> ## Documentation Index
> Fetch the complete documentation index at: https://docs.qwairy.co/llms.txt
> Use this file to discover all available pages before exploring further.

# Use Cases

> Find the answer to any GEO question — each page crosses every Qwairy feature, integration, and export you need.

## Start From Your Question

The documentation tells you *how each feature works*. This section tells you **how to answer a real business question** — crossing every feature, integration, filter, and export you need.

Pick your question below, or browse by category in the sidebar.

***

## Brand Visibility

<CardGroup cols={2}>
  <Card title="How visible is my brand in AI?" href="/use-cases/visibility/how-visible-is-my-brand-in-ai">
    Get your overall AI visibility score across all providers
  </Card>

  <Card title="Which providers mention my brand?" href="/use-cases/visibility/which-providers-mention-my-brand">
    Compare ChatGPT, Perplexity, Gemini, Claude and more
  </Card>

  <Card title="How has my visibility changed?" href="/use-cases/visibility/how-has-my-visibility-changed">
    Track 30/60/90-day trends and spot inflection points
  </Card>

  <Card title="What is my share of voice?" href="/use-cases/visibility/what-is-my-share-of-voice">
    Measure your brand's share vs competitors in AI answers
  </Card>

  <Card title="For which topics does my brand appear?" href="/use-cases/visibility/for-which-topics-does-my-brand-appear">
    Map the topics where AI associates your brand
  </Card>

  <Card title="Cited with link vs just mentioned?" href="/use-cases/visibility/cited-with-link-vs-just-mentioned">
    Understand the difference between mentions and citations
  </Card>

  <Card title="What position does my brand appear?" href="/use-cases/visibility/what-position-does-my-brand-appear">
    See where you rank within AI-generated lists
  </Card>
</CardGroup>

## Competitive Intelligence

<CardGroup cols={2}>
  <Card title="Who are my biggest competitors?" href="/use-cases/competitors/who-are-my-biggest-competitors">
    Discover which brands AI puts alongside yours
  </Card>

  <Card title="Competitors outperform me by provider?" href="/use-cases/competitors/competitors-outperform-me-by-provider">
    Find provider-specific competitive gaps
  </Card>

  <Card title="Topics competitors own without me?" href="/use-cases/competitors/topics-competitors-own-without-me">
    Identify topic gaps where competitors dominate
  </Card>

  <Card title="Sentiment vs competitors?" href="/use-cases/competitors/sentiment-vs-competitors">
    Compare how AI describes you vs competitors
  </Card>

  <Card title="Sources cited for competitors but not me?" href="/use-cases/competitors/sources-cited-for-competitors-not-me">
    Find citation sources you're missing
  </Card>

  <Card title="Brand and competitor overlap?" href="/use-cases/competitors/brand-and-competitor-overlap">
    See where you and a competitor co-appear
  </Card>

  <Card title="New competitor emerging?" href="/use-cases/competitors/new-competitor-emerging">
    Spot rising competitors before they dominate
  </Card>

  <Card title="Competitors by funnel stage?" href="/use-cases/competitors/competitors-by-funnel-stage">
    Compare competitive positioning at TOFU/MOFU/BOFU
  </Card>
</CardGroup>

## AI Providers

<CardGroup cols={2}>
  <Card title="Why does ChatGPT recommend my competitor?" href="/use-cases/providers/why-chatgpt-recommends-competitor">
    Diagnose provider-specific competitive disadvantages
  </Card>

  <Card title="Different scores across providers?" href="/use-cases/providers/different-scores-across-providers">
    Understand why Perplexity, Gemini, and Claude differ
  </Card>

  <Card title="AI Overview vs Google Search?" href="/use-cases/providers/ai-overview-vs-google-search">
    Compare your presence in AI Overview vs traditional results
  </Card>

  <Card title="Brand in Perplexity's sources?" href="/use-cases/providers/brand-in-perplexity-sources">
    Check if Perplexity cites your pages
  </Card>

  <Card title="Best provider for sentiment?" href="/use-cases/providers/best-provider-for-sentiment">
    Find which AI speaks most favorably about your brand
  </Card>
</CardGroup>

## Content Strategy

<CardGroup cols={2}>
  <Card title="What content should I create?" href="/use-cases/content/what-content-to-create">
    Turn visibility gaps into a content roadmap
  </Card>

