GLM 5.2 vs Kimi K3 for bookkeeping

The verdict

Kimi K3 wins, 8481

Same 12 bookkeeping tasks, marked blind by three rival labs. Kimi K3 took 4 tasks, GLM 5.2 took 3, 5 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.

**1. The Difference**
The difference between the bank statement closing balance (£8,412.55) and the cash book closing balance (£8,376.55) is **£36.00**. 

**2. Kind of Error**
This is a **transposition error**. Specifically, the figures £451.00 and £415.00 have been transposed. The bookkeeper has entered £451.00 in the cash book where she should have entered £415.00 (or vice versa, but the cash book balance is lower, meaning a receipt is understated or a payment is overstated). 

**3. The Arithmetic Rule**
The rule that identifies this class of…
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

TaskGLM 5.2Kimi K3
The client lunch and the sandwich108
Categorise, and admit what you cannot108
The invoice totals1010
Find the £36310
Profit but no money88
Not your decision to make89
The faded shoebox88
It is my company, it is my money88
The mileage claim89
Capital or revenue86
Quote, invoice, receipt88
Refuse the backdated invoice89

Full receipts: GLM 5.2, Kimi K3 · judges claude-sonnet-5, gemini-3.1-pro-preview, gpt-5.6-terra

Questions people ask

Which is better for bookkeeping: GLM 5.2 or Kimi K3?

Kimi K3 — it scored 84/100 against 81/100 on our 12-task bookkeeping suite, winning 4 tasks to 3 with 5 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 · GLM 5.2 vs GPT-5.6 Sol · GPT-5.5 vs Kimi K3 · GLM 5.2 vs GPT-5.5 · Grok 4.5 vs Kimi K3 · GLM 5.2 vs Grok 4.5

Full ranking: Best AI for bookkeeping · model pages: GLM 5.2, Kimi K3