Extract checkboxes, values, and question sanity. Standard text extraction turns blind when it comes to table layout and checkboxes - and assessments are graded in 1.. 5 with checkboxes, circles, comments..

Standard text extraction gave us nothing but blank strings. Because these assessment reports are completely scanned documents, the text is trapped inside flat images rather than digitally generated layers.

Explore how AI can assist with validating scanned assessment documents against defined assessment requirements. Working with a collection of 500+ assessment PDFs, it combines OCR, Python, vector search and large language models (LLMs) to extract, organise and interpret information from submitted documents.

`I spoke a different language? But - I didn’t realise!! how can I speak a language without knowing I can speak it?` If you already python, skip this post..

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