  <Card title="Queries where my brand is absent?" href="/use-cases/content/queries-llms-search-without-me">
    Find queries AI answers without mentioning you
  </Card>

  <Card title="Keywords to target for AI?" href="/use-cases/content/keywords-to-target-for-ai">
    Identify high-opportunity keywords for GEO
  </Card>

  <Card title="Content gap to cited article?" href="/use-cases/content/content-gap-to-cited-article">
    Go from opportunity to published, AI-cited content
  </Card>

  <Card title="Pages most cited by AI?" href="/use-cases/content/pages-most-cited-by-ai">
    Find your top-performing pages in AI citations
  </Card>

  <Card title="Rank in Google, invisible in AI?" href="/use-cases/content/rank-in-google-invisible-in-ai">
    Spot topics where SEO success hasn't translated to GEO
  </Card>
</CardGroup>

## Sources & Citations

<CardGroup cols={2}>
  <Card title="Which websites influence AI about my brand?" href="/use-cases/sources/which-websites-influence-ai">
    Map the domains shaping your AI narrative
  </Card>

  <Card title="AI citing outdated info?" href="/use-cases/sources/ai-citing-outdated-info">
    Detect stale or inaccurate information in AI responses
  </Card>

  <Card title="Pages with most AI citations?" href="/use-cases/sources/pages-with-most-ai-citations">
    Find your highest-authority pages in AI results
  </Card>

  <Card title="Reddit/forums influencing AI?" href="/use-cases/sources/reddit-forums-influencing-ai">
    Track community content shaping AI perception
  </Card>

  <Card title="Backlink opportunities for AI?" href="/use-cases/sources/backlink-opportunities-for-ai">
    Find backlink targets that boost AI citations
  </Card>
</CardGroup>

## Brand Reputation

<CardGroup cols={2}>
  <Card title="What does AI say about my brand?" href="/use-cases/reputation/what-does-ai-say-about-my-brand">
    Read AI's actual narrative about your brand
  </Card>

  <Card title="AI perception vs positioning?" href="/use-cases/reputation/ai-perception-vs-positioning">
    Check alignment between AI and your strategy
  </Card>

  <Card title="Sentiment after crisis or launch?" href="/use-cases/reputation/sentiment-after-crisis-or-launch">
    Monitor AI sentiment shifts around events
  </Card>

  <Card title="Brand consistency across providers?" href="/use-cases/reputation/brand-consistency-across-providers">
    See if different AIs tell a consistent story
  </Card>

  <Card title="Strengths and weaknesses in AI?" href="/use-cases/reputation/strengths-and-weaknesses-in-ai">
    Discover what AI highlights about your brand
  </Card>

  <Card title="Negative sentiment on topics?" href="/use-cases/reputation/negative-sentiment-on-topics">
    Pinpoint where AI perception turns negative
  </Card>

  <Card title="Correct AI misinformation?" href="/use-cases/reputation/correct-ai-misinformation">
    Take action when AI spreads wrong info
  </Card>
</CardGroup>

## Business Impact

<CardGroup cols={2}>
  <Card title="Is AI driving traffic?" href="/use-cases/impact/is-ai-driving-traffic">
    Measure actual traffic from AI platforms
  </Card>

  <Card title="Traffic from each AI platform?" href="/use-cases/impact/traffic-from-each-ai-platform">
    Break down AI traffic by ChatGPT, Perplexity, etc.
  </Card>

  <Card title="Pages with most AI traffic?" href="/use-cases/impact/pages-with-most-ai-traffic">
    Find which pages benefit most from AI referrals
  </Card>

  <Card title="Build executive report?" href="/use-cases/impact/build-executive-report">
    Create stakeholder-ready AI visibility reports
  </Card>

  <Card title="KPIs for GEO success?" href="/use-cases/impact/kpis-for-geo-success">
    Define the right metrics for your GEO strategy
  </Card>

  <Card title="ROI of GEO vs traditional SEO?" href="/use-cases/impact/roi-geo-vs-traditional-seo">
    Compare returns from GEO and SEO investments
  </Card>
</CardGroup>

## Technical Readiness

<CardGroup cols={2}>
  <Card title="Site optimized for AI crawlers?" href="/use-cases/technical/site-optimized-for-ai-crawlers">
    Audit your technical AI readiness
  </Card>

