Featured
/3 MIN READ
Most Community Metrics Are Meaningless
Follower counts, engagement rates, and DAUs tell you nothing about real community value. Here's what actually matters.
communitysignalsmetricsstrategy
Read articleInsights & Thoughts
Ideas on community signals
& AI credibility.
Thoughts on community-driven applications, IRL to AI, GEO optimization, and building products that bridge real life and artificial intelligence.
TOPICCOMMUNITY SIGNALS
FOCUSIRL → AI
OUTPUTCREDIBILITY
EXPLORE
More Articles4 MORE
02
AI Doesn't Reward Content. It Rewards Credibility.
The shift from search to AI fundamentally changes what gets visibility. Content volume loses. Verifiable authority wins.
aiauthority4 MIN
03
The Signal Layer Your Product Is Missing
Most products capture transactions. Few capture the behavioral signals that explain why those transactions happen.
productsignals3 MIN
04
Why Community Apps Fail
Most community apps fail because they optimize for engagement instead of value creation. The fix requires rethinking what you're building.
communityproduct4 MIN
05
From Attention to Authority
The internet rewarded attention for two decades. The next era rewards authority. This requires a different strategy entirely.
authoritystrategy4 MIN
SIGNAL TRANSMISSIONS
Have a project?
Let's discuss your community signals.
If you're building something that needs to bridge real-world communities and AI systems, we should talk.