DataToCare Intelligence uses statistical AI to detect unusual trends, forecast laboratory activity, and turn complex diagnostic data into explainable insights for public-health programmes.
An automatic monthly AI brief for programme managers, run locally on in-country infrastructure so programme data stays in the country. Validated on years of real laboratory data for operational analysis.
Operational intelligence for selected TB/HIV laboratory indicators. Explore anomaly detection, activity forecasts and evidence briefs with the illustrative examples alongside.
Illustrative demonstration · synthetic data
Activity monitorHistorical comparison
When the pattern changes, know where to look.
Completed tests · fictional laboratory network
Completed testsScale: 0–150
AprMayJunJulAugSep
Historical rangeObserved activity
!
August falls outside the historical range.Check reporting coverage and operational context before interpreting the change.
A statistical signal is a starting point for review, not an explanation of its cause.
Activity outlookUncertainty included
A view ahead. With room for uncertainty.
Completed tests · fictional laboratory network
Completed testsScale: 0–150
AprMayJunJulAugSep
ObservedForecastIllustrative range
September estimate118 tests
Illustrative range88–148
Forecasts depend on data coverage and historical stability. No prediction accuracy or calibrated confidence is claimed in this demo.
Intelligence BriefFor human review
The finding is only the beginning.
Example brief · fictional laboratory network · August
Finding 01 · activity change
Fewer completed tests than expected.
The observed count is below the illustrative historical range. The cause has not been established.
Observed
65 completed tests
Historical range
90–125 tests
Evidence status
Synthetic example; confidence not assessed
Limitation
Incomplete reporting may explain the change.
For the programme teamReview reporting completeness and laboratory context before drawing conclusions.
An Intelligence Brief supports operational decisions. It does not provide a clinical diagnosis.
The result’s journey, extended
Instrument
Laboratory
DataToCare Platform
Aggregated data
Intelligence
Informed decisions
Result delivery continues independently. Intelligence provides a separate layer of analysis on authorized, aggregated data.
Privacy in scopeAuthorized aggregates, not individual patient records.
Evidence with limitsFindings need context, validation and uncertainty.
People decideOperational decision support, not autonomous clinical diagnosis.