# AI Search Measurement

Canonical URL: https://vibecodingturkey.com/research/ai-search-measurement.md
Last verified: 2026-06-26

This file defines how Vibe Coding Turkey measures AI Search and answer-engine visibility without fabricating results.

## Track

- Indexed canonical pages by host.
- Search Console impressions and clicks.
- Bing Webmaster Tools and IndexNow submission status.
- Bing AI grounding queries where official data is available.
- Cited URLs by ecosystem product when manually observed.
- Referral sessions from ChatGPT, Perplexity and similar products when analytics/referrer data is available.
- Branded versus non-branded query families.
- Ecosystem chooser traffic and outbound clicks to Academy, GEO and Promtable.
- Query-to-destination accuracy from the benchmark set.

## Benchmark Source

- Public query benchmark: https://vibecodingturkey.com/data/ai-search-query-benchmark.json
- Public intent map: https://vibecodingturkey.com/ai/answers/ecosystem-query-intents.json

## Recording Rule

Do not record a search or AI-answer position unless it was manually observed with date, prompt, language/location context and cited URLs, or reported through official analytics/webmaster tooling.