qfa.services

Submodules

analyze	Application service for the POST /v1/analyze-bulk use case.
auth_orchestrator	Application service for authentication and management operations.
call_context	Request-scoped ContextVar carrying the active call's correlation context.
clustering	HDBSCAN clustering + token-budget chunking for hierarchical analysis.
coding	Coding service — assign hierarchical codes to a feedback record.
coding_classifier	Helpers for one-shot hierarchical coding prompts and per-level judge prompts.
coding_trends	Deterministic, non-LLM coding-trend table.
hierarchical_prompts	Prompt builders for the hierarchical (map-reduce) analyse path.
language	Source-language detection for prompt assembly.
llm_call_executor	Shared LLM-call scaffolding for the application services.
prompts	Prompt building blocks for the free-text analyse endpoint.
record_links	Rewrite feedback-record mentions in LLM output as EspoCRM hyperlinks.
sensitivity	Sensitivity-detection use case.
summarize	Summarisation use cases — one aggregate summary, or one per record.