GoldieBench Blog · 6 min read
Grok Bot For Accounting + Which AI Models To Pair With It: Live GoldieBench Scores And What They Mean For Bookkeeping Work
GoldieBench scores the models around your bookkeeping Bot, not the one inside it; here is how to read the overall and Pages columns for finance reports.

Grok Bot for accounting chooses its own model for every task, so the benchmark question for a bookkeeping workflow is which models to run around the Bot, not which one sits inside it.
This page reads the live GoldieBench pages on 6 November 2026 and explains what those numbers can and cannot tell a small finance team.
The Grok Bot facts come from the official use cases page and security page; every score is quoted from the GoldieBench page it sits on.
A note on scope: this covers workflow and model choice, not accounting, tax or legal advice, and the Bot only prepares work that a person then signs off.
Want help picking models for your own finance admin? Book a free SEO strategy session with my team.
There is no model picker in Grok Bot
The security page says Grok Bot manages model selection and offers no customer-facing model picker.
xAI does not say which model handles a given request.
So nothing on GoldieBench is a Grok Bot score, and you should not read the Grok row below as one.
What the board is good for is the other half of an Agent OS: the model that writes your finance briefs and the one that builds the report pages your bookkeeper opens.
What GoldieBench measures, and why that matters for bookkeeping
The methodology page sets the rules: every model gets the same fixed prompt, one shot, and must return a single self-contained HTML file.
Each result gets Julian's own 0 to 10 score, and the ranking is the average across every task a model was scored on.
That tests building things, such as games, simulations, visuals and web pages.
It does not test matching receipts, reading invoices or reconciling a spreadsheet.
Treat the scores as a guide to which model builds a clean report page or tracker from data the Bot prepared, never as proof of numeric accuracy.
The overall leaderboard, read 6 November 2026
| Rank | Model | Avg / 10 | Tasks scored |
|---|---|---|---|
| 1 | Fusion | 8.59 | 47 of 47 |
| 2 | Claude Opus 5 | 8.27 | 50 of 50 |
| 3 | Hermes MoA | 8.17 | 47 of 47 |
| 4 | GPT-5.6 Sol | 8.16 | 50 of 50 |
| 5 | Claude Fable 5 | 8.10 | 47 of 47 |
| 6 | Qwen 3.8 | 8.10 | 45 of 45 |
| 7 | Grok | 8.09 | 43 of 47 |
All seven rows come from the GoldieBench leaderboard.
The header ticker also shows LongCat-2.0 at 8.12, but its row is marked provisional with only four tasks, so it sits outside the ranked list.
The Pages category is the nearest fit for finance reports
GoldieBench groups tasks into Games, Visuals, Sims and Pages, and Pages has three tasks.
Single-file web pages are the closest thing on the bench to a month-end summary page or a receipts tracker.
Top five Pages averages from the leaderboard's Pages tab:
| Model | Pages avg / 10 (3 tasks) |
|---|---|
| Fusion | 8.50 |
| Claude Opus 5 | 8.47 |
| GPT-5.6 Sol | 8.47 |
| Qwen 3.8 | 8.40 |
| Grok | 8.33 |
The leaderboard's Best at column tags GPT-5.6 Sol with Pages.
Three tasks is a thin sample, so a gap of a few hundredths between rows tells you very little.
Grok's three Pages builds, one by one
On the Grok model page, the scorecard lists Landing at 9.0 and Webos at 9.0, both with a gold medal, and Aipbpromo at 7.0.
The Grok deep dive, marked "Data refreshed 2026-10-27", puts Grok's Pages average at 8.3 against a field average of 7.7.
Its Landing verdict praises a clean nav, a gradient headline and dual buttons from a single sentence.
For finance work, the useful read is that a simple, tidy summary page is within reach of most models near the top, and the spread between them is small.
Conflicts on the bench you should know about
The methodology page still says models with zero scored tasks are unranked and lists Grok among them.
