Rehearse an AI-product rollout across employees, IT administrators, security teams, and executive sponsors before changing the default experience.
View the rehearsalA major productivity platform can improve the assistant, onboarding, pricing, or default permissions—but every choice changes adoption and trust differently across organizations. Interviews reveal preference; they do not show how users behave after policy friction, peer influence, and repeated use.
WorldSim builds linked organizational populations, gives each actor a role, risk tolerance, workflow, and memory, then runs the same rollout through alternative product and policy designs. Teams compare adoption, support burden, permission failures, and durable use from an identical starting world.
Example rehearsal
Every path uses the same actors, evidence, constraints, and random seeds so the intervention—not a different starting population—explains the change.
Fast discovery, elevated policy friction
Slower activation, strongest durable use
Peer learning improves conversion
What the team learns
when permissions are explicit before first use
for guided team onboarding versus individual activation
when controls are introduced before automation
Modeled business impact
WorldSim does not promise a result. It identifies where a better decision could save time, prevent avoidable spend, and improve forecast precision—then defines the smallest real-world test needed to verify it.
potentially avoided by rejecting weak onboarding and permission designs before engineering and launch.
modeled reduction when trust controls are tested before automation reaches enterprise tenants.
potential precision gain after calibration against pilot behavior and administrator decisions.
Illustrative ranges generated for this example scenario. Actual impact depends on evidence quality, calibration, deployment scope, and validation against observed outcomes.
Lead with visible controls and team-level onboarding, then expand automation after administrators and users share the same mental model.
Pilot the trust-first flow with three enterprise cohorts and compare 30-day task completion against the current experience.
Illustrative WorldSim scenario for Microsoft-type operating conditions. It does not describe a client engagement, partnership, endorsement, or verified company result.
Your decision
