LedgerLoop reconciles your payment-gateway settlement feed against your internal order ledger — a 60-row batch of realistic, messy synthetic data every run. It matches what it can with deterministic rules, escalates only the genuinely ambiguous residue to an LLM, and reports its match rate plus a full, honest list of what it couldn't resolve. No cherry-picking.
Why now
Every finance team still closes settlement reconciliation by hand in a spreadsheet — matching payout UTRs against orders, chasing delayed settlements, spotting duplicate credits. The bottleneck in 2026 isn't producing more transactions, it's verifying the ones you already have.
Engine design
Reference number found verbatim, fee-adjusted amount and settlement date inside the normal window. Deterministic, instant, zero AI cost.
Same clean reference, but the fee ratio or settlement delay sits outside the fast path. Still a rule, still fully explainable — just a wider band.
One batched LLM call over only what rules could not resolve — garbled references, fuzzy narrations. Every AI pairing ships with a confidence score and a one-line reason.
Generate a fresh 60-record synthetic settlement batch, watch the three tiers run, and read the exception list the engine couldn't resolve.
Open the Console