From chaos to closed books.
Follow Order #A-4521 — a single ₹2,499 transaction — through the seven stages of a ReconPe reconciliation. Watch four agents and one deterministic engine turn a heap of files into a signed, audit-ready close.
Files land, raw and messy.
Five spreadsheets. Two PDFs. A phone photo of a vendor receipt. Iris reads everything — including the images — without asking you to clean it first.
Shape, types, structure — inferred.
Iris detects column types, the domain (Banking, Trading, Marketplace), and runs vision OCR on PDFs and images so they slot into the same stream as your CSVs.
Vision pass reads scanned invoices and phone photos. The extracted rows look identical to a CSV downstream — domain-detected, type-tagged, ready for matching.
Three names. One canonical schema.
order_id, txn_ref, ORDER_NUMBER — Iris collapses every shape into a single canonical dataset. You approve the mapping, then the matching engine never sees the mess.
Mapping is reviewable, editable, and reversible. The matching engine downstream only ever sees the clean canonical schema — never the messy originals.
Deterministic. Auditable. Zero hallucinations.
ACRE — ReconPe's matching engine — partitions records into blocks, scores candidate pairs with confidence weights, then assigns optimal matches. LLMs reason. ACRE matches.
ACRE is a deterministic engine — same inputs, same matches, every run. No agent ever changes a match decision. The audit trail is reproducible from raw data.
What didn't match — and why.
Argus picks up every unmatched row and every value-mismatch. It runs an investigation pipeline and proposes resolutions with reasoning, not guesses.
Argus runs a fixed investigation pipeline — match-rate, exception types, risk signals, counterparty history — and streams its reasoning live via SSE. You see why, not just what.
This month, in the context of last quarter.
Clio fingerprints every exception by counterparty + amount + direction. When this month's variance is last month's open item, ReconPe surfaces the link — one click closes both.
Every exception gets a deterministic fingerprint — counterparty + amount + direction. When today’s surplus is yesterday’s open item, ReconPe surfaces the link before you do.
Books closed. Trail intact.
Hermes orchestrates the close — disposition, approvals, audit log, downloadable report. Every decision (yours and the agents') is captured forever.
Every decision — yours and the agents’ — is captured forever. Approvals, disposition, escalations, and the underlying raw evidence are bundled into one export. Auditors get the trail. You get your evening back.
The cycle begins again. The memory stays.
New files. New exceptions. The same fingerprint pool, the same pattern banners, the same agents — only smarter than last month, because every decision you made taught the system one more thing.
About the journey itself.
Bring settlement control into one audit-ready workflow.
Start with three free reconciliations each month, then scale into commission audits, COD follow-up, and shared review workflows as volume grows.