We pull facts out of Japanese securities filings by hand, check each one appears word for word in the source, then ask every tool the same questions and count how many of those facts come back. One grader for all entries. Recall only — nothing here scores writing quality, and nothing here is investment advice.
Read the rows against each other, not the ranking. External exposure — currency sensitivity, market dependence — is the kind of thing news articles cover, so web tools do their best work there. Supply chain asks for named suppliers and plant locations, which sit in the filing and nowhere else. Capability building is close to absent for every entry, which is a limit of web research rather than a verdict on any model.