TN-02 · Planned
Query expansion
What the engine silently turns a question into before retrieval.
GeoCheckTool Research
We publish the frozen questions, raw measurement boundaries, confounds, coding decisions, and open data behind each technical note. A result stays an observation until the evidence supports something stronger.
Featured · Published July 30, 2026
A citation-by-citation audit of China's biggest AI assistant: 641 classified citations, a public placement price list, a failed causal test, and the evidence boundaries brands need to understand.
Read the flagship report
Published
Every note preserves its question scope, collection layer, sample size, verification limits, and failed observations.
The finding this time is an absence: in dietary supplements, 61.4% of answers named no identifiable candidate at all. The shelf is largely empty — and one of the names that keeps appearing is the regulator.
Read industry note R2b-2A 210-question API snapshot showing how beauty answers favor SKUs, luxury answers favor authentication infrastructure, and car answers mix platforms, models, and brands.
Read the industry note
Measurement program
TN-02 · Planned
What the engine silently turns a question into before retrieval.
TN-03 · Planned
When a retrieved page informs the answer—and when it does not.
TN-04 · Planned
How adjacent companies, credentials, products, and capabilities merge.
TN-05 · Planned
Commercial claims that become stronger than their cited sources.
TN-06 · Planned
How candidate lists widen, contract, and change across surfaces.
TN-07 · Planned
What repeats when the question, entity, method, and window stay frozen.