Accounting Expert (QuickBooks) — AI Model Evaluation
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Contract · Remote · $120/hr
Role Overview
Huzzle is seeking experienced accountants to test how well frontier AI systems handle real accounting work. You will write realistic accounting prompts that are difficult enough to make a frontier model fail, and then write a rubric for each one that lets any reviewer grade the model's output consistently. A rubric is a list of objective, checkable criteria — a reviewer applies it to an answer and marks each criterion pass or fail.
Training is provided. Prior AI or data-annotation experience is preferred.
Key Responsibilities
Write realistic accounting tasks of the kind a client, controller or business owner would send
Month-end close, bank and credit card reconciliations, AR/AP ageing, accruals and adjusting entries, sales tax, job costing, and cleaning up a messy QuickBooks file
Each request should call for a working deliverable,



usually a spreadsheet, a journal entry schedule or a short memo.
Run the request against a frontier AI model and examine the output with the scrutiny you would apply to work you were signing off. Where the model succeeds, escalate the difficulty until a genuine gap appears.
Author a scoring rubric for each task with objective criteria another reviewer could apply without repeating your work, for example "the reconciled ending balance equals $X" or "the $X deposit is recorded as a customer deposit liability, not revenue."
Requirements
5+ years in accounting, bookkeeping or finance operations
3-4+ years of hands-on QuickBooks (Online or Desktop) in a real business setting
Available 40 hours per week for the next 2 weeks
Excellent written English and precision with numbers
Contract and Payment Terms
You will be engaged as an independent contractor. Fully remote, completed on your own schedule within the

📌 Accounting Expert (Castro Caldelas)
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