Signal In Your Network
Upload your LinkedIn, X, or follower graph and see who actually bridges you to new ideas, where you're in an echo chamber, and which connections are quietly pulling you in one direction.
Professionals, founders, and creators who want to understand the shape of their own online network
- Bridge-detector that surfaces the 5 to 10 people most responsible for connecting you to different industries or viewpoints
- Echo-chamber score per topic that flags where your follows and replies form a closed loop
- Action prompts like 'follow one of these accounts to widen your feed on climate, hiring, or AI policy'
Graph-based models are now good enough to surface meaningful structure in messy social graphs, and most people have no idea which connections actually shape what they see.
Multiple LinkedIn network visualizers exist as Medium tutorials, GitHub projects, and small SaaS (NetworkInfluencer); signal is curiosity/hobby rather than painkiller — no strong 'I need this' search volume evidenced.Complete analysis of the network of my LinkedIn connections ↗Professional Network Visualizer ↗
Crowded adjacent space: NetworkInfluencer.co.uk, EchoGraph, SocNetV, LinkedIn-Network-Visualizer, plus broader Twitter analytics tools; the bridge+echo+influence combo is a point of differentiation but not wide-open.EchoGraph - Social Echo Chamber Analyzer ↗Professional Network Visualizer ↗SocNetV - Social Network Analysis and Visualization Software ↗
Comparable SaaS tools cluster at low price tiers ($5-30/mo); network analysis is a 'fun insight' product, not a daily workflow tool, so willingness to pay is weak and would compete with free open-source alternatives.Top 10 paid & free X (Twitter) analytics tools in 2025 ↗Professional Network Visualizer ↗
Graph foundation models are an active research field (improving capability), but platform-side data access (especially X) is increasingly throttled and costly, creating structural risk for the product's core inputs.
LinkedIn data export is doable but limited; X's API was priced at $100/mo for Basic tier and recent restrictions limit free graph construction; cross-platform graph analytics is non-trivial ML engineering.