Where Do Search LLMs Get Their Data? Complete Source Guide

Where Search LLMs Crawl Their Data?

2025-06-18

Search LLMs obtain their data from dramatically different sources: ChatGPT draws nearly half its citations from Wikipedia, Google AI Overviews spreads across community platforms like Reddit (21%) and YouTube (19%), while Perplexity heavily favors Reddit for 47% of its responses. Understanding these distinct crawling patterns is essential for optimizing content visibility across AI platforms.

AI apps on a smartphone screen.

AI apps on a smartphone screen. Image credit: Solen Feyissa via Unsplash, free license

The modern search platforms experience a strong transformation as AI-powered search engines reshape how information gets discovered and presented. Each major platform develops unique preferences for data sources, creating a complex ecosystem where traditional SEO strategies fall short. Recent comprehensive research by Nick Lafferty and the Profound team analyzing 30 million citations reveals the hidden mechanics behind AI search results.

The Data Mining Revolution Behind AI Search

AI search engines don’t simply crawl the web randomly. They operate sophisticated algorithms that prioritize specific types of content and platforms based on reliability, user engagement, and information quality. This selective approach means certain websites consistently appear in AI responses while others remain virtually invisible.

The citation analysis spanning August 2024 through June 2025 exposes three distinct data acquisition strategies across major platforms. These patterns determine which content surfaces in AI responses and which disappears into digital obscurity.

ChatGPT’s Wikipedia-Centric Approach

Where Search LLMs Crawl Their Data? - SentiSight.ai

ChatGPT demonstrates an overwhelming preference for encyclopedic content, with Wikipedia commanding 47.9% of citations within its top ten most-referenced sources. This concentration suggests the platform values comprehensive, fact-checked information over trending discussions or opinion pieces.

Where Search LLMs Crawl Their Data? - SentiSight.ai

The platform’s secondary sources reveal a calculated mix of established media outlets and specialized platforms. Reddit accounts for 11.3% of top citations, followed by business-focused publications like Forbes (6.8%) and technology review sites including TechRadar (5.5%). Financial advisory platforms such as NerdWallet (5.1%) and software comparison sites like G2 (6.7%) round out the primary data sources.

This distribution indicates ChatGPT’s algorithm prioritizes authoritative, well-documented sources over real-time community discussions. The presence of traditional news outlets like Reuters (3.4%) and the New York Post (4.4%) alongside business publications suggests a preference for established editorial standards.

Google AI Overviews: The Community Content Strategy

Where Search LLMs Crawl Their Data? - SentiSight.ai

Google’s AI Overviews operates with a fundamentally different philosophy, embracing community-generated content and multimedia sources. Reddit leads with 21.0% of citations, but the platform maintains a more balanced distribution across diverse content types.

YouTube captures 18.8% of citations, reflecting Google’s integration of video content into search responses. This multimedia approach distinguishes Google’s strategy from text-heavy competitors. Question-and-answer platforms like Quora (14.3%) and professional networks including LinkedIn (13.0%) demonstrate the platform’s emphasis on conversational and expert-driven content.

The inclusion of industry research from Gartner (7.1%) alongside consumer-focused sources creates a hybrid approach that serves both professional and general audiences. This diversification strategy appears designed to match Google’s broad user base and varied search intentions.

Perplexity’s Community-First Data Collection

Where Search LLMs Crawl Their Data? - SentiSight.ai

Perplexity exhibits the most concentrated sourcing pattern, with Reddit dominating 46.7% of its top citations. This heavy reliance on community discussions suggests the platform views user-generated content as inherently valuable for answering complex queries.

YouTube maintains significant presence at 13.9%, while review platforms including Yelp (5.8%), TripAdvisor (4.1%), and G2 (4.0%) feature prominently. This pattern indicates Perplexity’s algorithm favors experiential knowledge and peer recommendations over institutional sources.

The platform’s inclusion of professional sources like Gartner (7.0%) and LinkedIn (5.3%) alongside consumer review sites creates a unique blend of expert analysis and grassroots feedback. This approach positions Perplexity as a platform that values authentic user experiences.

Domain Authority and Geographic Patterns

Where Search LLMs Crawl Their Data? - SentiSight.ai

Commercial domains (.com) overwhelmingly dominate the citation landscape, accounting for 80.41% of all references across platforms. This concentration reflects the commercial web’s continued importance in AI training data, despite the rise of social platforms and community sites.

Non-profit organizations (.org) secure 11.29% of citations, demonstrating their continued relevance for authoritative information. The presence of country-specific domains like .uk (2.16%) and .au (0.52%) reveals the global nature of AI data collection, though these sources remain relatively minor.

Emerging technology domains including .io (1.67%) and .ai (1.13%) show growing influence, particularly in technical discussions. This trend suggests AI platforms increasingly recognize specialized tech communities as valuable information sources.

Strategic Implications for Content Creators

The divergent sourcing patterns demand platform-specific optimization strategies. Content creators targeting ChatGPT should prioritize Wikipedia contributions and maintain presence on established business publications. The platform’s preference for authoritative sources requires a focus on credibility and comprehensive coverage.

Where Search LLMs Crawl Their Data? - SentiSight.ai

Google AI Overviews optimization necessitates active engagement across multiple platforms, particularly Reddit communities and YouTube content creation. The platform’s balanced approach rewards creators who maintain consistent presence across diverse content types and formats.

Perplexity visibility requires heavy investment in community engagement, especially Reddit participation. The platform’s emphasis on review sites and user-generated content suggests authentic participation in relevant discussions generates the strongest results.

The Reddit Factor: Universal Platform Influence

Reddit emerges as the only platform consistently ranking in the top three sources across all AI search engines. This universal presence makes Reddit engagement essential for comprehensive AI visibility strategy. The platform’s discussion-based format appears particularly valuable for AI systems seeking nuanced, multi-perspective responses to complex queries.

The research conducted by Nick Lafferty and the Profound team reveals that successful AI optimization requires abandoning one-size-fits-all approaches. Each platform’s distinct preferences demand tailored strategies that align with specific algorithmic priorities and user expectations.

Understanding these source patterns provides the foundation for effective AI visibility, but implementation requires ongoing adaptation as platforms evolve their selection criteria and expand their data sources.

Sources: Profound, Chris Long @ X.

Written by Alius Noreika

Where Search LLMs Crawl Their Data?
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