Compare Sill vs. friendly4AI in 2026

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Description

Sill is the intelligence platform for AI brand visibility. Your buyers ask AI before they ask Google, and AI only cites 2–4 brands per response. Sill tracks whether yours is one of them, detects what's going wrong, tells you what to fix, and proves whether your changes worked. Four integrated modules: Pulse — Daily visibility monitoring across ChatGPT, Gemini, Perplexity, Claude, Grok, and Google AI Overviews. Tracks Share of Voice, mention rate, citation share, content score, and sentiment. Queries classified into Defend/Grow/Aspire tiers. Competitive benchmarking against up to 6 brands. Vanguard — Citation and sentiment intelligence. Identifies which sources AI trusts, how sentiment differs by platform, and where competitors get cited and you don't. Watchdog detects hallucinations, fabricated features, wrong pricing, outdated info, before customers see them. Query fan-out analysis reveals hidden sub-queries AI runs behind the scenes. Compass — Prioritized content recommendations ranked by predicted impact. Each includes target URL, affected queries, effort estimate, and step-by-step instructions. Integrates with WordPress, Shopify, Webflow, HubSpot, Ghost, and more. Lab — Controlled experiments that establish causality. CMS webhooks detect changes automatically. Measures SOV shift per platform, per query, with statistical confidence. No A/B test setup, no minimum traffic. The only rigorous way to prove GEO changes worked. Also includes GA4 traffic attribution, PDF reports, multi-brand support for agencies, and AI topic mapping. Built for SEO/AEO teams, content teams, leadership proving ROI, and agencies scaling across clients. Free tier with 2-week trial. Paid from $90/mo.

Description

friendly4AI serves as a GEO Scanner, functioning as a SaaS platform dedicated to evaluating how prepared and visible a website is for AI interactions. It assesses any given URL by using over 40 GEO/AEO criteria that include aspects like crawlability, structured data, content accessibility, and AI discoverability through LLMs txt and AI manifests, as well as technical signals and API integration. From a single scan, it generates two key metrics: the AI-Readiness Score, indicating if AI systems can effectively crawl, parse, and comprehend the site (this score is available in a free scan without the need for an account), and the AI Visibility Score, which measures if platforms like ChatGPT, Gemini, Claude, and Perplexity acknowledge and recommend the site through real-time LLM queries. Each result is supported by verifiable evidence, and recommendations are categorized by their potential impact, ranging from Critical to Low. Additional offerings include a public leaderboard highlighting the top-performing sites on Friendly4AI and a native MCP server designed for AI agents. The pricing structure includes a complimentary scan, followed by Starter at $9 per month, Pro at $39 per month, and Teams at $199 per month, all accompanied by a free trial option for users to explore. This comprehensive analysis not only aids website owners in enhancing their AI compatibility but also fosters a competitive environment among users.