AI review — page 21

claude-opus-4-8 · prompt v7 · 2026-09-02T12:47:34+00:00 · applied: yes · changed: yes

Screenshot sent to the model (reading-order tags burned on)

Instructions (system prompt)

The screenshot has annotations burned onto it that are NOT part of the document:
- a small red numbered tag at the top-left corner of each item, showing that item's position in the OCR-determined reading order (the same order the items appear in the json data);
- a red-and-white dotted outline around each item, showing the area the OCR detected for that content block.
Use the tags and outlines to see the detected reading order and item boundaries directly on the page, and judge that sequence against how a human would naturally read it. Ignore the annotations when checking text fidelity — they overlay the content, they are not content.

For the given screenshot of a PDF's page and the attached json data, I want you to perform the following tasks in order...

Review the reading order set out in the json data and compare to what a natural reading order for that of a human would be by looking at the screenshot. Decide on any changes and re-arrange the items for the most logical reading order.
Look at all text for each item and correct any extraction errors like missing words, spelling mistakes etc.
Look at each item in the JSON and ensure that the OCR process has identified the item as the correct type: text, list item etc.
Look for any text that duplicates: if two items next to each other contain the exact same text but the text only appears once on the screenshot, one of them is an extraction error — keep the item whose box matches where the text is visible and flag the other for removal.
Make amendments as you proceed through the items and list of instructions.
Reading Order Advice: If there is columns with headings and text, I wouldnt expect the reading order to jump from one heading straight to another if there is text associated with that heading.

Return format: Give me the json data back only, with the amendments you make.

Mechanical notes (so your answer can be applied automatically):
- Each item has an `id` — keep every item and its `id` exactly as given; never invent, drop or duplicate ids. Re-arranging means changing the position of items (and their nesting) in the arrays.
- Never move text (or a type) from one item to another: each item's coordinates travel with its id, so to change reading order you must move the whole item object, and text amendments must be in-place corrections of that item's own text.
- To flag a duplicate item, keep it in the array and add `"remove": "duplicate"` to it — never just delete it (deleted items are restored automatically).
- ids are opaque labels, not sequence numbers: never renumber them. After a removal or re-arrangement, every remaining item keeps the exact id it came with, even if the ids no longer look sequential.
- Text may contain `[pN.M…]` placeholders marking where an inline formula belongs — treat them as part of the text and leave them exactly where they are.
- `box` is [left, top, right, bottom] as percentages of the page from the top-left corner; return it unchanged.
- Respond with raw JSON only: no code fences, no commentary, same shape as the input (`{"items": [...]}`).

User message (json data sent)

Page 21 json data:

