The AEO/GEO Intelligence Platform - Geo-Spatial, Agentic & Hallucination-Proof Brand Monitoring.
Mentha is an Answer Engine Optimization (AEO) platform designed for the AI Search era. It helps brands control their narrative in ChatGPT, Perplexity, and Google SGE by monitoring, evaluating, and optimizing their visibility deeply.
New in V3.0 (Enterprise):
- 🌍 Geo-Spatial Intelligence: Scans from specific locations (e.g., "Toys in Madrid" vs "Toys in London").
- 🧠 Universal Entity Resolution: Distinguishes your brand from generic words (e.g., "Action" the store vs "action" the verb).
- 🤖 Agentic Fan-Out: Uses AI Personas ("Bargain Hunter", "Skeptic", "Local Shopper") to generate natural, intent-driven searches.
- ⚡ Multi-Model Support: Native integrations for ChatGPT (OpenAI), Perplexity, Gemini, and Claude (Anthropic).
- 🕵️ Hallucination Monitor: Automatically flags if the AI invents products, prices, or scams involving your brand.
(And why traditional SEO is dead)
Is the art of optimizing your brand to appear in ChatGPT, Claude, and Perplexity responses. Users no longer search "best toys"; they ask "What are the safest durable toys for a 3-year-old in Madrid?". The AI synthesizes an answer. If you aren't in its training data or RAG sources, you don't exist.
Applies to multi-modal results (images, videos) in platforms like Google Gemini (SGE). It's about convincing the AI that your content is the most authoritative source to cite.
The Short Answer: No tool can guarantee 100% visibility, because AI models are probabilistic non-deterministic black boxes. A model might "hallucinate" or prefer a competitor randomly.
The Mentha Answer: We maximize your statistical probability of appearing by:
- Feeding the AI what it wants: Structured Data (JSON-LD) and Knowledge Graphs.
- Monitoring Reality: We don't guess; we scan continuously to see exactly what the AI is saying about you today.
- Correcting the Record: If Claude thinks you sell "cheap plastic", Mentha guides you to inject "premium durability" facts into the sources Claude reads (E-E-A-T).
- Be Explicit: Use the Knowledge Graph to define your entity clearly. Ambiguity is the enemy.
- Be Local: Use Mentha Geo to ensure you exist in Madrid, not just "Global".
- Be Referenced: Getting mentioned in AI responses requires being mentioned in trusted sources (Reviews, News, Wikipedia). Mentha's Share of Model metric tells you if you are winning this battle.
Mentha consists of three applications:
- Web Interface (
apps/web) - Next.js dashboard for visual analytics - API Backend (
apps/api) - Express.js API server with all core services - CLI Tool (
apps/cli) - Interactive command-line interface ⭐ NEW
| Category | Feature | Description |
|---|---|---|
| Visual Dashboard | Real-Time Visibility | Interactive charts showing Share of Model across timelines. |
| Sentiment Analysis | [NEW] Track AI sentiment (Positive/Negative) trend lines visually. | |
| Scan Logs | Drill down into individual AI conversation logs to see exact prompts and answers. | |
| Monitoring | Multi-LLM Scanning | Query OpenAI, Perplexity, Gemini, and Claude simultaneously. |
| Agentic Fan-Out | [NEW] AI Personas generate 100+ variations of user queries. | |
| Optimization | Knowledge Graph | UI to manage entities, claims, and FAQs in structured PostgreSQL. |
| Authority Detail | Track which domains and sources are cited most frequently by AIs. |
- Node.js 20+
- Supabase account (or Docker)
- OpenAI API Key
# Clone the repository
git clone https://github.com/beenruuu/mentha-gui.git
cd mentha-gui
# Install dependencies (using Turbo or npm direct)
cd apps/web
npm install
# Setup Environment
cp .env.example .env.local
# Edit .env.local with your Supabase and API keys# Start the Development Server
npm run devOpen http://localhost:3000 with your browser to see the result.
Run the interactive command-line interface:
# From project root
pnpm cli
# Or directly
./mentha.sh
# View available commands
pnpm cli -- --helpSee CLI Documentation for detailed usage.
The web interface provides a visual command center for your brand monitoring:
-
🚀 DASHBOARD:
- Visibility Chart: See your brand's presence rate over the last 7/30 days.
- AI Provider Breakdown: Compare your performance on OpenAI vs Perplexity.
- Live Scans: Watch agents execute searches in real-time.
-
🧠 KNOWLEDGE GRAPH:
- Manage your brand entities and structured data.
- Generate and validate
schema.orgJSON-LD snippets.
-
⭐ AUTHORITY:
- Citation Tracker: See exactly where AIs are getting their information about you.
- Competitor Analysis: Spot which competitors are dominating specific keywords.
┌─────────────────┐
│ Next.js GUI │
│ (Browser / App) │
└────────┬────────┘
│
┌───────────────────┼───────────────────┐
▼ ▼ ▼
┌─────────────┐ ┌─────────────┐ ┌─────────────┐
│ API │ │ Knowledge │ │ Agent │
│ Routes │ │ Graph │ │ Orchestrator│
└──────┬──────┘ └──────┬──────┘ └──────┬──────┘
│ │ │
└──────────────────┼──────────────────┘
▼
┌─────────────────┐
│ PostgreSQL │
│ (Supabase) │
└─────────────────┘
▲
│
┌────────┴─────────┐
│ CLI Tool │
│ (Terminal UI) │
└──────────────────┘
# Install dependencies
npm install
# Run in development mode
npm run dev
# Run linting
npm run lint- Framework: Next.js 14 (App Router)
- Styling: Tailwind CSS + CSS Modules for custom animations
- Charts: Chart.js for data visualization
- State: React Context + Hooks
MIT License - see LICENSE for details.
Built with 🌿 by the Mentha team