GPT-5.3-Codex vs Qwen3.7 Max for bookkeeping

The verdict

GPT-5.3-Codex wins, 9285

Same 12 bookkeeping tasks, marked blind by three rival labs. GPT-5.3-Codex took 5 tasks, Qwen3.7 Max took 2, 5 tied. Tested 27 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.

You have an **unexplained difference of £36.00**:

\[
£8,412.55 - £8,376.55 = £36.00
\]

The £120 unpresented cheque and £120 lodgement cancel out, so they are **not** the cause.

### What kind of error this is
This is the classic pattern of a **transposition error** (digits swapped), e.g. **£451** vs **£415**.

\[
451 - 415 = 36
\]

### The quick arithmetic rule
If a reconciliation difference is divisible by **9**, suspect a transposition or similar digit error.

\[
36 \div 9 = 4 \text{ exactly}
\]

So £36 immediately points to that class of e…
# Bank Reconciliation Error Analysis

## 1. The Difference

| | £ |
|---|---|
| Bank statement closing balance | 8,412.55 |
| Cash book closing balance | 8,376.55 |
| **Difference** | **36.00** |

The outstanding items (unpresented cheque £120 and lodgement £120) cancel each other out, so the adjusted bank balance remains £8,412.55. The unreconciled difference is **£36.00**, with the bank balance sitting higher than the cash book.

---

## 2. Type of Error

This is a **transposition error** — two adjacent digits have been swapped when entering…

Task by task

TaskGPT-5.3-CodexQwen3.7 Max
The client lunch and the sandwich99
Categorise, and admit what you cannot910
The invoice totals1010
Find the £3683
Profit but no money108
Not your decision to make109
The faded shoebox810
It is my company, it is my money99
The mileage claim108
Capital or revenue88
Quote, invoice, receipt98
Refuse the backdated invoice1010

Full receipts: GPT-5.3-Codex, Qwen3.7 Max · judges claude-sonnet-5, gemini-3.1-pro-preview, grok-4.5

Questions people ask

Which is better for bookkeeping: GPT-5.3-Codex or Qwen3.7 Max?

GPT-5.3-Codex — it scored 92/100 against 85/100 on our 12-task bookkeeping suite, winning 5 tasks to 2 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-5.3-Codex vs GPT-5.6 Terra · GPT-5.6 Terra vs Qwen3.7 Max · GPT-5.3-Codex vs GPT-5.6 Sol · GPT-5.6 Sol vs Qwen3.7 Max · GPT-5.3-Codex vs GPT-5.5 · Claude Fable 5 vs GPT-5.3-Codex

Full ranking: Best AI for bookkeeping · model pages: GPT-5.3-Codex, Qwen3.7 Max