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AI review โ€” page 18

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

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

Annotated page 18

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 โ€” 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 โ€” 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` โ€” 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 โ€” 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.Mโ€ฆ]` placeholders marking where an inline formula belongs โ€” 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 18 json data:

{"items":[{"id":"p18.1","type":"heading","box":[7,2,81,6],"text":"FEDERAL FINANCIAL AID CHART"},{"id":"p18.2","type":"text","box":[6,7,74,9],"text":"To apply for any of the federal student aid programs, you must complete the FAFSA."},{"id":"p18.3","type":"text","box":[6,10,93,14],"text":"For priority consideration, complete the FAFSA as soon as possible once it opens. A FAFSA renewal must be completed each year that you are in college."},{"id":"p18.4","type":"table","box":[9,15,94,58],"text":"","children":[{"id":"p18.4.1","type":"table_cell","box":[15,16,80,20],"text":"Programs\nGrants โ€” financial aid awards generally based on financial need. A grant usually doesn't have to be repaid."},{"id":"p18.4.2","type":"table_cell","box":[41,16,58,18],"text":"General Eligibility"},{"id":"p18.4.3","type":"table_cell","box":[72,16,90,17],"text":"Annual Award Amounts"},{"id":"p18.4.4","type":"table_cell","box":[10,21,19,22],"text":"Federal Pell Grant"},{"id":"p18.4.5","type":"table_cell","box":[31,21,68,24],"text":"Undergraduate student with financial need. Must be enrolled at least half time."},{"id":"p18.4.6","type":"table_cell","box":[69,21,92,24],"text":"The maximum Pell Grant for the 2026โ€“2027 award year is $7,395."},{"id":"p18.4.7","type":"table_cell","box":[10,25,28,29],"text":"Federal Supplemental Educational Opportunity Grant\nTEACH Grant"},{"id":"p18.4.8","type":"table_cell","box":[31,24,68,36],"text":"Undergraduate student with exceptional financial need. Federal Pell Grant recipients receive priority.\nUndergraduate, post-baccalaureate or graduate student enrolled in coursework necessary to begin a career in teaching. Must agree to serve as a full-time teacher in a high-need field in a public or private elementary or secondary school that serves low-income students. Visit StudentAid.gov/understand-aid/types/grants/teach for a listing of schools and programs.","children":[{"id":"p18.4.8.1","type":"link","box":[34,33,62,35],"text":"StudentAid.gov/understand-aid/types/grants/teach"}]},{"id":"p18.4.9","type":"table_cell","box":[69,25,93,32],"text":"Up to $4,000 per year. Amount can vary by institution.\nUp to $4,000. If you do not teach as required, the grant becomes a loan and must be repaid."},{"id":"p18.4.10","type":"table_cell","box":[20,36,83,39],"text":"Work-Study โ€” part-time employment that lets you earn money while taking classes. Your job may be on or off campus."},{"id":"p18.4.11","type":"table_cell","box":[10,40,20,41],"text":"Federal Work-Study"},{"id":"p18.4.12","type":"table_cell","box":[31,40,64,42],"text":"Full-time or part-time undergraduate, graduate or professional student."},{"id":"p18.4.13","type":"table_cell","box":[69,40,82,41],"text":"At least minimum wage."},{"id":"p18.4.14","type":"table_cell","box":[26,43,77,45],"text":"Loans โ€” money borrowed from the government or school and must be repaid."},{"id":"p18.4.15","type":"table_cell","box":[10,46,16,47],"text":"Direct Loan"},{"id":"p18.4.16","type":"table_cell","box":[31,46,66,49],"text":"Undergraduate, graduate or professional student enrolled at least half time."},{"id":"p18.4.17","type":"table_cell","box":[69,46,93,52],"text":"Depends on grade level and dependency status. Maximum for undergraduate: $5,500โ€“$12,500; graduate or professional student: $9,500โ€“$20,500."},{"id":"p18.4.18","type":"table_cell","box":[10,54,19,55],"text":"Direct PLUS Loan"},{"id":"p18.4.19","type":"table_cell","box":[31,54,66,58],"text":"Graduate or professional student or parent of dependent undergraduate student enrolled at least half time. Credit approval required."},{"id":"p18.4.20","type":"table_cell","box":[69,54,93,56],"text":"Cost of attendance less the amount of other aid received."}]},{"id":"p18.5","type":"text","box":[1,79,4,95],"text":"Funding Your Future"},{"id":"p18.6","type":"caption","box":[20,67,41,68],"text":"Direct Loan Limits"},{"id":"p18.7","type":"table","box":[9,68,53,93],"text":"","children":[{"id":"p18.7.1","type":"table_cell","box":[14,69,22,70],"text":"Grade Level"},{"id":"p18.7.2","type":"table_cell","box":[29,69,37,72],"text":"Dependent Status"},{"id":"p18.7.3","type":"table_cell","box":[38,69,53,70],"text":"Independent Status"},{"id":"p18.7.4","type":"table_cell","box":[9,72,18,76],"text":"First Year\nSecond Year"},{"id":"p18.7.5","type":"table_cell","box":[31,72,36,76],"text":"$5,500\n$6,500"},{"id":"p18.7.6","type":"table_cell","box":[44,72,50,76],"text":"$9,500\n$10,500"},{"id":"p18.7.7","type":"table_cell","box":[9,76,26,79],"text":"Each Remaining Year of Undergraduate Study"},{"id":"p18.7.8","type":"table_cell","box":[31,78,36,79],"text":"$7,500"},{"id":"p18.7.9","type":"table_cell","box":[44,78,50,79],"text":"$12,500"},{"id":"p18.7.10","type":"table_cell","box":[9,80,18,81],"text":"Each Year of Graduate/Professional Study"},{"id":"p18.7.11","type":"table_cell","box":[23,79,38,82],"text":""},{"id":"p18.7.12","type":"table_cell","box":[44,81,50,83],"text":"$20,500"},{"id":"p18.7.13","type":"table_cell","box":[9,83,20,89],"text":"Who Borrows?\nLoan Limits\nInterest Rate"},{"id":"p18.7.14","type":"table_cell","box":[31,83,49,89],"text":"Student\nAnnual/Cumulative\nUndergraduate โ€” 6.39% Graduate/Professional โ€” 7.94%"},{"id":"p18.7.15","type":"table_cell","box":[9,91,19,92],"text":"Credit review"},{"id":"p18.7.16","type":"table_cell","box":[39,91,41,92],"text":"No"}]},{"id":"p18.8","type":"text","box":[58,67,93,74],"text":"Federal financial aid eligibility requirements and award amounts are subject to change. For the most up-to-date information, including interest rates, visit StudentAid.gov.","children":[{"id":"p18.8.1","type":"link","box":[74,72,84,74],"text":"StudentAid.gov."}]},{"id":"p18.9","type":"figure","box":[61,76,63,93],"text":""},{"id":"p18.10","type":"text","box":[65,77,90,91],"text":"First, get all the \"free\" money you can for school. That means grants and scholarships. If you need more, try work-study or you can get a student loan."},{"id":"p18.11","type":"footnote","box":[9,62,39,64],"text":"[p18.11.1] Programs are subject to change based on federal legislation.","children":[{"id":"p18.11.1","type":"text","box":[9,62,39,64],"text":"^{*}"}]},{"id":"p18.12","type":"footer","box":[2,97,4,98],"text":"18"}]}

