A prompt is not a workflow.
Most people type one prompt, get one answer, and ship it. Then it breaks. The number was from 2022. The source was the model's memory, not a filing. Nobody checked. That is not an AI problem. That is a missing system.
Reliable AI finance work needs four parts around the prompt:
-> Official source: anchor every task to the primary document. The 10-K, the 8-K, the earnings call transcript, the press release. Not what the model remembers. -> The prompt: tell it to extract and cite, not to conclude. Every figure comes back with a source, a page, and a date. -> The checklist: the same checks run on every task, so quality does not depend on your mood that day. Source attached. Period covered named. Units and currency stated. Unclear items flagged. -> Human review: you read the output against the source before it leaves your desk. You sign off. The model does not.
The common mistake is treating the prompt as the whole job. The failure mode is a clean-looking answer with a stale or invented number inside it. The discipline is the system around the prompt.
AI builds the draft faster. You still own the judgment, the assumptions, and the sign-off.
Save this and run it on your next task.
Educational content only. Not investment advice, and not a recommendation to buy, sell, or hold any security. Wall Street Prompt. Always verify against the primary source.