The Grok model page has a trade-off line saying none of its demos has a curated verdict yet.
Yet the leaderboard shows Grok seventh at 8.09 with 43 of 47 tasks scored.
The deep dive, refreshed on 27 October, gives a board rank of eighth of 26 ranked models.
Go by the live leaderboard row and its date, and recheck before you quote a rank.
A pairing for a small accountancy's month-end
- Grok Bot runs the Expense manager role from the docs: it matches receipts from the finance inbox, flags exceptions and drafts one chaser per person.
- Its output is a new spreadsheet and a short summary, with the originals untouched.
- In your Agent OS, a Pages leader such as Fusion, Claude Opus 5 or GPT-5.6 Sol turns that sheet into a one-page month-end summary for the client.
- A qualified accountant reviews the sheet and the page, then decides what goes to the client.
The model choice shapes how the page looks; the review shapes whether it is right.
A pairing for a shop owner's receipts tracker
- The owner gives suppliers a receipts alias on the Bot's own address; the apps and email docs say a routine on an alias runs only for mail sent to it.
- The routine files each attachment to Drive and adds a row to a sheet.
- Once a week the Agent OS model builds a tracker page from that sheet, showing which suppliers have open queries.
- The owner and bookkeeper use the tracker to decide what to chase; the Bot drafts, they send.
If you want the page inside Grok Bot instead, Pages is rolling out gradually and is not on Enterprise teams yet.
Three checks before you pick a report model
- Open the leaderboard's Pages tab on the day you choose, and note the date next to the score you rely on.
- Play the actual Pages builds for your shortlist, because each cell links to a live one-shot demo you can open in the browser.
- Give your top two models the same month-end sheet from the Bot and compare the pages they build, with your bookkeeper as the judge.
The third check is the only one that uses your own data, so it should carry the most weight.
If you would like a hand running that comparison, book a free call with my team.
What the scores cannot tell you about the Bot
No GoldieBench task checks how well a model reads a scanned receipt or ties a total back to a source sheet.
For that, use the checks xAI itself recommends for the Expense manager role: a policy citation on every exception and totals that reconcile back to the source.
Keep the Bot's guardrails on as well: the Vault page says saved logins and card details are never revealed to the Bot, and email a routine writes waits as a draft.
For broader business pairings, see our Grok Bot for business model guide.
The model trainings and the Agent OS are inside the AI Profit Boardroom.
Also On Our Network
- Agent Operatorsthe eight-step build for a bookkeeping Bot that stops at review
- AI Income Deskfive small-business finance admin use cases, plans and risks
- AI Tool Verdictan eight-criteria scorecard for bookkeeping prep, rated from the docs
- agentos.guidefive copy-paste bookkeeping prompts and a weekly review rhythm
- aiprofitboardroom.comthe complete Grok Bot for Accounting guide on the AI Profit Boardroom blog
Pick the report model from the dated board, keep a person on every send, and join the AI Profit Boardroom to run Grok Bot for accounting.
FAQ
Which model does Grok Bot use for bookkeeping tasks?
xAI does not say. The security page says Grok Bot manages model selection and there is no customer-facing model picker.
Does GoldieBench test accounting accuracy?
No. It scores one-shot single-file HTML builds such as games, sims, visuals and pages. It says nothing about reconciliation accuracy.
Which models lead the Pages category?
On the leaderboard read 6 November 2026, Fusion averages 8.50 on Pages, Claude Opus 5 and GPT-5.6 Sol 8.47, Qwen 3.8 8.40 and Grok 8.33.
Why do Grok's rank and status differ between pages?
The live leaderboard shows Grok seventh, the 27 October deep dive says eighth, and the methodology page still calls it unranked. Use the dated leaderboard row.
Should the Bot or my Agent OS build the month-end page?
Either works. Pages in Grok Bot is still rolling out and not on Enterprise teams, so many owners will build the page in their Agent OS from the sheet the Bot prepared.


