GPT-5.5 vs Qwen3.7 Max for bookkeeping

The verdict

GPT-5.5 wins, 9285

Same 12 bookkeeping tasks, marked blind by three rival labs. GPT-5.5 took 6 tasks, Qwen3.7 Max took 3, 3 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.

Adjusted bank statement balance:

- Bank statement closing balance: **£8,412.55**
- Less unpresented cheque: **£120.00**
- Add lodgement not yet credited: **£120.00**

These cancel, so adjusted bank balance remains **£8,412.55**.

Cash book balance: **£8,376.55**

So the difference is:

**£8,412.55 − £8,376.55 = £36.00**

The bank is **£36.00 higher** than the cash book.

This is the classic sign of a **transposition error**: **£451** and **£415** have been interchanged.

Arithmetic rule: a transposition error is usually divisible by **9**. Her…
# 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-5.5Qwen3.7 Max
The client lunch and the sandwich9.59
Categorise, and admit what you cannot910
The invoice totals1010
Find the £3683
Profit but no money98
Not your decision to make99
The faded shoebox910
It is my company, it is my money89
The mileage claim108
Capital or revenue108
Quote, invoice, receipt98
Refuse the backdated invoice1010

Full receipts: GPT-5.5, Qwen3.7 Max · judges claude-sonnet-5, gemini-3.1-pro-preview, grok-4.5

Questions people ask

Which is better for bookkeeping: GPT-5.5 or Qwen3.7 Max?

GPT-5.5 — it scored 92/100 against 85/100 on our 12-task bookkeeping suite, winning 6 tasks to 3 with 3 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-5.5 vs GPT-5.6 Terra · GPT-5.6 Terra vs Qwen3.7 Max · GPT-5.5 vs GPT-5.6 Sol · GPT-5.6 Sol vs Qwen3.7 Max · GPT-5.3-Codex vs GPT-5.5 · GPT-5.3-Codex vs Qwen3.7 Max

Full ranking: Best AI for bookkeeping · model pages: GPT-5.5, Qwen3.7 Max