Research

Source Influence on AI Answers

Research on which sources move AI recommendations. Reddit, YouTube, LinkedIn, GitHub, Wikipedia, and news publisher influence on what AI assistants say about brands.

AI assistants do not weight all sources equally. These reports quantify how much specific platforms and publishers shape the answers, and where a brand can realistically earn presence.

The Wikipedia Effect on AI Brand Visibility

Wikipedia is the #1 source AI models learn from. How your Wikipedia presence (or absence) shapes how ChatGPT, Claude, and Gemini talk about your brand.

Reddit's Influence on AI Recommendations

Reddit's data partnerships with Google and OpenAI make it a key influence on AI-generated brand recommendations. How Reddit discussions shape what AI says about your brand.

Open-Source LLM Brand Visibility Study

Research comparing how brands appear in open-source LLMs (DeepSeek, Llama, Qwen) versus closed-source models (ChatGPT, Claude). Data on mention rates, accuracy, and visibility gaps.

Best AI Visibility Tools for Publishers in 2026

AI visibility tooling for publishers and media. Citation tracking, content licensing visibility, AI-Overview placement, and the GEO tactics that protect editorial brand value in the AI era.

Open-Source LLM Landscape 2026

Comprehensive 2026 map of 15+ open-source and open-weight LLM families including Llama, Kimi, DeepSeek, Qwen, Yi, Gemma, Mistral, Phi, and more. Release timelines, licensing, and brand-visibility implications.

Chinese Open-Source LLM Comparison 2026

Head-to-head analysis of Qwen, Kimi, and DeepSeek, the three most consequential Chinese open-source LLM families for brand visibility across Chinese and global markets.

TollBit Publisher Licensing in 2026

Where TollBit stands as a content marketplace in April 2026: publisher base, AI-buyer participation, pricing patterns, fee structure, and how TollBit fits the broader content monetization stack.

Publisher Revenue from AI Crawls in 2026

Benchmarks on what publishers are actually earning from AI crawl monetization in 2026, decomposed by publisher tier, marketplace mix, and vertical. Realistic numbers, not promotional ones.

AI Agent Framework GitHub Rankings May 2026

GitHub star rankings for the top 25 AI agent frameworks in May 2026. LangChain, LangGraph, AutoGen, CrewAI, Pydantic AI, Mastra, browser-use, Cline, Aider, and more, with creation dates, language splits, and category breakdowns.

How PR, Reviews, Reddit, and YouTube Influence AI Recommendations

How public relations, third-party reviews, Reddit, and YouTube affect AI assistant brand recommendations in 2026. Citation share, prompt-by-prompt impact, and what to invest in for measurable AI visibility lift.

Chinese Open-Source LLM Companies Leaderboard 2026

Top Chinese open-source LLM companies 2026: DeepSeek, Alibaba Qwen, Moonshot Kimi, Tencent Hunyuan, Z.ai GLM, Baidu ERNIE, ByteDance Doubao, 01.AI Yi, Huawei Pangu.

European Open-Source LLM Landscape 2026

European open-source LLM ecosystem 2026: Mistral (€11.7B / $13.7B), Aleph Alpha (Pharia, Luminous), kyutai (non-profit), Pleias, LightOn, Silo AI, OpenEuroLLM consortium.

Open-Source MMM Frameworks 2026

Adoption analysis of the three dominant open-source MMM frameworks in 2026. User base, contribution patterns, AI search integration, and where each leads.

Open Source vs Closed AI Market Share 2026

Open source AI share grew from 1% to 15% in 12 months: DeepSeek V4 at $0.14/M tokens, Qwen 3.5, Llama 4, Kimi K2.6. The closing performance gap and what it means for AI economics.

Ask YouTube at Google I/O 2026

Ask YouTube, announced at Google I/O 2026, enables conversational search across the full YouTube catalog including Shorts with timestamp-level retrieval. Brand and creator implications.

Best AI Tools for YouTube Creators (2026)

Comprehensive guide to the best AI tools for YouTube creators in 2026, covering titles, thumbnails, SEO, video clipping, editing, and channel ideation.

Best AI Tools for LinkedIn Creators (2026)

Expert guide to the best AI tools for LinkedIn creators in 2026, covering post drafting, hook optimization, carousel creation, scheduling, and personal-brand growth strategies.

Open-Source AI Models for Creators (2026)

Open-weight AI models for creators in 2026: Llama 4, DeepSeek, Mistral, FLUX, and open TTS options compared for cost, control, privacy, and creative customisation.

Which Brands Does ChatGPT Recommend Most in 2026?

Which brands ChatGPT recommends most in 2026, ranked by category through prompt testing. See top named brands, mention share, and recommendation patterns.

YouTube's Influence on AI Recommendations 2026

How YouTube transcripts and video presence lift AI recommendations in 2026. Mention lift by platform, transcript citation rates, and channel signals.

LinkedIn's Influence on AI Recommendations 2026

How LinkedIn company pages and thought leadership lift B2B AI recommendations in 2026. Mention lift by platform and the signals that drive citations.

GitHub's Influence on AI Recommendations 2026

How GitHub stars, READMEs, and docs drive AI tool recommendations in 2026, especially for coding assistants. Mention lift by signal and platform.

Most-Trusted Domains in AI Answers 2026

The most-trusted domains AI assistants cite in 2026, ranked by citation share and across platforms. See which sources earn the most AI trust.

News Publisher Citation Share in AI Answers 2026

Which news publishers AI assistants cite most in 2026, ranked by citation share, with the measured effect of AI licensing deals on visibility.

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