KAMKam Automated Metrics
Demonstration mode — Bluegrove Coffee Roasters is an entirely fictional company with synthetic data, including deliberately seeded bookkeeping errors.

Bluegrove Coffee Roasters, Inc. · S corporation · accrual basis

Financial Diagnostic — Year Ended December 31, 2025

Every finding shows its rule, confidence, plain-English and technical explanations, source evidence, and — where the evidence supports one — a balanced correcting entry for qualified review. In the full product, findings can be accepted, dismissed, or marked intended, and those dispositions persist across future runs.

High severity — resolve before relying on these numbers (4)

Medium severity — resolve during the next close (15)

Insights & awareness (4)

Checks that passed (17)

Trial balance ties (debits = credits), all 12 periods

Debits equal credits in every reporting period.

Balance sheet equation holds, all 12 periods

Assets = liabilities + equity (including current-year income) in every period.

No missing reporting periods

Activity present January 2025 through December 2025.

No sign of a double-imported file

2 transactions have an exact twin (0.7% of the ledger) — within the normal range for repeated charges and split payment runs. Genuine duplicate payments are reported separately under L-01.

Net income / retained-earnings roll-forward consistent

Monthly activity sums to the year-to-date figure; no direct postings to Retained Earnings in the final period.

Debit/credit signs intact; every entry balances

No negative debit or credit fields; all entries balance.

Financial statements agree to the trial balance

Statements are computed directly from the same normalized ledger as the trial balance.

Benford first-digit screen

Not run: 97 qualifying disbursements after excluding recurring series — below the 500-transaction floor where this test is statistically meaningful. A digit test on a small population produces noise, not signal.

No unexplained material round-dollar journal entries

Round-dollar journals either don't exist or are covered by a more specific finding.

Entry-timing review (weekend/after-hours posting)

1 material manual entries carry weekend effective dates. Not reported as findings: a general-ledger date is the effective date, not the keystroke date, so weekend dating is not evidence of anything on its own. True after-hours posting analysis requires entry creation timestamps, available only on a direct QuickBooks connection.

All statement-to-ledger differences traced to identified items

Every difference between provided statements and the ledger is explained by a specific finding.

No potential duplicate transfers detected

No matching-amount transfer pairs between cash accounts within a 3-day window.

No shareholder/partner loan accounts requiring classification review

No owner loan balances found.

Payroll liabilities turn over normally

Withholdings are remitted on cadence; balances stay at a normal accrual level.

System and holding accounts are clear

Opening Balance Equity, uncategorized/holding accounts, unapplied cash and reconciliation-discrepancy accounts are all clear, and no journal entries were posted directly to retained earnings.

Recurring charges all present

Every established recurring payment pattern continued through December. Detecting a MISSING charge is how a bank feed that quietly stopped syncing, or an unrecorded month, gets caught.

Customer and vendor balances rebuilt from the ledger

Per-name balances were computed for 1 customer and 0 vendors where both the charge and its settlement fall inside the period. 5 names had only one side visible — typically a prior-period invoice or bill settled during this window — so no balance conclusion was drawn for them. A direct QuickBooks connection supplies true aging and removes this limitation.