Research

AI Citation Patterns

Platform-by-platform research on what AI assistants cite. Citation rates, source mix, and brand mention patterns across ChatGPT, Claude, Gemini, Perplexity, Copilot, and agentic browsers.

Citations are the mechanism by which a brand appears in an AI answer. These reports measure what each platform actually cites, how often, and which source types dominate its retrieval mix.

AI Brand Mention Sentiment Analysis

How to analyze the sentiment and accuracy of AI-generated brand mentions. Methodology for scoring brand portrayal across ChatGPT, Perplexity, Gemini and other AI platforms.

AI Brand Mentions for Enterprise & Fortune 500

How Fortune 500 and enterprise brands appear in AI-generated recommendations. Analysis of enterprise AI visibility patterns, risks of AI misinformation, and monitoring strategies at scale.

DeFi Protocol AI Mention Rate Benchmarks 2026

Benchmark data for DeFi protocol visibility across AI platforms. Includes mention rate tables for lending, DEX, yield, and stablecoin categories with platform-by-platform breakdowns.

Which Brands Does Perplexity Cite Most?

Data analysis of Perplexity citation patterns across industries. Discover which brands earn the most AI citations, what content formats get cited, and the source authority signals that drive citation frequency.

Perplexity Citation Patterns: What Gets Cited and Why

Deep analysis of Perplexity citation behavior in 2026. How many sources per answer, which positions drive clicks, what content gets cited, and how citation patterns are evolving.

Google AI Overviews Citation Patterns: What Gets Cited and Why

Data-driven analysis of Google AI Overviews citation patterns. Which domains, content types, and page structures earn AIO citations across industries.

Semantic Chunking Impact on AI Citations: A Content Structure Study

Research study measuring how content structure and semantic chunking quality affect AI citation rates across Perplexity, Google AI Overviews, and ChatGPT.

What an AI Citation Is Worth in 2026

Pricing data on what brands and AI labs actually pay per citation in 2026, drawn from Cloudflare Pay-Per-Crawl, TollBit, ProRata, and ScalePost marketplaces. Per-fetch and per-citation rates by platform, vertical, and content type.

AI Citation Pricing by Vertical in 2026

Vertical-by-vertical breakdown of what AI citations are worth in 2026: news, finance, legal, healthcare, primary research, encyclopedic, and branded content. Pricing ranges from Cloudflare PPC, TollBit, ProRata, and ScalePost.

Citation Value Score Methodology 2026

The public methodology for Citation Value Score: four signals, weights, validation against marketplace pricing data, and the engineering details that make CVS reproducible.

Crawl-to-Citation Efficiency by Platform in 2026

How efficiently each major AI platform converts crawl events into actual citations in answers. First-party data on the conversion ratio for ChatGPT, Claude, Perplexity, Gemini, and the long tail.

Internal Corporate Copilot Citations in 2026

What internal corporate copilots (Microsoft 365 Copilot, Glean, ChatGPT Enterprise, Claude Enterprise, Gemini for Workspace) actually cite, and why most enterprises have minimal visibility into it. Compliance gaps, audit requirements, and what brands need to know.

Grok Citation Patterns: How xAI Grok Selects Sources

Analysis of how Grok cites sources in 2026. Live-X retrieval mix, post-engagement weighting, citation volume per answer, and what content earns Grok citations.

ChatGPT Citation Patterns: What ChatGPT Cites and Why

Analysis of ChatGPT Search citation behaviour in 2026. Source-mix breakdown, citation count per answer, position-based click-through rates, and how ChatGPT default-mode paraphrasing differs from Search-mode citation.

Claude Citation Patterns: What Anthropic Claude Cites

Analysis of Claude citation and paraphrase behaviour in 2026. Source-mix bias toward high-trust domains, hedging patterns, enterprise versus consumer query differences, and what content earns Claude's confidence.

Best AI Citation Tracking Tools 2026: 11 Platforms Reviewed

Comprehensive review of AI citation tracking platforms in 2026. How Presenc AI, Profound, Otterly.ai, PromptWatch, Peec AI, Ziptie, BrightEdge, Conductor, and others compare on citation depth, platform coverage, and price.

AI Overview Citation Rates by Industry: 2026 Benchmark

Industry benchmark of Google AI Overview citation rates, AIO trigger rates, and CTR cannibalisation across 14 industries in 2026, with vertical-specific optimisation patterns.

Apple Intelligence Citation Patterns 2026

How Apple Intelligence selects sources across Siri, Spotlight, Apple Search, and Visual Intelligence. Knowledge graph dependence, App Store + Apple Maps weighting, and the source-mix patterns that shape brand visibility on Apple devices.

AI Citation Share by Domain TLD 2026

AI citations by TLD 2026: .com 80%+, .org 11.29%, ChatGPT pulls 12% .gov + 20% .org, Perplexity 3.2% .edu (highest). Top 15 domains 68% share. Snapshot for 2026-05-15.

Wikipedia Citation Rate by AI Assistant 2026

Wikipedia citation rate 2026: ChatGPT 7.8% total + 47.9% of top-10 citations. Perplexity 6.6% Reddit-led but Wikipedia second. Snapshot for 2026-05-15.

Does Original Data and Statistics Improve AI Citations?

Original research and proprietary statistics are among the strongest GEO tactics. See how unique, attributable data points lift AI citation rates in 2026.

Does FAQ Schema Improve AI Citations?

FAQ schema and question-led formatting match conversational AI queries. See how structured Q&A markup lifts citation rates across ChatGPT, Gemini, Claude, and Perplexity.

Does Table and Structured Content Improve AI Citations?

Tables, comparison matrices, and structured lists are easy for AI models to extract. See how structured formatting lifts citation odds versus prose-only content in 2026.

How Creators Get Cited by AI (2026)

The specific source surfaces and content types that lead to a creator being cited by AI in 2026. YouTube transcripts, podcasts, Reddit, LinkedIn, owned sites, and Wikipedia as citation levers.

DeepSeek Citation Patterns 2026: What DeepSeek Cites and Why

How DeepSeek cites sources in 2026: open-weight training-data reliance, weak live retrieval, and strong bias toward technical and code-heavy domains.

Microsoft Copilot Citation Patterns 2026

How Microsoft Copilot cites sources in 2026: Bing-grounded retrieval, enterprise work-graph context, and a strong bias toward authoritative and Microsoft-ecosystem domains.

Mistral Citation Patterns 2026

How Mistral cites sources in 2026: a European and multilingual lean, lighter live retrieval, training-data dominance, and over-represented francophone domains.

Meta AI Citation Patterns 2026

How Meta AI cites sources in 2026: in-app surfaces across WhatsApp, Instagram, and Facebook, a heavy social and UGC lean, and lighter external citation.

Qwen Citation Patterns 2026

How Qwen cites sources in 2026: bilingual Chinese and English coverage, Alibaba ecosystem ties, over-represented China-domiciled domains, and training-data heavy answers.

Gemini App Citation Patterns 2026

How the Gemini app cites sources in 2026: distinct from Google AI Overviews, Google-grounded, favoring YouTube and Google properties, with strong recency.

ChatGPT Atlas Citation Patterns 2026

How ChatGPT Atlas cites sources in 2026: an agentic browser that cites the pages it actually opens and reads, rewarding machine-legible, fetchable content.

Perplexity Comet Citation Patterns 2026

How Perplexity Comet cites sources in 2026: an agentic browser that stays citation-first like Perplexity while tying sources to live browsing sessions.

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