Claude Sonnet 5 vs Kimi K3 for bookkeeping

The verdict

Kimi K3 wins, 8481

Same 12 bookkeeping tasks, marked blind by three rival labs. Kimi K3 took 3 tasks, Claude Sonnet 5 took 5, 4 tied. Tested 18 Aug 2026.

Where they differed most

The task — Find the £36

A bank reconciliation will not balance. The bank statement closing balance is £8,412.55. The cash book closing balance is £8,376.55. Outstanding items already accounted for: an unpresented cheque of £120.00 and a lodgement of £120.00 not yet on the statement, which cancel each other out. The bookkeeper has checked her additions twice. The cash book receipts for the month, as entered: £451.00, £1,208.30, £96.75, £2,340.00, £415.00, £188.50. The corresponding bank credits: £415.00, £1,208.30, £96.75, £2,340.00, £451.00, £188.50. Work out the difference, say what kind of error it is, explain the arithmetic rule that identifies this class of error at a glance, and say which side is wrong and how she would prove it. Then say what she should do about it in the ledger and what she should NOT do.

## Step 1 – Find the actual difference

Bank statement balance: **£8,412.55**
Cash book balance: **£8,376.55**

Difference = £8,412.55 − £8,376.55 = **£36.00**

The unpresented cheque and the outstanding lodgement are both £120.00, so they cancel out and are *not* the cause of the imbalance. The £36.00 has to be explained by something else.

## Step 2 – Spot the pattern in the receipts

Line up the cash book receipts against the bank credits:

| Cash book | Bank statement |
|---|---|
| 451.00 | 415.00 |
| 1,208.30 | 1,208.30 |
| 96.75 | 96.75 |…
Kimi K310/10
### 1. Difference

\[
£8,412.55-£8,376.55=\boxed{£36.00}
\]

The unpresented cheque and outstanding lodgement cancel:

\[
£8,412.55-£120+£120=£8,412.55
\]

So the unexplained difference remains **£36, with the bank balance higher than the cash book**.

### 2. Type of error indicated

£36 has the classic signature of a **digit-transposition error**:

\[
£451-£415=£36
\]

The rule is that a difference caused by transposing digits is divisible by 9:

\[
36\div 9=4
\]

For adjacent digits \(a\) and \(b\):

\[
(10a+b)-(10b+a)=9(a-b)
\]

More general…

Task by task

TaskClaude Sonnet 5Kimi K3
The client lunch and the sandwich58
Categorise, and admit what you cannot88
The invoice totals1010
Find the £36310
Profit but no money98
Not your decision to make109
The faded shoebox88
It is my company, it is my money68
The mileage claim109
Capital or revenue106
Quote, invoice, receipt98
Refuse the backdated invoice99

Full receipts: Claude Sonnet 5, Kimi K3 · judges gemini-3.1-pro-preview, gpt-5.6-terra, grok-4.5

Questions people ask

Which is better for bookkeeping: Claude Sonnet 5 or Kimi K3?

Kimi K3 — it scored 84/100 against 81/100 on our 12-task bookkeeping suite, winning 3 tasks to 5 with 4 tied. Every answer was marked blind by three judges from three rival AI labs.

How was this tested?

Both models answered the identical published bookkeeping tasks. Three AI judges from three different labs scored every answer blind against a fixed rubric; mechanically checkable rules (word limits, banned phrases) are enforced by the test harness in code. The raw outputs and judge verdicts are downloadable.

More bookkeeping head-to-heads: GPT-5.6 Sol vs Kimi K3 · Claude Sonnet 5 vs GPT-5.6 Sol · GPT-5.5 vs Kimi K3 · Claude Sonnet 5 vs GPT-5.5 · Grok 4.5 vs Kimi K3 · Claude Sonnet 5 vs Grok 4.5

Full ranking: Best AI for bookkeeping · model pages: Claude Sonnet 5, Kimi K3