A rural healthcare company runs e-clinics out of village service centres, with pharmacy and diagnostic partners attached. Every candidate village was assessed on demand and infrastructure, and the shortlist was cut to the few that can sustain a clinic.
A shortlist the company could not rank, reduced to a list it could build against.
The company knew which villages it could reach. Nothing in that list said which ones would support a clinic that pays for itself.
A village can need care badly and still lack the population, the income and the road to sustain a site. Treating those as one question produces sites that close.
A consultation ends in a prescription and a test. Without a pharmacy and a diagnostic partner within reach, the clinic cannot complete what it starts.
The framework ran as an algorithm across the full shortlist and returned a reason for every council, including the ones it rejected. That reason is what let the company argue with the output instead of accepting it.
Signals about the catchment, and signals about the healthcare ecosystem already inside it. One candidate pharmacy in the delivered set carried the profile below.
Approximately 465,700 residents inside the catchment drawn around the site.
One competing pharmacy within a hundred metres.
94 hospitals, 170 clinics and 68 diagnostic centres within reach of the site.
Average public rating and review volume for each candidate partner.
Every one of those figures describes the partner's own market. That is the reason the profile works as a recruitment document as well as a scoring one.
Each answers a separate question, and each is priced and delivered per unit rather than as a report.
One scored network, abstracted for each level.
The qualifying councils with a stated reason for each, and the rejected ones with a stated reason as well, so the plan can be challenged on its logic.
Each candidate receives a document stating the size of its catchment, the competing pharmacies within a hundred metres, its public rating and the healthcare facilities nearby. The recruiter opens with the partner's own market rather than with a pitch.
Under the monitoring phase, clinics, field staff, customers and partners mapped together with performance indicators, so a weak site can be separated from a weak market.
Selection and proof are contracted separately, and only the first is delivered from public signals alone.
Send the candidate villages for a single district. We will classify each one with a stated reason and name the pharmacy and diagnostic partners around the sites that qualify.
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