MAMIXcite

MAMIXcite helps businesses see how answer engines like ChatGPT, Gemini, Perplexity and Claude describe, compare and recommend them. Core capabilities: • Visibility tracking across major answer engines • Brand mention and citation detection • Competitor appearance monitoring • SEO, AEO and GEO website optimization • Business Excellence diagnostics • Verification of changes over time The platform moves through four connected stages: Discover, Diagnose, Improve and Verify. It shows where your business stands in recommendation answers, identifies which competitors appear instead, and explains the sources and reasons behind those results. Each insight is backed by source provenance and sampling history, so you can separate solid evidence from uncertain findings. Recommendations turn those findings into practical website and content improvements, and follow-up measurement confirms whether the changes actually improved visibility. Full customer access is coming soon, and the platform is currently in preview. Built for marketing leaders, SEO specialists, agencies and business owners who want to understand how customers discover them before they ever visit a website. Use it to benchmark against competitors, prioritize fixes and prove results.