Analyzing a company's financial report with AI: which section to read first and why

Assume you are building an AI assistant, based on a large language model and agents, that helps a wealth-management business research listed companies. The interviewer asks: when you use AI to analyze a company's financial report, which part of the report do you look at first, and why? The question expects working financial knowledge about companies and their stocks, and a view on how an AI system should approach a long financial document. Answer with the section you would start from, what it tells you, and how the rest of the analysis follows from it. ```hint Trust before analysis Ask which part of the report tells you whether the figures in the rest of it can be relied on at all. ``` ```hint Where judgement hides Compare how much accounting judgement goes into each of the primary financial statements, and which one is hardest to flatter. ``` ```hint The model's weak spot Think about which kinds of content a language model reads reliably and which it can get subtly wrong, and how that should shape the order of the work. ``` ### Clarifying Questions - What is the analysis for: screening companies for client portfolios, answering advisers' questions, or monitoring existing holdings for risk? - Which reports are in scope: annual or quarterly, which markets, and which accounting standards? - Is the report available as structured, tagged data, or only as a PDF? - Is the output a summary that a person reviews, a score, or an automated decision? ### What a Strong Answer Covers - A clear choice of where to start, justified by how financial reports are produced and audited - Knowledge of the main parts of a report: the auditor's report, the three primary statements, the notes, and management's discussion - How the cash flow statement, income statement and balance sheet check one another, and the common red flags - How the order of work maps onto an AI pipeline: reliable extraction of figures, calculations done outside the model, and citations to the source - Awareness of model failure modes on financial documents: misread or invented figures, confusion of units and periods, and adopting management's framing ### Follow-up Questions - The assistant reports a revenue figure that differs from the one in the statements. How would you design the system so this is caught before a user sees it? - How would you compare the company's figures across several years when it has restated an earlier year or changed its segments? - Which red flags would you have the agent look for in the notes to the financial statements? - How would you evaluate whether the assistant's analysis is any good?