APIs & Tools
🎤

Audio Transcription

API 1 Production

Upload audio files for automatic transcription and English translation via OpenAI Whisper.

  • Whisper large-v3 model
  • Auto language detection
  • Translate to English
  • M4A, AMR, MP3, WAV
🌐

Note Generation (Web)

API 2 Production

Real-time streaming medical note generation via Server-Sent Events, optimised for desktop browsers.

  • SSE streaming output
  • 1–10 parallel notes
  • Real-time validation
  • All 6 validators
📱

Note Generation (Mobile)

API 3 Production

Job-based async note generation, resilient to network interruptions. Submit → Poll → Results.

  • Job-based polling
  • Interruption-resilient
  • Pre-loaded test data
  • Full validation & formatting
🔬

Core Pipeline Test

New

Test the 5-stage MAIS pipeline: Extraction → Validation → Renderers with use_core_pipeline: true.

  • Universal JSON extractor
  • 12 deterministic renderers
  • Full automation schema
  • Core-specific progress steps
📝

Prompt Management

API 4 Production

Manage medical note prompts in DynamoDB. Create, update, and delete prompts per note type and specialty.

  • CRUD operations
  • Filter by type & specialty
  • Historical aggregation flags
  • Version control
📊

Cost Statistics

Track AI usage, validation scores, and performance metrics with monthly aggregations by user and note type.

  • All-user monthly aggregate
  • Per-user breakdown
  • Validation by note type
  • S3-backed cost tracking
📈

Usage Analytics & Invoicing

New Production

Tenant, user, and patient-level analytics for invoicing. Track model usage, duration, and costs.

  • Tenant-level analytics
  • User & patient breakdowns
  • Model usage & cost tracking
  • Export JSON / CSV
📚

Documentation Portal

Comprehensive guides covering architecture, AWS deployment, user journeys, and cost tracking.

  • Architecture & Flow
  • Terraform / AWS Deployment
  • User Journeys & Stories
  • Cost Tracking Guide
System Status
Backend localhost:8000
Database SQLite (Local)
Debug Logging Loading…
APIs 4 Available
Note Types 12+
Validators 6 Active
🎯 Key Features
🔒
PHI ProtectionAWS Comprehend Medical + Regex backup
Semantic CorrectionGroq LLaMA 3.1 (8B Instant)
📝
Spelling CorrectionGroq LLaMA 3.1 (8B Instant)
🎨
Note FormattingGroq LLaMA 3.1 (LLM-based)
🤖
Note GenerationGPT-4o-mini (OpenAI)
🔍
6 ValidatorsTerminology, Completeness, Format, Coherence…
📚
Historical ContextDischarge / Referral aggregation
👤
User ExamplesPersonalised note styles per clinician
💰
Cost TrackingS3 storage, monthly reports
Performance10 notes in ~3–4 minutes
📱
Mobile ReadyJob-based async API
🚀
Production ReadyAWS ECS Fargate deployment