Methods of planning network provisioning that incorporate real-world measurements of signal quality into simulations of signal quality under alternative configurations. In one embodiment, the disclosure includes a method of determining placements for access points in a wireless network, comprising ingesting a floor plan for a deployment site, determining initial placements for the access points, determining placements for sensors, each sensor configured to wirelessly communicate with at least one access point, measuring a signal metric for each sensor, based at least in part on the measured signal metric for each of the sensors, simulating a projected coverage map for a plurality of alternate placements for the access points, determining an placement of the access points, and presenting, to a user, the placement of the plurality of access points.