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Articles

Why jumoca FLOW works the way it does, and how it compares with other ways of getting figures from reports into a model.

  • How to fill Excel with figures from financial reports

    Copying by hand, PDF converters, autopilot AI or jumoca FLOW: which approach saves time, which one carries risk, and how you prove afterwards where a figure came from.

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  • Why faster is not always better

    AI reads an annual report in seconds and sounds completely sure of itself. That is exactly what makes it so dangerous in finance. What can go wrong, where it already has, and why the check belongs before anything is written.

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  • Why no automatic check can replace review

    Confidence scores, cited sources, a second model, XBRL data, totals that add up: each of these safeguards sounds as if AI figures could go into a model unchecked. Why that holds for none of them, what each one really measures, and what that means for the word “automatic”.

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  • What makes an AI tool trustworthy?

    AI tools promise speed, but few say where your data goes, who can read it and how long it stays. What actually earns trust, what has already gone wrong, and the questions worth asking before you upload anything.

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Auditable data extraction for Excel models.

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