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It also covers a selected list of companies listed on DFM, ADX and Tadawul.

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Imported US figures come from SEC EDGAR filings: Forms 10-K, 10-Q and 10-KT and their amendments. A company hub may also quote a figure exactly as a cited SEC filing or company release states it. We do not use exchange websites or data aggregators as a source of financial-statement figures. How we import and calculate these figures is in our methodology.

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GCC figures are keyed from each issuer's own financial-statement PDF with our entry tool, with AI assistance. Code then checks that each figure is printed on its cited page, in the row with its printed label, and each figure must pass our fact-check step before it shows. Code also records the column and the sign, and lists any mismatch for review.

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Claude also helps key GCC figures from issuers' PDFs, and code checks each one against the PDF's own text before it shows.

Claude also helps key the guidance an earnings release states, and code checks that each quote and value is printed in the release before it shows.

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