This application discloses a rule-constrained decision generation method for a centralized procurement governance hub based on AI. The method includes: receiving a procurement governance task and obtaining a set of rule constraints related to the task; determining a
text generation format based on the rule constraint set and calling a decision
content generation model to generate initial decision text under the constraints of the rule constraint set and the
text generation format; performing multi-dimensional information
verification on the initial decision text based on the rule constraint set, and performing
rollback and regeneration operations on initial decision texts that fail
verification to obtain corrected decision text; associating and storing the verified and corrected decision text with the corresponding rule application path,
data source information, and multi-dimensional
verification information to form a traceable decision
record; and generating a procurement governance decision report based on the decision
record. This method ensures the reliability, auditability, and
traceability of the procurement governance decision report, reducing procurement governance risks.