Vanity metrics vs actionable metrics: audit your own dashboard
Followers, members and impressions rise while the product stalls. How to find vanity metrics in a Web3 or AI startup dashboard and what to measure instead.
INTELMEASUREMENT
Field notes on measurement, newest first.
Followers, members and impressions rise while the product stalls. How to find vanity metrics in a Web3 or AI startup dashboard and what to measure instead.
GPTBot, OAI-SearchBot, ClaudeBot, PerplexityBot, Google-Extended: which AI crawlers to allow, which to block, and whether llms.txt does anything.
First-party ChatGPT Ads data from two live campaigns: CPM, CPC and CTR in Türkiye and Europe, account setup, and what conversion tracking changes.
AI marketing operations for small teams: which tasks to automate first, which stay human, and a decision table to sort the rest before buying a tool.
Crypto community management as a weekly operating rhythm: what to run each day in Discord and Telegram, what to measure, and how it survives after launch.