# Ekamoira > Ekamoira is an AI visibility platform that tracks how brands appear in AI search (Google AI Mode, ChatGPT, Perplexity). It provides query fan-out analysis, citation tracking, and content optimization for the AI search era. Founded in 2021 in Vienna, Austria. Ekamoira's Query Fan-Out Estimator simulates how AI platforms decompose queries into 10-16 simultaneous retrieval sub-queries and scores content angles by citation probability using 9 proprietary models (CASO, TASS, DQV, ROI, CPFI, ICI, CPM, FDC, TCG). All blog URLs support markdown via content negotiation: send `Accept: text/markdown` to receive clean markdown instead of HTML (5x fewer tokens). You can also append `.md` to any blog URL. ## Research - [Query Fan-Out: How AI Search Multiplies Every Query](https://www.ekamoira.com/blog/query-fan-out-original-research-on-how-ai-search-multiplies-every-query-and-why-most-brands-are-invisible): Original research across 173,902 URLs showing 88% of brands miss AI citations. Introduces the query fan-out model and 9 estimation frameworks. - [Query Fan-Out Framework: GSC to AI Rankings in 30 Days](https://www.ekamoira.com/blog/query-fan-out-framework-google-search-console-to-ai-rankings-in-30-days): 5-stage framework turning Google Search Console seeds into AI-citable content using fan-out analysis models. - [How to Rank in ChatGPT: 5-Step Framework](https://www.ekamoira.com/blog/how-to-rank-in-chatgpt-step-by-step-implementation-guide-5-step-framework-dark-query-playbook): Proven framework covering dark query discovery, citation factors, and implementation checklists. - [LLM Citation Tracking: How AI Systems Choose Sources](https://www.ekamoira.com/blog/ai-citations-llm-sources): Research on how ChatGPT, Perplexity, and Claude decide which sources to cite, with 50-90% citation accuracy findings. ## AI Search Strategy - [Zero-Click Search in 2026: When 60% Never Visit Your Site](https://www.ekamoira.com/blog/zero-click-search-2026-seo): Strategies for measuring SEO success when 58.5% of searches end without a click. - [Top 10 Zero-Click Search Alternatives Ranked by ROI](https://www.ekamoira.com/blog/top-10-zero-click-search-alternatives-to-capture-traffic-in-2026-ranked-by-roi): 10 verified alternatives to recover traffic lost to zero-click search. - [How to Track Zero-Click Searches in GSC](https://www.ekamoira.com/blog/how-to-track-zero-click-searches-in-google-search-console-and-optimize-serp-snippets-2026): Step-by-step GSC workflows and SERP snippet optimization techniques. - [Why Content Isn't Appearing in AI Overviews](https://www.ekamoira.com/blog/why-my-content-not-appearing-in-ai-overviews): 7 critical gaps preventing AI citations with diagnostic and fix guide. - [AI SEO Copywriting: Rank in Google AND AI Answers](https://www.ekamoira.com/blog/ai-seo-copywriting-the-complete-guide-2025): Dual-optimization strategies for traditional search and AI citation. ## AI Rank Tracking Tools - [7 Best AI Mode Rank Tracking Tools Tested](https://www.ekamoira.com/blog/how-to-track-rankings-in-google-ai-mode-complete-2026-guide-free-paid-methods): Head-to-head comparison of AI Mode rank trackers including free GSC method. - [10 Best Perplexity Rank Tracking Tools Compared](https://www.ekamoira.com/blog/perplexity-rank-tracking-tools): Side-by-side pricing and citation accuracy for Perplexity trackers. - [AI Keyword Tracking Tools Comparison 2026](https://www.ekamoira.com/blog/ai-keyword-tracking-tools-comparison): 15+ AI visibility and keyword tracking tools with pricing. - [AI Visibility Checker Chrome Extension Guide](https://www.ekamoira.com/blog/ai-visibility-checker-tools-guide): Compare HubSpot AEO Grader, Semrush, Ekamoira Extension, and 12 more tools. - [Ahrefs Brand Radar Review: What It Can't