What happened
Researchers built the first automated system to measure whether companies give real answers when investors ask questions on Chinese stock exchange platforms — something that's been impossible to assess at scale before. The system can now flag when companies dodge questions or give unhelpful responses, which regulators and investors can use to identify disclosure problems before trusting company statements.
Why it matters
For the first time, there's a practical way to detect when listed companies are being evasive or non-substantive in their public responses to investors — this shifts disclosure oversight from occasional audits to continuous algorithmic monitoring, which changes what regulators and investors can actually know about company honesty.