Analytics data contract
Tenant-scoped sensor, usage, feature, prediction, validation, drift, feedback, and job evidence
Public roadmap
A deliberate path from recorded work to explainable reliability.
Each phase earns the next one. Phase 9 starts with a transparent risk baseline, measurable validation, and a human decision loop before supervised models receive operational authority.
Phase 9 deliverables
Score transparently, validate honestly, decide deliberately.
Prepared
Privacy-filtered ETL
Daily Edge Function with strict derived-feature allowlist and optional analytics-database relay
Feature engineering
Usage hours, confirmed failure counts, time since PM, sensor exceptions, overdue PMs, and completeness
Transparent baseline
Versioned weighted risk index with low, moderate, high, and critical bands
Explainable model API
Authenticated tenant-scoped result, factor contributions, confidence, horizon, and advisory-only metadata
Predictive workspace
Risk register, highest-risk focus, factor bars, PM suggestion, and model evidence cards
Human feedback
Accept, reject, or defer with an audit event and no automatic schedule changes
Backtesting
Matured-outcome precision, recall, F1, false-positive, and false-negative evidence
Drift monitoring
Rolling-window shift levels and a retraining review trigger without automatic promotion
Governance & documentation
Published model card, data dictionary, upgrade path, operating guide, privacy boundary, and limitations
Supervised time-to-failure
Train and shadow-test on representative connected history before promotion
Release lineage
Operational ownership is now explicit.
Supplies Needed closes the fulfillment handoff. Team and Market Structure then makes the operating hierarchy and accountable leaders visible at every level.
Supplies Needed
Store scopes, district inbox, partial quantities, transaction-safe delivery, append-only timeline, and CSV/API access.
Release details →Team and Market Structure
Snow Star LP, district and store hierarchy, scoped positions, assignment history, staffing alerts, and API v1.
Release details →Native mobility
Expo, encrypted SQLite, push, biometrics, device controls, and app-store distribution.
Reliability optimization
Asset-class models, spare-parts forecasts, planning scenarios, and portfolio reliability strategy.
Transparent by default