When Lerian enables rule suggestions for your environment, Matcher sends each suggestion request to the language-model provider Lerian configures for your environment. When the feature is not available in your environment, the operation answers
503. The payload is aggregates only. No raw transaction, money, or PII leaves Matcher.Produce suggestions
Build aggregate, privacy-safe history features for a context, ask the AI advisor for candidate rules, and enqueue each surviving candidate in the review queue.
PENDING_REVIEW reviews (producing them creates no rule):
EXACT (strict equality), TOLERANCE (within an amount band), or DATE_LAG (allowing a settlement-date offset). The candidate is config only. It never carries a transaction, but its config can set monetary thresholds such as absTolerance.
List suggestions
Cursor-paginated list of rule suggestions for a context, optionally filtered by status.
status (PENDING_REVIEW, APPROVED, REJECTED), limit (1–200), and cursor. Reading the queue egresses nothing.
Approve a suggestion
Approving a
PENDING_REVIEW suggestion creates the match rule through the deterministic configuration write path. This is the only path from an AI suggestion to an active match rule, and it runs only on explicit human approval.
Reject a suggestion
Rejecting a
PENDING_REVIEW suggestion discards it and creates no rule. The request body is mandatory, but its reason field is optional (send {} to reject without a reason).
Lifecycle after approval
Once a suggestion is
APPROVED, its createdRuleId links to a real match rule that participates in match runs exactly like a hand-authored rule. A review is a one-way state machine: a PENDING_REVIEW suggestion transitions to APPROVED or REJECTED once and cannot be re-decided. Attempting to re-decide, or to approve an already-linked review, returns 409. An approved candidate that fails validation returns 422.

