findings
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External API integrations - pure API calls only. Services should:
- Make direct API calls to external systems
- Return consistent
{ success: boolean, data?: any, error?: string }
format - NOT handle environment variables or business logic
- NOT orchestrate multiple calls
notion.service.ts
- Notion API integration for database queries and page updates- Generic functions:
updatePageProperties()
for any property updates - Content management: Page content creation, updates, and deletion
- Database operations: Query databases and retrieve pages
- Generic functions:
openai.service.ts
- OpenAI API integration with two-stage consensus analysis:- Stage 1: Individual transcript analysis using
gpt-4o-mini
for cost efficiency - Stage 2: Consensus synthesis using
gpt-4o
for high-quality reasoning - Features: Structured JSON output, confidence scoring, disagreement tracking, evidence tables
- Concurrency: Configurable parallel processing with rate limiting
- Fallback: Graceful error handling with fallback consensus calculation
- Stage 1: Individual transcript analysis using