Experts / Train AI / Finance and accounting
Finance experts who train AI.
Chartered accountants, CPAs and finance professionals who write and review financial reasoning for frontier models.
What finance experts do.
Each one is qualified or experienced in their area and AI-interviewed in it.
Write
Tax, accounting and finance answers with the rule behind them.
Review
Check model calculations and reasoning line by line.
Evaluate
Build test sets for real finance workflows.
Red-team
Find advice that is wrong or non-compliant.
Specialities: Tax · Audit · Financial reporting · Corporate finance · Investment analysis · IFRS · US GAAP
Sample finance tasks.
Ideal answers, written by experts
A tax professional writes the answer a senior colleague would give, then cites the rule behind it. The model learns the reasoning, not just the result.
- Style guide agreed with your team
- Every answer cites its source
- Second-expert edit on a sample
A UK sole trader earns £58,000 profit this year. Explain how their Class 4 National Insurance is worked out.
Class 4 is charged on profits between the lower and upper profits limits at the main rate, and on profits above the upper limit at the additional rate. Work out each band separately, then add them. Cites HMRC NIM24000.
Questions
Anything else? Talk to us and a specialist will reply.
How do you check finance experts' expertise?
Each expert passes a 10-minute AI interview in finance and accounting, and a senior expert in the same field reviews their score before they work on any task.
Can we choose the sub-specialities and languages?
Yes. Tell us the sub-specialities, languages and countries you need, and we recruit and calibrate experts to match before the pilot.
How is our data protected?
Project data stays in an isolated workspace, is encrypted at rest and in transit, and is never used to train other models.
I work in finance and accounting. How do I join?
Apply with the short form on our Find work page. You take one AI interview in finance and accounting, and we match you to projects that fit your expertise and hours.
How much does the work pay?
Rates depend on the project and your level. You see the rate before you accept any work.