Practical AI use cases, evidence requirements, cost controls and human-decision guardrails for procurement teams.
Filter and classify content before sending it to an LLM. Constrain categories to the tenant list or Other.
Process only messages that pass mailbox, sender, thread, attachment and intent guardrails. Exclude personal, internal, marketing and unrelated mail.
Every material AI finding should point to evidence and expose confidence. Separate extraction, verification, evaluation and recommendation.