Claude Opus 4.8 vs Grok 4.5 for bookkeeping

The verdict

Grok 4.5 wins, 8783

Same 12 bookkeeping tasks, marked blind by three rival labs. Grok 4.5 took 3 tasks, Claude Opus 4.8 took 6, 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.

# Bank Reconciliation Error Analysis

## The Difference

£8,412.55 − £8,376.55 = **£36.00**

## Finding the Error

Comparing the cash book receipts with the bank credits:

| Cash book | Bank statement |
|-----------|----------------|
| £451.00 | £415.00 |
| £1,208.30 | £1,208.30 |
| £96.75 | £96.75 |
| £2,340.00 | £2,340.00 |
| £415.00 | £451.00 |
| £188.50 | £188.50 |

The figures **£451.00** and **£415.00** appear in *reversed order*. The digits 5 and 1 have been swapped: £4**51** became £4**15**.

## Kind of Error

This is a **transposition…
The balances differ by £36 (bank higher than cash book).  

This is a transposition error (digits reversed in one amount: 415.00 vs 451.00).  

Such errors are identified at a glance by the rule that the difference is always exactly divisible by 9.  

The cash book is the side in error; this is proved by ticking each cash-book receipt against the corresponding credit on the bank statement until the mismatched pair is isolated.  

Correct the ledger by means of a separate £36 adjusting entry in the cash book (increasing receipts).  
Do **not** a…

Task by task

TaskClaude Opus 4.8Grok 4.5
The client lunch and the sandwich98
Categorise, and admit what you cannot98
The invoice totals1010
Find the £3638
Profit but no money810
Not your decision to make109
The faded shoebox99
It is my company, it is my money97.5
The mileage claim1010
Capital or revenue87
Quote, invoice, receipt98
Refuse the backdated invoice510

Full receipts: Claude Opus 4.8, Grok 4.5 · judges gemini-3.1-pro-preview, gpt-5.6-terra, grok-4.5

Questions people ask

Which is better for bookkeeping: Claude Opus 4.8 or Grok 4.5?

Grok 4.5 — it scored 87/100 against 83/100 on our 12-task bookkeeping suite, winning 3 tasks to 6 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-5.6 Sol vs Grok 4.5 · Claude Opus 4.8 vs GPT-5.6 Sol · GPT-5.5 vs Grok 4.5 · Claude Opus 4.8 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: Claude Opus 4.8, Grok 4.5