.Everyday Health

+21 more

Claude

1.Google Ads

2.Bing Ads

3.Quora

4.Healthline

5.WebMD

+1 more

Gemini

1.Google Ads

2.Microsoft Advertising

3.Bing

4.WebMD

5.Medscape

9.Quora

+7 more

AI Overviews

1.Microsoft Advertising

2.Bing

3.Outlook

4.Edge

5.WebMD

+10 more

Evaluating Credible Information Platforms(1 query)

“what are the most trusted sites for getting technical advice from actual professionals right now?”

0/4 platforms mentioned

ChatGPT

1.Stack Overflow

2.Stack Exchange

3.Server Fault

4.Network Engineering

5.Information Security

+47 more

Claude

1.Stack Overflow

2.GitHub Discussions

3.ServerFault

4.r/sysadmin

5.Hacker News

+5 more

Gemini

1.Hacker News

2.Y Combinator

3.The Pragmatic Engineer

4.Lobste.rs

5.Stack Overflow

+24 more

AI Overviews

1.Third Bridge

2.GLG

3.Gerson Lehrman Group

4.AlphaSights

5.Tegus

+17 more

Analysis

Key Insights

What AI visibility analysis reveals about this brand

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.

Gap

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

Gap

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.

Gap

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

Opportunity

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

Opportunity

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

Opportunity

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

Technical Health

Site Health for AI Visibility

How well Quora's website is optimized for AI agent discovery and comprehension.

77/100

12 passed 3 warnings 4 issues

Audited 2/28/2026

Crawlability70

Can AI bots find your pages?

Technical96

SSL, mobile, doctype basics

On-Page SEO66

Titles, descriptions, headings

Content Quality47

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG100

Open Graph, Twitter cards

AI Readability60

How well AI can parse your content

Critical Issues

Issues: Disallows all crawlers (Disallow: /)

Remove or modify the Disallow: / rule to allow search engines to crawl your site.

Page has no meta description

Add a <meta name="description"> tag summarizing the page (150-160 characters).

Page has no H1 heading

Add a single H1 tag as the main page heading.

Content is too thin

Expand your content to at least 300-500 words with valuable information.

Warnings

1 render-blocking resource(s) detected

Consider deferring or async-loading non-critical scripts and stylesheets.

Title may be truncated in search results (114 characters)

Shorten the title to under 60 characters.

Few headings on page

Add more H2 and H3 headings to organize content into sections.

Few internal links on this page

Add more internal links to related pages on your site.

Want a full technical audit with AI-specific recommendations?

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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

Competitive Landscape

Related Ecosystem

Related products and services that AI mentions in conversations alongside or instead of Quora

Quora14 mentions

Hacker News11 mentions

Towards Data Science8 mentions

Cloudy Nights8 mentions

Kaggle7 mentions

DataCamp7 mentions

AstroBin7 mentions

Stack Overflow7 mentions

GitHub7 mentions

Python6 mentions

Springboard5 mentions

Source Intelligence

Citations

Sources that AI assistants cite. Getting featured here improves visibility.

Medium

http://medium.com/

Referenced in 1 query

Review

Is a Data Science Degree Worth It in 2026?

https://www.schiller.edu/blog/is-a-data-science-degree-worth-it-in-2026/

Referenced in 1 query

Review

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

https://www.youtube.com/watch?v=2h0jJK3B288

Referenced in 1 query

Pitch Story

Career advice for data analysts

https://www.facebook.com/groups/pythondeveloper.usa/posts/2317003542134925/

Referenced in 1 query

Pitch Story

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

https://www.reddit.com/r/careerguidance/comments/1pklg0p/should_i_pursue_data_science_in_2026_or_is_the/

Referenced in 1 query

Join Discussion

Data Science in 2026: Is It Still Worth It?

https://towardsdatascience.com/data-science-in-2026-is-it-still-worth-it/

Referenced in 1 query

Review

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

https://extension.harvard.edu/blog/how-to-transition-to-a-data-science-career-a-guide-for-mid-career-professionals/

Referenced in 1 query

Review

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

https://ischool.syracuse.edu/is-data-science-a-good-major/

Referenced in 1 query

Review

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

https://www.youtube.com/watch?v=taskSD4ZgDE

Referenced in 1 query

Pitch Story

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

https://www.usdsi.org/data-science-insights/data-science-in-2026-myths-debunked-and-top-careers

Referenced in 1 query

Review

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

https://codegnan.com/future-scope-of-data-science-career-in-india/

Referenced in 1 query

Review

AstroBin

http://astrobin.com/

Referenced in 1 query

Review

Content Engineering

Recommended Actions

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.

Impact: High

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.

Impact: High

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.

Impact: Medium

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

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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

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