Launched this week
Happenstance
Search your network with AI
216 followers
Search your network with AI
216 followers
Happenstance lets you search across Gmail, Twitter, Instagram, and more using natural language. Built for founders, recruiters, and sales teams finding the right person through warm connections.
Happenstance is an AI people-search layer that runs across your Gmail, calendar, Twitter, Instagram, and other connected accounts using natural language queries.
Problem ā Solution: Your real network is scattered and effectively unsearchable. Some contacts are buried in a 2019 email thread. Some are Twitter mutuals you've never properly spoken to. Some are conference attendees from three years ago. Happenstance connects all of it and lets you describe who you need the AI handles the search across every account you've linked.
What makes it different: The friend-sharing model turns a personal search tool into a collective one. Share your network with trusted contacts, and your search radius expands to include their connections, too warm by definition, not cold by default.
Key features:
Natural language search, no filters to configure
Multi-network: Gmail, Calendar, Twitter, Instagram, and more
Friend and group sharing to extend reach across trusted networks
MCP, Claude, Claude Code, ChatGPT, and Slack integrations
Benefits:
Skip cold outreach entirely for sales, hiring, and fundraising
Surface candidates through referrals before a job goes public
Find investor intros through connections you already have
Runs inside your existing workflow via native integrations
Who it's for: Pre-seed founders, AEs, recruiters, and investors who know the right path to anyone starts with who you already know. 300,000 users and teams at Perplexity, YC, Greylock, and Brex are already on it.
The network effect is real.
P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified ā @rohanrecommends
the warm vs cold distinction is interesting but what i'm more curious about is the false negative problem - how often does it surface someone you completely forgot you had a connection to vs how often does it miss someone who should have shown up? for a tool selling on "skip cold outreach entirely" that precision gap seems like the whole game
Solo founder here doing the outreach grind right now (reddit, x, producthunt all of it) and the bit i'd actually want from a tool like this is honesty about how warm the warm connection really is. If i emailed someone 3 years ago they're not warm anymore, just searchable. Does happenstance try to weight by recency or recent interactions, or is everyone whos ever been in your inbox a "warm intro" candidate ?