Launching today
Navox Network
Turn your LinkedIn connections into a job search map.
84 followers
Turn your LinkedIn connections into a job search map.
84 followers
Your data never leaves your browser. No login. No server. No database. One button deletes everything. Drop your LinkedIn export and get: a force-directed graph scored by tie strength, company search to find who you know at any employer, and a ranked outreach queue that tells you who to message first. Built on Granovetter's weak-ties theory — validated by a 2022 LinkedIn experiment with 20 million users. One warm intro beats 40 cold applications. Free. Open source. Private by architecture.
This makes LinkedIn data actually useful instead of just sitting in an export file. i like how it turns into action.
Navox Network
@rakesh_gupta20 exactly. The export file is a graveyard. 500 connections and zero visibility into which two of them are your actual bridge to a new industry. That was the frustration that started all of this. Glad it landed — would love to know if anything surprises you when you run your own data through it.
Navox Network
Hi Product Hunt 👋
I'm Nahrin — software engineer and the person who spent months going down a rabbit hole on why job searching is broken.
This started with a research paper. I wanted to understand why referrals work 4–10x better than cold applications. I ended up deep in Granovetter's 1973 weak-ties theory and a 2022 Science paper that ran a causal experiment on 20 million LinkedIn users.
The finding: the people most likely to get you your next job aren't your close friends. They're people you barely know — acquaintances who live in different professional clusters and carry information your close network doesn't have.
The problem: there's no way to see this structure. Your LinkedIn connections list is just names.
So I built the map. When I ran my own data through it, my two structural bridges — my only connections to industries I had no other path into — were the last people I would have thought to reach out to.
Built so your data never leaves your device — no server, no database, one button deletes everything.
Happy to answer questions about the tie strength model, the graph architecture, or the research it's built on. And if you find a warm path to a company you'd been cold-applying to — I genuinely want to hear about it.
Navox Network
For anyone curious about the tech — no backend, no database, no accounts. Everything runs in your browser. 228 unit tests, security audited. Built this as a solo engineer in about 6 days total. Ask me anything about how it works.