Explainable AI
If we can't explain a match, we don't make it.
Accountants are accountable for their numbers. So every decision Recon AIQ makes comes with a reason you can read, check and challenge.
Why this was matched
99% confidence- Amount100%
Payout equals the sum of 38 invoices less fees
- Date window96%
Settled 2 days after charges — normal for this processor
- Reference100%
Payout ID ST-8K2 found in processor report
- Payee92%
"STRIPE TRANSFER" mapped to Stripe clearing
Four layers of transparency
How Recon AIQ shows its work.
- 01
Factor-level reasoning
Each proposed match is broken down into the signals that drove it — amount, date window, payee similarity and reference numbers — with a score for each.
- 02
Calibrated confidence
Confidence scores are tuned so that 95% means what it says. That lets you safely auto-approve above a threshold and focus review below it.
- 03
Visible, editable rules
When you correct a match, Recon AIQ proposes a rule. You can see it, edit it, scope it to one client, or retire it.
- 04
Human approval and history
Nothing is written to your ledger without approval. Every action is logged and reversible.
What this means for reviewers
Review faster without reviewing less.
- Bulk-approve high-confidence matches with a clear conscience.
- Spend your attention on the handful of items that need judgment.
- Answer auditor questions with the reasoning already recorded.
- Train new staff faster — the reasons teach the process.
Ready to see ReconAIQ on your own invoices?
Book a 30-minute demo. Bring a few real invoices and we'll walk through the checks, the coding, the approvals, and the time you get back.