Deterministic logic
Matching amounts, dates, and invoice numbers with absolute arithmetic precision, with no need for AI in cases of exact matches.
AI that saves 70–80% of its own cost.
We don't send everything to the AI. Our hybrid engine processes the majority with solid deterministic rules, reducing resource consumption and boosting result accuracy exceptionally.
Smart data flow
Fixed rules Artificial intelligence
Deterministic Matching
55% Tolerance Logic
15% AI Processing (LLM)
25% Human Review
5% 90%
ConfidenceScore™
A transaction is routed to human review only if the confidence score falls below 90%.
Cost savings
- Reduce token consumption by up to 80%.
- Faster response time for routine transactions (under 200ms).
- 99.9% accuracy in matching fixed rules.
Selective generative AI
The LLM is activated only to decode complex descriptions or ambiguous classifications that traditional rules cannot handle.
Real-time results
Processing 500,000 transactions in under 15 minutes at a cost no greater than 10% of full AI processing.
Questions about the hybrid engine
Why don’t you send every transaction to the AI?
Because 70–80% of transactions match perfectly using deterministic rules that don’t need an LLM. This cuts token consumption by up to 80% and speeds responses to under 200 milliseconds, with 99.9% accuracy.
When does generative AI step in?
The LLM is activated only to decode complex descriptions or ambiguous classifications that traditional rules cannot handle — roughly 25% of cases.
What is ConfidenceScore™?
A confidence indicator for every transaction. A transaction is routed to human review only if the score falls below 90%, keeping human intervention within about 5%.
Try the hybrid engine on your data
Book a demo and let your numbers speak.