What we do
AMSU currently provides data exploration, an open-source opportunity shadow study, role-based Q&A and a trade directory. Data supports observation; research states testable claims; roles explain and challenge; Trade displays reviewed products and collects procurement leads.
Data and automation
Scheduled jobs collect, normalize and refresh public data. Pages show source status, update times or evidence gaps. A failed source is marked unavailable or partial and is never converted into a false zero.
Some Chinese descriptions are translated or organized with language-model assistance. Generated text does not replace the original source, and important claims should remain traceable to evidence or historical snapshots.
Research boundary
Attention ≠ demand ≠ commercial performance ≠ sales.
Candidates and shadow forecasts are research records, not success probabilities, investment advice or earnings promises. Evaluation begins only after the prediction time, future target and independent outcome have been frozen in advance.
Trade directory
Trade products, merchant submissions and inquiry activity are stored separately from opportunity research and never enter trend rankings or prediction models. Submissions require human review; paid or sponsored content is labelled. Without verifiable transaction evidence, prices are described as quote, reference price or the corresponding quotation type.