AI Agent

Anomaly detection for your books.

The anomaly agent watches every transaction continuously. When something looks off, it escalates to your dedicated bookkeeper before it compounds.

Flagged today

Duplicate Stripe charge

$1,240 posted twice on Mar 14

Flagged

Margin drop, Shopify

Gross margin dropped 4 pts vs prior 30 days

Flagged

Bank balance variance

Book balance $312 above bank feed

Flagged

Refund rate spike

WooCommerce refunds up 2.4x for SKU APP-12

Flagged
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Trusted by e-commerce founders who fired their old bookkeeper.

The problem

Errors hide in volume. Volume is what e-commerce has.

Errors surface at year-end review.

Miscategorizations and duplicates discovered in December cost real money to fix in January.

Margin drops go unnoticed.

A fee tier change or vendor price hike erodes margin quietly. By the time it shows up, a quarter is gone.

Duplicate entries pile up.

Syncing tools, manual imports, and double-posted refunds inflate revenue and understate net income.

How it works

The AI flags. A human resolves. Nothing posts without a sign-off.

01

Ingest the activity.

Every transaction, balance, and ratio streamed from connected channels and accounts.

02

Compare to baseline.

Patterns scored against your historical baseline and category-level benchmarks.

03

Escalate the outliers.

Duplicates, unusual fees, margin compression, and bank mismatches surfaced for human review.

04

Bookkeeper resolves.

Your dedicated accountant investigates each flag and posts the correction inside the audit trail.

What it detects

Six categories of anomaly, watched continuously.

Duplicate detection

Catches accidental double-entries from syncing tools, imports, or manual posting errors.

Margin compression alerts

Notifies when gross margin drops below expected thresholds for any channel or product.

Unusual expense flagging

Surfaces vendors, amounts, or timing that fall outside your normal pattern.

Bank balance reconciliation

Detects when book balance diverges from actual bank balance, before it grows.

Refund anomaly detection

Spots unusually high refund rates that may signal fraud, product issues, or platform errors.

Revenue drop alerts

Identifies sudden channel revenue declines that often indicate listing suppression or platform issues.

Built on top of reconciliation and the categorization agent. Ships inside monthly bookkeeping.

How we compare

Where Reconsail fits among the alternatives.

Continuous monitoring

Reconsail✓ Yes
QuickBooks rules· No
Manual review· No

Pattern learning

Reconsail✓ Yes
QuickBooks rules· No
Manual review· No

Margin compression alerts

Reconsail✓ Yes
QuickBooks rules· No
Manual reviewmonthly

Human reviewer included

Reconsail✓ Yes
QuickBooks rules· No
Manual review✓ Yes

Audit-trail logged

Reconsail✓ Yes
QuickBooks ruleslimited
Manual reviewvaries

Who it's for

Built for teams like yours.

Operator running 5+ channels

Volume hides problems. You want a system that surfaces fee changes and duplicates the day they happen.

DTC brand with vendor sprawl

Dozens of vendors, weekly new charges. You want unusual vendor patterns flagged before they become recurring.

Finance lead at $10M+

Year-end review used to be a horror movie. You want anomalies caught monthly, not annually.

FAQ

Anomaly detection, answered.

What is accounting anomaly detection?

Accounting anomaly detection is the use of machine learning to spot transactions that fall outside expected patterns. Reconsail's agent watches every transaction, balance, and ratio continuously, then flags duplicates, miscategorizations, unusual fees, and margin compression for human review before close.

What does the anomaly agent flag for human review?

The agent escalates duplicate charges, unexpected vendor patterns, sudden margin drops, unusual fee tiers, and bank balance mismatches. It does not auto-correct. Your dedicated bookkeeper or senior reviewer investigates each flag and resolves it inside the audit trail before close.

How is this different from QuickBooks bank rules?

QuickBooks rules apply a static label to a known pattern. The anomaly agent learns the baseline for your business and surfaces patterns that deviate, including patterns no rule would have predicted. Real bookkeeper review is the safeguard against false positives.

Does the agent ever modify my books on its own?

No. The agent prepares findings. Your dedicated bookkeeper approves or rejects each one. Nothing posts to your ledger without a human in the loop, and every decision is logged in the audit trail.

How quickly are anomalies surfaced?

The agent runs continuously. Most flags appear within minutes of the underlying transaction landing. Critical anomalies (bank balance mismatches, duplicate large charges) trigger immediate notifications to your bookkeeper so they can be resolved before close.

Stop discovering problems at year-end.

Book a discovery call. We'll show the anomaly agent running on a sample of your activity.