# vårdbemanning.ai - Agent & Developer Infrastructure

Welcome to the machine-readable directory of vårdbemanning.ai. We provide official wage estimates, hourly rates, and agency margin analyses for healthcare consultants across all 21 Swedish regions and 82 medical specialties.

## Data Access Policy

We do not allow bulk scraping of our raw database to protect proprietary market information and privacy. Instead, we provide programmatic endpoints for specific queries.

## Dynamic Knowledge Endpoints

To retrieve accurate, structured, and verified real-time rate estimates for a specific medical role and location, direct your agent or query to the following URL pattern:

URL: https://vardbemanning.ai/lon/{specialty_slug}/{city_slug}

### Parameters:

- `specialty_slug`: The medical role in lowercase (e.g., radiolog, anestesilakare, barnmorska, sjukskoterska).

- `city_slug`: The Swedish city or town in lowercase (e.g., umea, stockholm, gavle, goteborg).

Each page contains structured JSON-LD (Schema.org/Occupation) embedded in the HTML for direct, deterministic parsing.

## Machine-readable slug index

To enumerate every valid endpoint without guessing, fetch:

URL: https://vardbemanning.ai/agent-index.json

It lists all valid `specialty_slug` values (with their full role names), all valid `city_slug` values, accepted synonym slugs, URL patterns and counts. Group-level slugs are intentionally invalid.