#LLM Evaluation

Read the page, then check the math. Cost of attendance minus grants gives an $18,800 net price; a $5,500 loan is set aside, not subtracted.

Self-Hosted AIAbdullah Chaudary9 October 20268 min read

Claude API OCR on Financial-Aid Letters: Check the Math, Not the Reading

LLM OCR on financial-aid letters: a strict schema, deterministic normalising, sums that must reconcile, and flags for people. Reading the page is only the first check.

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Claude API OCR on Financial-Aid Letters: Check the Math, Not the Reading