Research and field observations

Evidence from the China AI answer layer.

Help4GEO publishes dated observations about how brands, products, and sources appear in Chinese AI answers. Each note shows its question context, observation window, source boundaries, and practical content implications.

Published by Help4GEO Team · Observations are evidence-bounded, not ranking guarantees.

EDITORIAL PRINCIPLES

First-hand observations, dated records, explicit limits.

Keep the original question, platform, period, and source context visible.
Separate mentions, recommendations, citations, and commerce handoff.
Preserve historical windows instead of rewriting old results as current facts.
Invite corrections at support@help4geo.com.

Research library

Dated notes that can improve the next monitoring run.

FIELD OBSERVATIONAugust 1–7, 2026

What a seven-day sample reveals about GEO across China AI platforms

A dated Help4GEO field observation of recommendation framing and source distribution across Doubao, Yuanbao, Qwen, and DeepSeek.

53 recorded sources34 unique domains

Read the observation

Read the measurement methodology See the monitored platforms