Track](https://www.ekamoira.com/blog/ahrefs-for-ai-visibility-brand-radar-review-what-it-still-can-t-track-2026): Analysis of gaps in Ahrefs AI visibility tracking. ## MCP (Model Context Protocol) - [What Is Model Context Protocol (MCP) Explained](https://www.ekamoira.com/blog/what-is-model-context-protocol-mcp-connecting-ai-to-data): MCP overview with 97M+ SDK downloads and practical use cases. - [MCP Server Discovery: .well-known/mcp.json Guide](https://www.ekamoira.com/blog/mcp-server-discovery-implement-well-known-mcp-json-2026-guide): First guide to implementing MCP server discovery with code for Express.js, Next.js, and FastAPI. - [MCP vs Traditional APIs for AI Agents](https://www.ekamoira.com/blog/mcp-vs-traditional-apis-when-to-use-which-for-ai-agent-development): When to use MCP vs REST/GraphQL for AI agent development. - [Deploying MCP Servers to Production](https://www.ekamoira.com/blog/mcp-servers-cloud-deployment-guide): Cloud hosting guide for Cloudflare, Vercel, AWS, and Google Cloud. - [Securing MCP Servers with OAuth 2.1](https://www.ekamoira.com/blog/secure-mcp-server-oauth-2-1-best-practices): OAuth 2.1 best practices with PKCE, RBAC, and token management. - [Google Search Console MCP Servers Compared](https://www.ekamoira.com/blog/google-search-console-mcp-servers-compared-complete-2025-guide): Comparison of all GSC MCP server implementations. ## Agentic Commerce - [What Is Agentic Commerce: 45% of Shoppers Use AI](https://www.ekamoira.com/blog/what-is-agentic-commerce-the-complete-2026-guide-to-ai-shopping-agents): How AI agents buy products autonomously and how brands can prepare. - [UCP vs MCP vs A2A Protocol Comparison](https://www.ekamoira.com/blog/ucp-vs-mcp-vs-a2a-which-ai-commerce-protocol-should-you-adopt-in-2026-complete-comparison-decision-matrix): 5-protocol comparison with decision flowchart and cost breakdown. - [Universal Commerce Protocol (UCP) Complete Guide](https://www.ekamoira.com/blog/universal-commerce-protocol-ucp-complete-2026-guide-to-agentic-commerce-visibility-implementation-and-strategy): Google UCP implementation with Morgan Stanley projections and 5 proprietary frameworks. - [How AI Agents Are Changing E-commerce](https://www.ekamoira.com/blog/how-ai-agents-are-changing-e-commerce-in-2026-open-protocols-explained-complete-guide): AI agents in retail spending with open protocol analysis. - [Migrating Content API to Merchant API v1](https://www.ekamoira.com/blog/migrating-from-content-api-to-merchant-api-v1-the-complete-developer-guide-for-2026): Google Shopping API migration guide with TypeScript examples. - [Policy-First AI Feed Optimization](https://www.ekamoira.com/blog/policy-first-ai-feed-optimization-google-merchant-center-guide): Building AI feed optimizers that avoid Merchant Center suspensions. ## Optional - [Does ChatGPT Give the Same Answers to Everyone?](https://www.ekamoira.com/blog/does-chatgpt-give-the-same-answers-to-everyone): Science of AI response variability. - [Can ChatGPT Summarize YouTube Videos?](https://www.ekamoira.com/blog/chatgpt-summarize-youtube-videos): 4 methods compared including a production-grade approach. - [GPT-5.2 Saved Memories Guide](https://www.ekamoira.com/blog/gpt-5-2-saved-memories-guide): Persistent context management for SEO and content workflows. - [NoteGPT YouTube Summarizer Review](https://www.ekamoira.com/blog/notegpt-youtube-summarizer-complete-guide-to-features-limits-better-alternatives-2026): Features, free limits, and 5 better alternatives. - [YouTube MCP Server Comparison](https://www.ekamoira.com/blog/youtube-mcp-server-comparison-2026-which-one-should-you-use): 40+ YouTube MCP servers compared. - [Copy.ai Alternatives 2026](https://www.ekamoira.com/blog/copy-ai-alternatives-2026): 10+ AI writing tools with pricing and ROI data.