Intelligent mapping of hierarchical account charts using advanced AI. Combines semantic embeddings, heuristic analysis, and LLM reranking for accurate, many-to-many account mappings with full explainability.
A production-ready solution combining business value with technical excellence
Combines semantic embeddings, heuristic scoring, and LLM reranking for robust, accurate mappings with configurable confidence thresholds.
Modular design allows adding new data sources without touching core logic. Unified schema ensures consistency across all inputs.
Complete audit trail with AI explanations for each match. Confidence scores, feature breakdowns, and LLM rationale included.
Tune matching behavior without code changes. Adjustable thresholds, score weights, and AI provider selection.
Supports both AWS Bedrock and OpenAI for embeddings and LLM inference. Auto-selection or explicit provider choice.
Built-in translation capabilities for multilingual account charts. Supports AWS Translate and custom synonym dictionaries.
Parallel batch processing for embeddings, translations, and LLM calls. Typical matching runs complete in 51 seconds instead of 5.5 minutes.
Two-level caching (in-memory + PostgreSQL) eliminates redundant API calls. Repeat operations with cached data complete in under 1 second.
A sophisticated 6-stage matching pipeline
Generate text embeddings using Bedrock Titan or OpenAI. Composes hierarchy path, hints, and metadata.
Find top-K nearest neighbors using cosine similarity on embeddings. Fast in-memory vector search.
Apply rule-based scoring: code structure, depth alignment, bank/IBAN hints. Domain-specific rules.
Use Claude or GPT-5 for semantic reranking with explanations. Batched inference for efficiency.
Weighted blend (65% embed, 25% LLM, 10% heur) with mutuality boost for bidirectional matches.
Filter by confidence threshold (default 0.75), cap to top-M matches per account.
Proven solutions for complex account mapping challenges
Map acquired subsidiary's chart of accounts to parent company standard across different countries and accounting frameworks.
Seamlessly migrate from legacy accounting systems to modern ERP platforms while maintaining historical data integrity.
Map internal chart of accounts to regulatory taxonomies like FINREP, XBRL, or industry-specific reporting standards.
Harmonize charts of accounts across multiple acquisitions or business units for unified financial reporting.
Dive deeper into the technology and see it in action
Try the demo or contact us for production deployment and custom integrations