# How to turn AI visibility data into verified website work. - working worksheet

Reviewed alongside the Eli guide: https://hireeli.io/resources/ai-visibility-dashboard-to-live-work

## Decision to make

Move from an AI visibility dashboard to a live commercial improvement

Owner: ____________________
Review date: ____________________
Canonical page or destination: ____________________

## Buyer questions

- [ ] Move from an AI visibility dashboard to a live commercial improvement
- [ ] Which evidence should a team that already owns an ai visibility tracker preserve?
- [ ] What should be measured after the website change goes live?

## Evidence-led work plan

### 1. The obstacle for a team that already owns an ai visibility tracker

The bottleneck is frequently not detection.

Evidence or artifact: ____________________
Status: [ ] not started  [ ] working  [ ] verified  [ ] blocked

### 2. Select a repeated commercial loss rather than the largest cosmetic score change before you inspect the sources and winning competitor claims

Select a repeated commercial loss rather than the largest cosmetic score change.

Evidence or artifact: ____________________
Status: [ ] not started  [ ] working  [ ] verified  [ ] blocked

### 3. Keep repeated loss across comparable samples

Repeated loss across comparable samples.

Evidence or artifact: ____________________
Status: [ ] not started  [ ] working  [ ] verified  [ ] blocked

### 4. The limit on the claim: do not treat a prepared draft as executed work or a live page as a ranking result

Do not treat a prepared draft as executed work or a live page as a ranking result.

Evidence or artifact: ____________________
Status: [ ] not started  [ ] working  [ ] verified  [ ] blocked

## Source ledger

- [ ] Google Search Central: AI features and your website: https://developers.google.com/search/docs/appearance/ai-features
- [ ] Google Search Central: guidance on generative AI content: https://developers.google.com/search/docs/fundamentals/using-gen-ai-content
- [ ] OpenAI: publishers and developers FAQ: https://help.openai.com/en/articles/12627856-publishers-and-developers-faq
- [ ] Eli AI Visibility Index methodology: https://hireeli.io/ai-visibility-index/methodology

## Measurement boundary

Baseline date and exact context: ____________________
7-day observation: ____________________
14-day observation: ____________________
30-day observation: ____________________
Known limitations: ____________________

Keep technical eligibility, citations, recommendations, visits, leads and revenue as separate evidence. This worksheet does not guarantee an external ranking or commercial result.