# See how we test AI search visibility

> Explore Narattivo’s AI visibility research method and buyer-question library. Research findings are published only when supporting observations exist.

Canonical page: [https://narattivo.com/research/](https://narattivo.com/research/)
Last updated: 2026-09-22

AI search / UAE

See how we test AI search visibilityUseful research starts with a clear question and a record you can check. Our public methodology explains how to collect and compare AI mentions and citations. No completed UAE index is claimed here.

## What is available now?

A documented test method and a library of 50 suggested buyer questions across AI search, SaaS, Web3, education and agency selection. These questions are not claims about search volume.

## What would an index need?

A disclosed sample, repeated prompt runs, dated responses, cited URLs, an accuracy review and clear limitations. Valid observations must exist before percentages or rankings are published.

## How will findings be explained?

Separate mentions from citations, company websites from third-party sources, and API tests from consumer-interface observations. Report failed runs and sample sizes.

## Can this prove what caused a recommendation?

No. Observations can reveal patterns and gaps to investigate. They do not expose a platform’s private selection process or prove that a website change caused revenue.

## Primary sources

- [OpenAI: publisher discovery and referral guidance](https://help.openai.com/en/articles/12627856-publishers-and-developers-faq)
- [Google: AI features and your website](https://developers.google.com/search/docs/appearance/ai-features)

Technical sources reviewed: 20 September 2026. Platform behavior can change.

## Make your next step clear

Tell us your website, market and the problem you want to solve.