FINANCIAL RECONCILIATION PLATFORM | MALAYSIA
Darkwire ingests your ledger and bank data, resolves the entitites, runs an exact-to-semantic match cascade, and surfaces only the breaks that actually need a human. Close the month in hours, not weeks.
02 · HOW IT WORKS
Every transaction takes the same path. The interesting work happens in stages three and four — but stages one and two are why the matchers actually work.
01 · INGEST
CSV, ISO-20022, SFTP, BAI2, Plaid, or direct DB pulls — Darkwire normalizes every shape into a canonical row.
02 · NORMALIZE
Currencies, dates, signs, and FX adjustments are aligned to a single chart of accounts and reporting period.
03 · RESOLVE
"STRIPE *PAYOUT," "Stripe, Inc.," and "stripe treasury llc" collapse to one resolved entity with provenance.
04 · MATCH
Exact → fuzzy → semantic, then a many-to-many optimizer for splits, partials, and netted offsets.
05 · DETECT
Runs in parallel to matching. Velocity, novelty, and pattern-break signals flag what to escalate.
THE MATCH CASCADE
Each transaction enters the cheapest, most defensible matcher first. Anything that can be settled by arithmetic — is. The semantic layer only runs on what's left, and even then it produces a recommendation, not a decision.
03 · CAPABILITIES
Built for month-end close, audit defensibility, and the two-page memo your controller will send to the audit committee.
Every resolved counterparty carriers a full lineage - which raw strings collapsed, by which rule, and who confirmed the merge.
Explore MoreOne ledger entry covering four bank deposits. One deposit netting twelve refunds. Darkwire solves the combinatorics directly.
Explore MoreEvery match exposes its component score - amount, date, counterpay, memo, currency, history - so reviewvers know why.
Explore MoreA separate signal layer runs alongside matching: velocity breaks, novel counterparties, structuring, and timing oddities surface to their own queue.
Explore MoreNetSuite, Sage Intacct, QuickBooks, Stripe, Mercury, Brex, JPM Access, ISO 20022 feeds - without the data-team rewrite.
Explore MoreTeams report month-end close compressed from 9 days to 36 hours, with every decision trail exportable to PBC.
Explore More04 · THE ADVISOR PATTERN
Darkwire writes recommendations the way a careful junior would — with the reasoning attached, in language a controller would write to her board. Auto-match runs only where deterministic rules already passed. Everywhere else, you sign off.
See an advisor recommendation in the demo →GET A DEMO
30-minute walkthrough with your controller in the room. We bring two months of your own data to the cell.