{"items":[{"id":"p21.1","type":"title","box":[3,3,77,7],"text":"ADVANTAGE EDUCATION LOANS"},{"id":"p21.2","type":"text","box":[4,10,45,17],"text":"When you're heading to college and need additional money to pay expenses, we can help! The Advantage Education Loan for students and parents is Kentucky's only state-based loan."},{"id":"p21.3","type":"figure","box":[50,18,92,24],"text":""},{"id":"p21.4","type":"text","box":[4,19,44,23],"text":"The loans have fixed rates, which means you could save thousands over competitors' loans."},{"id":"p21.5","type":"text","box":[4,24,45,32],"text":"Advantage Education Loans are great options when you need more money for college. If you have exhausted your grant, scholarship and federal loan options, it's good to know there are more options for you."},{"id":"p21.6","type":"text","box":[4,34,42,39],"text":"Advantage Parent Loans are available for parents of undergraduate and graduate students with the same great rates and benefits."},{"id":"p21.7","type":"text","box":[4,41,44,48],"text":"O Your FIXED rate is based on the repayment plan selected, your credit history and other factors. Your interest rate will be reduced further if you use our autopay service."},{"id":"p21.8","type":"figure","box":[50,47,92,53],"text":""},{"id":"p21.9","type":"text","box":[4,49,45,53],"text":"O Applying with a creditworthy cosigner may help you qualify and/or receive a lower FIXED rate."},{"id":"p21.10","type":"text","box":[4,54,41,58],"text":"O For more information, call 800.988.6333. Visit AdvantageEducationLoan.com to apply.","children":[{"id":"p21.10.1","type":"link","box":[7,56,30,58],"text":"AdvantageEducationLoan.com"}]},{"id":"p21.11","type":"text","box":[4,59,45,63],"text":"O Refinancing your student loans with the Advantage Refinance Loan could save you thousands of dollars."},{"id":"p21.12","type":"text","box":[4,66,45,77],"text":"The Advantage Refinance Loan is available for borrowers who are in repayment and want to roll all their federal and private student loans into one convenient loan, save on interest charges and get out of debt faster. Apply online for an Advantage Refinance Loan at AdvantageEducationLoan.com.","children":[{"id":"p21.12.1","type":"link","box":[4,74,27,77],"text":"AdvantageEducationLoan.com."}]},{"id":"p21.13","type":"text","box":[4,79,44,88],"text":"The Advantage Grad Loan is a great low-cost option, especially for graduate and professional students who need help financing their postgraduate expenses while in an advanced degree program, such as a Master's or Doctoral."},{"id":"p21.14","type":"text","box":[4,90,45,95],"text":"The Advantage Medical/Dental Loan is a great low-cost option for students who need additional funds for their doctoral degree at a qualified medical or dental school."},{"id":"p21.15","type":"heading","box":[51,10,80,17],"text":"ADVANTAGE Education Loan"},{"id":"p21.16","type":"figure","box":[81,10,90,17],"text":""},{"id":"p21.17","type":"figure","box":[54,21,90,46],"text":""},{"id":"p21.18","type":"heading","box":[60,58,82,61],"text":"Loan Details"},{"id":"p21.19","type":"table","box":[54,62,88,89],"text":"","children":[{"id":"p21.19.1","type":"table_cell","box":[54,72,61,73],"text":"Who Borrows?"},{"id":"p21.19.2","type":"table_cell","box":[66,65,73,66],"text":"PLUS Loan"},{"id":"p21.19.3","type":"table_cell","box":[78,63,86,68],"text":"Advantage Education Loan"},{"id":"p21.19.4","type":"table_cell","box":[65,71,75,74],"text":"Parent or Graduate Student"},{"id":"p21.19.5","type":"table_cell","box":[77,70,86,75],"text":"Student or Parent (Undergraduate, Graduate or Professional level)"},{"id":"p21.19.6","type":"table_cell","box":[54,79,60,80],"text":"Loan Limits"},{"id":"p21.19.7","type":"table_cell","box":[65,77,75,82],"text":"Cost of Attendance, minus aid already awarded"},{"id":"p21.19.8","type":"table_cell","box":[76,78,87,81],"text":"Cost of Attendance as certified by the school"},{"id":"p21.19.9","type":"table_cell","box":[54,83,61,84],"text":"Interest/APR"},{"id":"p21.19.10","type":"table_cell","box":[68,83,71,84],"text":"8.94%"},{"id":"p21.19.11","type":"table_cell","box":[77,83,87,84],"text":"2.93% to 10.75% ^{{*}}"},{"id":"p21.19.12","type":"table_cell","box":[54,87,61,88],"text":"Credit review"},{"id":"p21.19.13","type":"table_cell","box":[65,86,74,89],"text":"Yes (only on parent loan)"},{"id":"p21.19.14","type":"table_cell","box":[81,86,83,87],"text":"Yes"}]},{"id":"p21.20","type":"text","box":[96,79,99,95],"text":"Funding Your Future"},{"id":"p21.21","type":"footnote","box":[53,90,87,95],"text":"*APRs shown are representative samples for educational purposes only and may not reflect current or actual loan offers or available rates. Your actual APR may vary based on the repayment plan or term selected, credit history, state of residence, school location, and other factors, and will be determined once a credit decision is made."},{"id":"p21.22","type":"footer","box":[96,96,98,98],"text":"21"}]}