MuchNoted
The GEO-AI Visibility Platform for Global Content Teams
- Exact source URLs AI cites, by country and language
- Competitor visibility with native-language sentiment
Works with ChatGPT and Perplexity
The AI Content Black Box
Generative AI models are the new search engine, influencing millions of user decisions daily. Yet, their answers change constantly, vary wildly by region, and offer no transparency. You can't optimize what you can't see.
- See exact AI-cited sources per market
- Track brand and competitor mentions daily
- Analyze sentiment in native languages
Built for Global SEO and Content Strategy teams
The MuchNoted Solution: Actionable AI Strategy, Not Just Monitoring
MuchNoted provides the most granular GEO-AI tracking available, giving you a continuous, competitive view of your brand health and content opportunity across the globe. Instead of guessing where AI is sourcing information, our unique citation mapping capability gives you the proprietary data needed to win.
Flow: Query → AI Answer → Citations → Insights
Actionable AI Strategy, Not Just Monitoring
MuchNoted provides the most granular GEO-AI tracking available, giving you a continuous, competitive view of your brand health and content opportunity across the globe.
Source & Citation Mapping
Get the direct content strategy blueprint. See the exact URLs that AI models cite, allowing you to prioritize SEO and content efforts on the sources that AI trusts the most.
Hyper-Localized GEO Tracking
Identify market-specific risks & opportunities. Track queries across dozens of countries to see how your brand is being surfaced, with analysis in native language.
Competitive Intelligence
Outmaneuver the competition. See which competitors are winning AI visibility and analyze sentiment in real-time to build a proactive defense and attack strategy.
Sentiment & Topic Tracking — Planned
Native‑language sentiment and visibility
Understand how AI talks about your brand in each market—without translation loss.
Source & Citation Mapping
See the exact URLs AI models cite and compare market-by-market. Prioritize the domains that drive AI visibility for your brand and outmaneuver competitors.
Pricing For Growing Your AI Visibility
MuchNoted delivers the visibility, insights, and control you need to dominate AI answers across every market.
A “package” is a bundle of queries you can run across any regions.
Example: 3 packages cover 30 queries across 10 markets.
What's included:
10 queries per package
No competitor tracking
All regions included
Email support
How Teams Use MuchNoted
Real-world examples of how global content teams are using MuchNoted to dominate AI visibility
Content Strategy Optimization
A global SaaS company discovered that AI models were citing Wikipedia pages in Germany and local news outlets in Brazil. They optimized their content strategy to target these high-authority sources, resulting in a 3x increase in AI citations across key markets.
Competitive Intelligence
An e-commerce brand tracked their top 5 competitors across 12 countries and identified that a competitor was winning AI visibility in Japan by being cited on a specific industry blog. They replicated the strategy and gained market share.
Risk Mitigation
A multinational corporation used native language sentiment analysis to discover negative brand mentions in Spanish-speaking markets that were missed by English-only monitoring. They addressed the issue proactively before it escalated.
Frequently Asked Questions
Everything you need to know about MuchNoted and how it can help you grow your AI visibility
How does MuchNoted track AI citations and sources?
MuchNoted runs structured queries across AI platforms like ChatGPT and Perplexity daily, analyzing responses to identify the exact URLs and sources that AI models cite. We track citations, brand mentions, sentiment analysis in native languages, and competitive presence across multiple regions.
How long does it take to see results?
You can gain visibility in minutes. Once you set up your queries, MuchNoted begins tracking immediately and provides actionable insights from day one. Data is updated daily for Core Intelligence plans.
Do I need to pay extra for multi-region or multi-language support?
No, all regions are included in both Basic Insights and Core Intelligence packages. MuchNoted tracks queries across multiple countries and analyzes responses in native languages at no additional cost.
What's the difference between Basic Insights and Core Intelligence?
Basic Insights includes 10 queries per package with no competitor tracking, perfect for getting started. Core Intelligence includes 60 queries per package, up to 20 competitors total, and priority support - ideal for serious brand tracking across global markets.
Can I track competitors with Basic Insights?
No, competitor tracking is only available in the Core Intelligence package. Basic Insights focuses on tracking your own brand mentions and citations across AI platforms.
How does native language sentiment analysis work?
MuchNoted analyzes AI responses in their native language (not just translated English), allowing you to understand how your brand is perceived in each market. This helps identify market-specific risks and opportunities that might be missed with translation-only approaches.