The first results are visible from the first month: the team no longer logs into each carrier's portal, weekly reports are automatically generated, and incident alerts appear in seconds instead of hours. The indicative benchmarks that Cadenity provides (-35% escalations, +8% OTD, up to 30 hours saved/week) are achieved within the first few weeks of active use.