Level 1
Coherence The system learns to see itself. A first cohort forms, a shared language for AI is built, the flows of knowledge are read and the first policies are aligned. Work is short, low risk and chosen because it enhances identity and can be learned from in one quarter.
1 Monthly HMIS completeness and timeliness digest Health information and M&E · Tier 1 · Knowledge 2 Register to report to HMIS reconciliation Health information and M&E · Tier 1 · Insights 3 Validation rule and outlier triage Health information and M&E · Tier 1 · Skills 4 Facility master list and organisation unit hygiene Health information and M&E · Tier 1 · Skills 5 Indicator dictionary and definition harmonisation Health information and M&E · Tier 1 · Knowledge 6 Donor and global report assembly from one dataset Health information and M&E · Tier 1 · Skills 7 SDG and Global Health Observatory country consultation responses Policy, governance and planning · Tier 1 · Knowledge 8 Pulling World Bank, WHO and UN data for benchmarking briefs Policy, governance and planning · Tier 1 · Knowledge 9 National Health Accounts data compilation support Finance and public financial management · Tier 1 · Skills 10 Parliamentary questions and briefing notes from HMIS Policy, governance and planning · Tier 1 · Attitudes 11 Budget execution monitoring digest Finance and public financial management · Tier 1 · Insights 12 Salary and payroll reconciliation monitoring Finance and public financial management · Tier 1 · Qualities 13 Procurement timeline tracker Finance and public financial management · Tier 1 · Insights 14 LMIS reporting and stock status digest Medicines and supply chain · Tier 1 · Knowledge 15 Bin card and stock report reconciliation Medicines and supply chain · Tier 1 · Insights 16 Expiry and overstock alerts Medicines and supply chain · Tier 1 · Skills 17 HRIS cleaning and staffing norm gap table Workforce and human resources · Tier 1 · Knowledge 18 In-service training records consolidation Workforce and human resources · Tier 1 · Skills 19 TB and HIV quarterly cohort report automation Public health programmes · Tier 1 · Skills 20 Immunisation coverage and dropout digest Public health programmes · Tier 1 · Knowledge 21 Maternal death notification and review pack preparation Public health programmes · Tier 1 · Qualities 22 National guideline and SOP assistant Policy, governance and planning · Tier 1 · Attitudes 23 AI policy and data governance drafting support Policy, governance and planning · Tier 1 · Qualities 24 Meeting minutes and action tracking for coordination meetings Policy, governance and planning · Tier 1 · Qualities 25 Translation of guidance into local languages Policy, governance and planning · Tier 1 · Attitudes 26 Facility readiness survey synthesis Policy, governance and planning · Tier 1 · Knowledge 27 Patient complaint and suggestion digitisation and theme digest Quality, patient and staff experience · Tier 1 · Insights 28 Staff pulse survey and feedback loop Quality, patient and staff experience · Tier 1 · Attitudes 29 Referral register digitisation and monthly referral report Health information and M&E · Tier 1 · Knowledge 30 Emergency and outbreak scenario exercises Surveillance and emergency · Tier 1 · Insights 63 National insurance claims preparation and reconciliation Finance and public financial management · Tier 1 · Skills 64 Clinical document and form digitisation Hospital and facility operations · Tier 1 · Skills 73 Medical entity extraction from notes and registers Health information and M&E · Tier 1 · Skills Level 2
Coordination The work widens to the pain points that matter most and reaches the community. Partnerships deepen with districts, universities and programmes. Projects become more complex and require coordination across departments. A doáb™ Center takes shape and practitioners keep services running.
31 Referral pattern analysis with geography Health information and M&E · Tier 2 · Insights 32 Resource allocation scenarios across districts Policy, governance and planning · Tier 2 · Insights 33 Essential medicines stock-out forecasting and redistribution Medicines and supply chain · Tier 2 · Skills 34 Outbreak signal detection and surveillance triage Surveillance and emergency · Tier 2 · Knowledge 35 Community health worker support in local languages Community and primary care · Tier 3 · Attitudes 36 Immunisation defaulter tracing Public health programmes · Tier 3 · Abilities 37 Maternal and newborn follow-up Public health programmes · Tier 3 · Abilities 38 TB and HIV loss to follow-up tracing Public health programmes · Tier 3 · Abilities 39 Patient experience feedback loop and facility scorecards Quality, patient and staff experience · Tier 3 · Qualities 40 Staff experience, supervision and outcomes Quality, patient and staff experience · Tier 3 · Qualities 41 Budget execution bottleneck diagnostics Finance and public financial management · Tier 2 · Insights 42 Surgical, obstetric and anaesthesia capacity mapping Policy, governance and planning · Tier 2 · Knowledge 43 Live referral and transport coordination Community and primary care · Tier 3 · Abilities 44 Voice clinical documentation Clinical services · Tier 3 · Skills 45 Discharge instructions in local languages Clinical services · Tier 3 · Attitudes 46 Antimicrobial stewardship support Clinical services · Tier 4 · Knowledge 47 Health equity analysis of access and outcomes Policy, governance and planning · Tier 2 · Insights 48 Data diversity and bias audit Policy, governance and planning · Tier 2 · Qualities 49 Admission, bed and theatre demand forecasting Hospital and facility operations · Tier 2 · Skills 50 Synthetic data for safe local development Health information and M&E · Tier 2 · Skills 51 Cause-of-death coding and verbal autopsy support Health information and M&E · Tier 2 · Knowledge 52 Linked analytics across HMIS, LMIS and HRIS Health information and M&E · Tier 2 · Abilities 65 Plain-language laboratory and imaging report summaries Clinical services · Tier 3 · Attitudes 66 Readmission risk and post-discharge follow-up Hospital and facility operations · Tier 3 · Abilities 68 Outpatient flow and appointment coordination Hospital and facility operations · Tier 2 · Skills 69 Research cohort identification and consent tracking Policy, governance and planning · Tier 2 · Skills 70 Scenario-based training for clinical teams Workforce and human resources · Tier 2 · Skills 71 Rehabilitation plan drafting Clinical services · Tier 3 · Skills 72 Local team requirements translation Workforce and human resources · Tier 1 · Insights 74 Diagnostic consistency review Quality, patient and staff experience · Tier 2 · Insights Level 3
Generation The ecosystem sustains itself. An independent doáb™ Center forms the next circle without a visiting team, generates knowledge and instruments for the field, and takes part in the global cooperative as a peer. It extends the frontier of AI in ways coherent with the values and needs of its community.
53 Point-of-care imaging support Clinical services · Tier 4 · Knowledge 54 Clinical decision support within national guidelines Clinical services · Tier 4 · Abilities 55 Patient safety and adverse event monitoring Quality, patient and staff experience · Tier 4 · Qualities 56 Symptom guidance and care navigation Community and primary care · Tier 4 · Attitudes 57 National health information exchange and patient identity Health information and M&E · Tier 5 · Abilities 58 Locally trained language and risk models Health information and M&E · Tier 5 · Skills 59 Comparative research and open instruments with the cooperative Policy, governance and planning · Tier 5 · Insights 60 Autonomous supply chain orchestration Medicines and supply chain · Tier 5 · Abilities 61 Social needs and mental health support identification Community and primary care · Tier 4 · Qualities 62 Accompanying a new district, province or country Policy, governance and planning · Tier 5 · Abilities 67 Disease risk stratification for priority conditions Clinical services · Tier 4 · Knowledge 75 Evidence and guideline support at the point of care Clinical services · Tier 4 · Knowledge