Why we don't just hand the specification to ChatGPT
How Offra turns hundreds of pages of tender documents into a list of requirements, each tied to its sentence, and why one request to an AI can't.
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How the numbers are produced, and how we check that they hold up.
How Offra turns hundreds of pages of tender documents into a list of requirements, each tied to its sentence, and why one request to an AI can't.
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Ten public sources, what each one lets us say, what is missing and why — and what still works on any tender at all, indexed or not.
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Four models, one rubric, and the evaluation discipline that makes the numbers worth quoting — including the results we threw away.
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The price range and the likely-bidder list are produced by ordinary statistical models, and measured against the record. Where AI actually works here.
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