Product Architecture
The Polars-Powered Reconciliation Engine
Built on Rust for speed, Python for AI, and React for experience. AlignAI is not just a tool; it's a high-performance data pipeline.
Ingest
Any Format
AI Transform
Semantic Map
Polars Match
Vectorized Engine
Break Agent
Auto-Research
Platform Modules
Polars Matching Engine
Sub-second matching for millions of records. Supports 1:1, 1:M, M:M, and aggregation strategies.
Transform Agent
Natural language ETL. 'Convert date to ISO and remove nulls' is all you need to type.
Enterprise Guardrails
Policy-as-code ensures AI never hallucinates rules. Full audit trails for every agent action.
Data Dashboard
Real-time visibility into break ageing, team workload, and match rates.
Benchmark
| Capability | Legacy Tools | AlignAI |
|---|---|---|
| Setup Speed | 4-12 Weeks | 3 Days |
| Engine | SQL / Java | Rust / Polars |
| Mapping | Manual Regex | Semantic AI |
| Break Resolution | Manual | Agentic |