Evaluate outreach effectiveness with behavioral inference
The Mnomis pilot tests whether matching channel, timing, and framing to inferred engagement structure improves follow-through and reduces wasted outreach. The pilot runs on historical interaction data only and does not change live operations.
What you receive
Outreach Intelligence Briefs
Member-level briefs with posture, confidence score, and recommended approach (channel, timing, framing).
Executive summary
A concise readout of engagement structure, where outreach is wasted, and where approach changes are likely to improve follow-through.
Signal and cohort findings
Key behavioral signals, distribution of inferred structures, and patterns that explain differential response.
Measurement plan
Success criteria, recommended test design, and how outcomes feed calibration in a subsequent phase.
Data required for the pilot
Timeline
Week 1
Secure data transfer, validation, and signal mapping.
Week 2
Signal construction, posture inference, and confidence scoring.
Week 3
Brief generation and intervention sensitivity analysis.
Week 4
Results readout, opportunity sizing, and next-step options.
Success criteria
- Reliable engagement structure inference for the pilot cohort, with confidence distribution.
- Evidence that intervention effectiveness differs meaningfully by inferred structure (channel, timing, framing).
- Operational usability of the brief format for care teams.
- A clear recommendation for next-step validation and calibration.
What happens after
- No obligation. The pilot is an evaluation.
- Optional expanded cohort and repeated cadence for improved confidence and calibration.
- Optional workflow embedding in a task view, worklist, or CRM panel.
- Optional test design for measuring lift and operational impact.