Medium risk
Baseline routing
+4.1%
High touch+5.0
Digital first+4.4
At risk+2.3
Synthetic Populations demo
Define the population. Test the change. Keep the decision record.
This demo is backed by seeded healthcare, finance, and public-sector scenarios. It shows the live cards, heatmap, privacy profile, experiment comparison, and signed manifest that the shipped workflow exposes.
Live product metrics
Seeded populations3
Healthcare access, finance servicing, and public-sector eligibility cohorts are available in the shipped workflow.
Experiments tracked9
Live and completed intervention tests remain linked to run detail and outcome distribution views.
Decision exports6
Approved manifests preserve methodology, reviewer chain, results, and download state.
Live population-card preview
Three seeded proof scenarios.
Healthcare
Healthcare access
Which patient segments are most likely to miss follow-up care after a policy change?
Calibration
91%
Last run
2026-04-22
Navigator outreach improves completion for high-touch care by 12 points while flagging transport-constrained segments for manual review.
Finance
Finance servicing
How do borrower cohorts respond to hardship routing and collections-language changes?
Calibration
88%
Last run
2026-04-21
Hardship-first routing lowers escalation risk by 9 points without widening adverse-action variance.
Public sector
Public-sector eligibility
What happens to uptake, appeals, and processing load when eligibility rules shift?
Calibration
90%
Last run
2026-04-20
Simplified eligibility copy increases uptake by 7 points with a manageable appeals-load increase.
Outcome-spread heatmap preview
High touch
74%
18%
7%
1%
Digital first
68%
22%
8%
2%
At risk
49%
25%
19%
7%
Rural
52%
29%
14%
5%
Appeals prone
46%
28%
18%
8%
ImprovesNo changeNeeds reviewNegative shift
Privacy risk preview
k
12
l
4
t
0.18
epsilon
1.6
delta
1e-6
agents
1860
Re-identification risk: LOW
Score 0.21. Current profile is within launch bounds. Keep k at 12 or higher for small segment exports.
Experiment comparison preview
Low risk
Navigator + relief
+11.8%
High touch+14.2
Digital first+7.1
At risk+9.0
Export-manifest preview
Approved · spm_7f3b2c91a80e
Seeded cohorts, calibrated before intervention, compared against baseline routing, reviewed for segment-level fairness and safety signals.
Navigator + relief variant selected for limited rollout with watchlist on appeals-prone segment.
Simulation owner
Privacy reviewer
Policy approver