Appairium
A tool to help you find the tool that actually fits each of your needs
A natural-language SaaS matcher for professionals. Describe your need, refine with filters, and get three ranked tools with a compatibility score in seconds.
Under the hood, a vector search pipeline runs over a catalog of 23,000+ products with embeddings, cosine ranking, and reranking tuned for messy prompts. Vendors can list tools and partners get a private space.
1. What it does
- Free search with no account
- Three clear recommendations with scores
- Filters for price, currency, and constraints
- Vendor onboarding and company spaces
2. My role
- Co-founder and AI lead for the relevance engine
- Data prep, vector database, ranking, and UI integration
3. Outcomes
- Production pipeline that improves matches on ambiguous queries
- Clean describe → refine → compare flow that speeds decisions