Monde
Tracks how brands appear across ChatGPT, Perplexity, Gemini, and Claude.
Founder / built end-to-end · 2025 — present
- PROBLEM
- Brands have no visibility into how they appear in AI search answers.
- BUILT
- Monitoring product that tracks brand presence across AI search engines.
- STACK
- Next.js · Supabase · PostgreSQL · Inngest · Multi-LLM
- STATUS
- live
One of the products I build and operate — built end-to-end, solo.
Why it exists
People increasingly ask AI assistants instead of searching. Brands have spent twenty years learning to see and shape how they appear in Google — and have no equivalent for ChatGPT, Perplexity, or Gemini. When an AI answer recommends a competitor or gets your product wrong, you don’t even know it happened. Traditional SEO tools don’t cover this channel at all. Monde makes it visible.
Key decisions
Monde sends structured queries to ChatGPT, Perplexity, Gemini, and Claude — the contexts where buying decisions actually form: product comparisons, recommendations, category questions. It scores visibility, sentiment, and positioning relative to your competitive set across all four engines, and tracks the trend over time so a team can connect shifts in AI representation to what they shipped or published.
The measure is relative share-of-answer: a brand’s presence only means something against the competitors appearing in the same answers.