Verified public evidence
CerviGuard live surface, product screenshots, public repository, model/profile hub, and product route.
This page provides the current public evidence set: product timeline, pilot context, and KPI framework. Numeric KPI publication remains gated until cohort definitions and reporting windows are finalized.
Reported outcomes are cohort-specific, method-bounded, and include explicit limitations. KPI percentages will not be published without denominator and date-window context.
The current public proof set starts with CerviGuard: live workspace access, public implementation context, product screenshots, and the draft MDR self-assessment.

CerviGuard live surface, product screenshots, public repository, model/profile hub, and product route.
Draft regulatory material, security baseline pages, and methodology notes that require dated context.
Clinical outcome percentages, commercial traction metrics, and final regulatory identifiers are not published yet.
KPI values remain withheld until cohort definitions, denominator rules, and reporting windows are finalized.
2019-2020
Historical pilot context is summarized here; current public proof starts with the live CerviGuard workspace and product screenshots below.
2022
Multiple projects and research tracks were finalized before broader platform expansion.
2024
Company launch and online product transition are represented by the current public product route, live workspace, and repository links.
2025
SmartClover expanded public product evidence through CerviGuard screenshots, product routes, and supporting trust pages.
| KPI name | Numerator | Denominator | Cohort window | Method | Caveat |
|---|---|---|---|---|---|
| Case review turnaround improvement | Cases completed inside target review window post-deployment | All eligible cases in selected cohort | Pending publication | Pre/post cohort comparison with fixed inclusion criteria | Workflow mix can vary by site |
| Follow-up adherence uplift | Cases with completed follow-up within defined interval | Cases assigned follow-up action | Pending publication | Operational follow-up completion tracking | External care-path variability applies |
| AI-assisted triage agreement rate | Cases where AI support category aligns with clinician final category | Cases containing both AI output and clinician adjudication | Pending publication | Blinded adjudication and reconciliation rules | Not a standalone diagnostic-accuracy claim |