  <Card title="Which AI crawlers visit?" href="/use-cases/technical/which-ai-crawlers-visit">
    Monitor AI bot activity on your site
  </Card>

  <Card title="Robots.txt and llms.txt?" href="/use-cases/technical/robots-txt-llms-txt">
    Configure access for AI crawlers
  </Card>

  <Card title="Pages crawled but never cited?" href="/use-cases/technical/pages-crawled-but-never-cited">
    Find pages AI knows about but doesn't reference
  </Card>
</CardGroup>

## Funnel Analysis

<CardGroup cols={2}>
  <Card title="Visibility at top of funnel?" href="/use-cases/funnel/visibility-top-of-funnel">
    Check awareness-stage AI presence
  </Card>

  <Card title="Brand in consideration phase?" href="/use-cases/funnel/brand-in-consideration-phase">
    See if AI recommends you during evaluation
  </Card>

  <Card title="Brand in purchase-intent queries?" href="/use-cases/funnel/brand-in-purchase-intent">
    Track presence in buy-ready AI conversations
  </Card>

  <Card title="Losing to competitors by funnel?" href="/use-cases/funnel/losing-to-competitors-by-funnel">
    Find the funnel stages where competitors win
  </Card>
</CardGroup>

## Industry-Specific

<CardGroup cols={2}>
  <Card title="Products in AI shopping?" href="/use-cases/industry/products-in-ai-shopping">
    Check if AI recommends your products
  </Card>

  <Card title="Local/near me in AI?" href="/use-cases/industry/local-near-me-in-ai">
    Monitor local business visibility in AI
  </Card>

  <Card title="SaaS in best-tools responses?" href="/use-cases/industry/saas-in-best-tools-responses">
    See if AI lists your software as a top tool
  </Card>

  <Card title="B2B evaluation positioning?" href="/use-cases/industry/b2b-evaluation-positioning">
    Improve positioning in B2B comparison prompts
  </Card>

  <Card title="Software pros, cons, pricing?" href="/use-cases/industry/software-pros-cons-pricing">
    Read what AI says about your product details
  </Card>
</CardGroup>

## Campaigns & Setup

<CardGroup cols={2}>
  <Card title="Campaign impact on AI visibility?" href="/use-cases/campaigns/campaign-impact-on-ai-visibility">
    Measure how campaigns affect AI presence
  </Card>

  <Card title="How fast does AI pick up content?" href="/use-cases/campaigns/how-fast-ai-picks-up-content">
    Track AI indexing speed for new content
  </Card>

  <Card title="Monitoring the right prompts?" href="/use-cases/setup/monitoring-right-prompts">
    Ensure your prompt list covers your market
  </Card>

  <Card title="Organize prompts, tags, topics?" href="/use-cases/setup/organize-prompts-tags-topics">
    Structure your monitoring for better insights
  </Card>

  <Card title="Which providers to prioritize?" href="/use-cases/setup/which-providers-to-prioritize">
    Focus monitoring where it matters most
  </Card>
</CardGroup>

## Reporting & Actions

<CardGroup cols={2}>
  <Card title="Biggest topic + provider weakness?" href="/use-cases/reporting/biggest-topic-provider-weakness">
    Find your most critical competitive gap
  </Card>

  <Card title="Unified AI score per page?" href="/use-cases/reporting/unified-ai-score-per-page">
    Get a single performance score per page
  </Card>

  <Card title="Automated GEO reporting?" href="/use-cases/reporting/automated-geo-reporting">
    Set up recurring reports for your team
  </Card>

  <Card title="Integrate Looker Studio/BI?" href="/use-cases/reporting/integrate-looker-studio-bi">
    Connect Qwairy data to your BI stack
  </Card>

  <Card title="Highest-priority actions?" href="/use-cases/reporting/highest-priority-actions">
    Know what to do first to improve GEO
  </Card>

  <Card title="Prioritize citations vs content vs technical?" href="/use-cases/reporting/prioritize-citations-content-technical">
    Allocate effort across GEO levers
  </Card>

  <Card title="Quick wins this month?" href="/use-cases/reporting/quick-wins-this-month">
    Find low-effort, high-impact improvements
  </Card>

  <Card title="Query Fan-Out to discover prompts?" href="/use-cases/reporting/search-intelligence-discover-prompts">
    Use Query Fan-Out to expand monitoring
  </Card>
</CardGroup>
