Description review
Accounting Expert: AI Model Evaluation
Huzzle · Germany · back to the listing
HR standards
59/100
needs work
Title ↔ description
49/100
poor
Reads as
Accountant
89% confident
What this role officially is
accountant — ESCO, the EU occupation classification
Accountants review and analyse financial statements, budgets, financial reports, and business plans in order to check for irregularities resulting from error or fraud, and provide their clients with financial advice in matters such as financial forecasting and risk analysis. They may audit financial data, resolve insolvency cases, prepare tax returns and provide other tax-related advice in reference to current legislation.
Also known as: accounting technician, production accountant, accounting supervisor, financial accountant, head financial accountant, certified public accountant
How others title the same work
Large employers
- Cost Accounting Manager Canonical
- Group Financial Controller Canonical
- Revenue Accountant Canonical
- Systems & Controls Accountant Canonical
- Tax Senior Associate Canonical
Startups
- Finance Controller GoSats
What the listing never says
- 17 bullet points. Long requirement lists deter qualified candidates, who read them as hard gates. Scope clarity
- No pay range published. Candidates cannot tell whether applying is worth their time. Pay transparency
- No location or timezone policy stated, so a candidate cannot tell where they may work from. Scope clarity
The listing, marked up
Nothing in the wording of this listing tripped a check. The scores above still judge how complete and coherent it is.
About Huzzle Labs
Huzzle Labs partners with frontier AI labs to evaluate and improve frontier models through deep human expertise. Contributors directly assess advanced AI systems in their specialist fields, receive competitive compensation, and help define the standards used to measure model performance.
About the Role
Huzzle Labs is seeking experienced accountants to write realistic accounting tasks that test how well frontier AI systems handle accounting work. You will create prompts that are difficult enough for a frontier model to fail, then write a scoring rubric for each task so reviewers can assess the output consistently. A rubric is a list of objective, checkable criteria that a reviewer marks pass or fail. Your judgement helps define the standards used to measure model performance.
This is an expert judgement role focused on realistic task design, careful review of model output and precise, consistent documentation. Training is provided. Prior AI training or data-annotation experience is required.
Responsibilities
• Write realistic accounting tasks: Create requests of the kind a client, controller or business owner would send, covering month-end close, bank and credit card reconciliations, AR/AP ageing, accruals and adjusting entries, sales tax, job costing and the clean-up of incomplete or inconsistent books.
• Build from real material: Review a deal room containing hundreds of files, select the relevant documents and use them to develop prompts and rubrics for tasks a frontier model struggles to complete correctly.
• Require usable deliverables: Each request should call for a working output, usually a spreadsheet, a journal entry schedule or a short memo.
• Test against a frontier model: Run each request and review the output with the care you would apply when signing off accounting work. Where the model succeeds, increase the difficulty until a genuine gap appears.
• Write scoring rubrics: Define objective criteria that another reviewer can apply without repeating your work, for example, “the reconciled ending balance equals $X” and “the $X deposit is recorded as a customer deposit liability, not revenue.”
• Apply guidelines consistently: Follow the task and rubric guidelines, flag ambiguous cases and help refine the criteria.
Requirements
• At least 5 years in accounting, bookkeeping or finance operations.
• Prior AI training or data-annotation experience is required.
• Hands-on knowledge of month-end close, reconciliations, AR/AP, accruals and adjusting entries, sales tax and job costing.
• Excellent written English and precision with numbers.
• Careful and detail-oriented: accurate figures and objective, checkable criteria.
• Available 20 to 40 hours per week for an initial one-week trial, with potential extension.
Example Assignment
For a client deal room covering a small business with incomplete and inconsistent books, you would:
• Review the files and select the relevant documents, such as bank statements, ledgers, invoices and ageing reports.
• Write a prompt as the business owner or controller would, asking for a reconciliation and the adjusting entries needed to close the month.
• Run the prompt against a frontier AI model and check the spreadsheet or journal entry schedule line by line.
• If the model completes the task correctly, increase the difficulty, for example, by adding a customer deposit, a timing difference or a sales tax complication, until it fails.
• Write the rubric, such as “the reconciled ending balance equals $X” and “the $X deposit is recorded as a customer deposit liability, not revenue,” so another reviewer can grade any answer without repeating the work.
Confidentiality
An NDA must be signed before the engagement begins.
Benefits
Compensation: $60 - $90 USD / hour
Find Jobs in Germany on Arbeitnow
Huzzle Labs partners with frontier AI labs to evaluate and improve frontier models through deep human expertise. Contributors directly assess advanced AI systems in their specialist fields, receive competitive compensation, and help define the standards used to measure model performance.
About the Role
Huzzle Labs is seeking experienced accountants to write realistic accounting tasks that test how well frontier AI systems handle accounting work. You will create prompts that are difficult enough for a frontier model to fail, then write a scoring rubric for each task so reviewers can assess the output consistently. A rubric is a list of objective, checkable criteria that a reviewer marks pass or fail. Your judgement helps define the standards used to measure model performance.
This is an expert judgement role focused on realistic task design, careful review of model output and precise, consistent documentation. Training is provided. Prior AI training or data-annotation experience is required.
Responsibilities
• Write realistic accounting tasks: Create requests of the kind a client, controller or business owner would send, covering month-end close, bank and credit card reconciliations, AR/AP ageing, accruals and adjusting entries, sales tax, job costing and the clean-up of incomplete or inconsistent books.
• Build from real material: Review a deal room containing hundreds of files, select the relevant documents and use them to develop prompts and rubrics for tasks a frontier model struggles to complete correctly.
• Require usable deliverables: Each request should call for a working output, usually a spreadsheet, a journal entry schedule or a short memo.
• Test against a frontier model: Run each request and review the output with the care you would apply when signing off accounting work. Where the model succeeds, increase the difficulty until a genuine gap appears.
• Write scoring rubrics: Define objective criteria that another reviewer can apply without repeating your work, for example, “the reconciled ending balance equals $X” and “the $X deposit is recorded as a customer deposit liability, not revenue.”
• Apply guidelines consistently: Follow the task and rubric guidelines, flag ambiguous cases and help refine the criteria.
Requirements
• At least 5 years in accounting, bookkeeping or finance operations.
• Prior AI training or data-annotation experience is required.
• Hands-on knowledge of month-end close, reconciliations, AR/AP, accruals and adjusting entries, sales tax and job costing.
• Excellent written English and precision with numbers.
• Careful and detail-oriented: accurate figures and objective, checkable criteria.
• Available 20 to 40 hours per week for an initial one-week trial, with potential extension.
Example Assignment
For a client deal room covering a small business with incomplete and inconsistent books, you would:
• Review the files and select the relevant documents, such as bank statements, ledgers, invoices and ageing reports.
• Write a prompt as the business owner or controller would, asking for a reconciliation and the adjusting entries needed to close the month.
• Run the prompt against a frontier AI model and check the spreadsheet or journal entry schedule line by line.
• If the model completes the task correctly, increase the difficulty, for example, by adding a customer deposit, a timing difference or a sales tax complication, until it fails.
• Write the rubric, such as “the reconciled ending balance equals $X” and “the $X deposit is recorded as a customer deposit liability, not revenue,” so another reviewer can grade any answer without repeating the work.
Confidentiality
An NDA must be signed before the engagement begins.
Benefits
Compensation: $60 - $90 USD / hour
Find Jobs in Germany on Arbeitnow