Analytics best practices for AI-built apps | Orwel
Resources Updated October 21, 2026

Best practices for measuring apps built with AI

Short, opinionated checklists for instrumenting an app you build with a coding agent, so the events are correct the first time and the data is worth feeding back.

Orwel is an event analytics SDK for startups, developers and vibe coders that maps feature adoption and conversion funnels, and feeds the results back to AI agents through MCP.

Measure it right the first time

A coding agent will add tracking in seconds. It will also invent event names, fire events on button clicks instead of on success, and forget to identify users, unless you tell it the rules. These pages are the rules.

Each checklist is short and opinionated. It says what to do, what to avoid and why, and links to a prompt or template you can paste into your agent.

Checklists

  • Vibe coding best practices: prompts, development keys, verification in Dev mode, catalog event names, identify with email and robust conversions.

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2-minute install

One script or npm package, or ask your coding agent to do it

MCP server

Claude, Cursor or your own agent read real usage before the next prompt

Semantic catalog

257 ready events, so tracking is named the same in every project

Dev mode

A live debugger and development keys that keep tests out of real data

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