Sunpersona
中文Self-check

Generative Engine Optimization

Bilingual GEO audits.
Website fixes and useful content.

Sunpersona is a bilingual Generative Engine Optimization (GEO) service providing AI search audits, website fixes, brand entity work and content development, with retests of actual mentions and citations.

Build a readiness checklistView the open lab

Who it is for

For brands and website teams working in English and Chinese.

For new websites, service brands checking how AI describes them, and teams aligning bilingual pages. Confirm the problem and scope before implementing evidence-backed changes.

See inputs and deliverables

The working process

Audit, align, implement and retest

01

Audit

Inspect access, indexation and actual AI answers.

02

Align

Confirm brand facts, services and bilingual wording.

03

Implement

Fix pages and structure; publish useful content.

04

Retest

Record actual mentions, citations and inquiries.

Our public self-experiment

Start with Sunpersona's own results.

On 2026-09-17, we tested 40 fixed English and Chinese prompts across four platforms. The results include accurate citations and wrong identities; both are retained.

Read the results and limitations

Historical baseline 2026-09-17

40valid answers
27.5%site citation rate
2/16unbranded appearances

These samples reflect specific conditions and a date; post-update retesting is still pending.

Start with a practical question

What should a new website do first?

Check core pages and brand facts, then establish discovery routes and test records.

A GEO audit checklist for a new websiteGEO vs SEO: shared work and different measurementsHow to check AI search crawler accessHow to verify AI mentions and website citations

Start with a readiness self-check

Gather your website's current state for a manual review.

Build your self-check