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Deterministic checks
Rule-based comparisons establish a reliable baseline for identifying changes, mismatches and reconciliation points before AI is introduced.
Case / Parity
Document system · Reconciliation tool
parity
Document comparison and reconciliation
Deterministic / hybrid
Report generation
parity is a document comparison and reconciliation platform that combines deterministic checks with AI-assisted review to generate clear reports for teams working with complex documents.
- Year
- 2026
- Category
- Self-hostable deployment solution
- Core modes
- 1. Deterministic
2. Hybrid (deterministic combined with agentic mode) - Built by
- IncuForge
- Status
- Active
Built for reconciliation
parity is shaped for teams that need document comparison to be traceable, repeatable, and easy to review across deterministic checks and AI-assisted reconciliation.
02 / 03
Hybrid review
AI-assisted analysis works alongside deterministic output to help summarise differences, flag context and support clearer report generation.
03 / 03
Report workflow
The platform is designed around practical review flows, giving teams a structured way to move from comparison to reconciliation and final reporting.
Stack
What it runs on
Interface layer
- React / Vite / Next.js — frontend
- TypeScript — language
- CSS / Tailwind — styling
Application core
- Node.js — service layer
- FastAPI — Python APIs
Data layer
- PostgreSQL — database
- pgvector — vector search
Async layer
- Celery — workers
- Redis / Valkey — cache
Storage layer
- S3-compatible — object storage
Document pipeline
- IBM Docling — parsing
- Python DiffEngine — comparison
- LangGraph — hybrid review