KVEC Provider Search API

Your patients say "my knee hurts." Your search should understand.

A HIPAA-compliant embedding layer that translates patient language into ICD-10/SNOMED-CT codes and returns ranked provider matches. One API call. No migration.

Integration

One endpoint. Zero migration.

Drop KVEC into your existing provider directory. The API accepts plain language and returns clinically-coded, ranked provider matches.

                    POST /api/search
                    
                

const response = await fetch('https://kvecos.polsia.app/api/search', {
  method: 'POST',
  headers: { 'Content-Type': 'application/json' },
  body: JSON.stringify({
    query: "I get bad headaches behind my eyes and feel nauseous",
    limit: 5
  })
});

const { results } = await response.json();

// results.clinical_mapping.primary_condition
//   → { name: "Migraine with aura", icd10: "G43.1", snomed_ct: "37796009" }
//
// results.providers[0]
//   → { rank: 1, confidence_score: 0.97, provider: { name: "Dr. Sarah Chen" } }
                

How It Works

Drop in. Measure. Win.

One API Call

Send a POST with the patient's symptom description. KVEC maps it to ICD-10 and SNOMED-CT codes using clinical embeddings.

Clinical Matching

The embedding layer understands clinical relationships between symptoms, conditions, and specialties that keyword search cannot.

Ranked Results

Get providers ranked by clinical relevance with confidence scores, specialty reasoning, and full diagnostic code mappings.

By The Numbers

Purpose-built precision

25+

Clinical conditions mapped

ICD-10

Standard code taxonomy

SNOMED

CT code integration

<500ms

Avg response time

Patients describe pain. Not diagnosis codes.

KVEC bridges that gap. A single embedding layer that makes every provider directory understand what patients actually mean.