Protected Demo
Sign in to access the live Codebill demo
This website is protected. Use the demo credentials configured on the server to unlock the app.
What happens after login
- Vertex AI calls stay server-side.
- Public demo mode can limit the UI to Synthea and Vertex only.
- The same login session protects the JSON and API workflows behind the page.
Mobile Coding Flow
Mobile-first workflow: pick patient, review note, generate coded draft, compare against truth.
Vertex Draft Settings
Compare to Real Codes
Auto follow-up to ask why
AI reasons for each code
Nuance dictionary (lower confidence edges)
Ask follow-up
1 Select Synthetic Patient
Load a realistic synthetic patient with coherent clinical history and encounters to serve as the demo case.
Supports the built-in demo patient JSON format and Synthea FHIR bundle exports. Imported patients persist locally and appear in the same picker.
Generation uses a real Synthea runtime when configured locally or available through Docker. Seed, gender, and age range help produce comparable patients.
Patient Demographics
Active Conditions
Active Medications
View raw Synthea JSON
2 Build Blind Payload
This payload is handed to the coding agent. It contains clinical narrative but no billing truth.
3 Vertex AI Draft Generation
Run the blind payload through Vertex AI. Models are discovered live from the selected project and location so you can compare what Vertex actually exposes there.
Applied only when the selected model supports thinking.
Custom Vertex Authentication
Toggle this on to override default server credentials. Settings are cached in local storage and can be read/saved via endpoint.
The app loads the live Vertex model list for the selected region and also merges in global models when Vertex only exposes them there.
View Exact Prompt Sent to Vertex
View Raw Vertex Response
4 Evaluate Agent Output
Build the held-back truth payload and compare it against the agent's response.
Source of Truth
Agent Output
Comparison Results
Code Difference Snapshot
Given vs automated draft