MLR (Medical, Legal, Regulatory Review)
The three-function review a pharma promotional asset clears before it ships.
MLR is the three-function review a pharma promotional asset has to clear before it ships. Medical checks scientific and clinical accuracy. Legal checks claims and liability exposure. Regulatory checks the asset against the applicable advertising and labeling rules.
Traditionally this is a sequential, multi-week process: an asset moves to Medical, then Legal, then Regulatory, and a change requested by any one of them can send it back to the start. SwishX's reasoning pipeline is built so that claim-checking and fair-balance verification happen upstream, during generation, so most of what an MLR reviewer would otherwise catch is already handled before the asset reaches them. See What is an AI reasoning pipeline, in a regulated industry?