Model response

{"items":[{"id":"p18.1","type":"heading","box":[7,2,81,6],"text":"FEDERAL FINANCIAL AID CHART"},{"id":"p18.2","type":"text","box":[6,7,74,9],"text":"To apply for any of the federal student aid programs, you must complete the FAFSA."},{"id":"p18.3","type":"text","box":[6,10,93,14],"text":"For priority consideration, complete the FAFSA as soon as possible once it opens. A FAFSA renewal must be completed each year that you are in college."},{"id":"p18.4","type":"table","box":[9,15,94,58],"text":"","children":[{"id":"p18.4.1","type":"table_cell","box":[15,16,80,20],"text":"Programs\nGrants โ€” financial aid awards generally based on financial need. A grant usually doesn't have to be repaid."},{"id":"p18.4.2","type":"table_cell","box":[41,16,58,18],"text":"General Eligibility"},{"id":"p18.4.3","type":"table_cell","box":[72,16,90,17],"text":"Annual Award Amounts"},{"id":"p18.4.4","type":"table_cell","box":[10,21,19,22],"text":"Federal Pell Grant"},{"id":"p18.4.5","type":"table_cell","box":[31,21,68,24],"text":"Undergraduate student with financial need. Must be enrolled at least half time."},{"id":"p18.4.6","type":"table_cell","box":[69,21,92,24],"text":"The maximum Pell Grant for the 2026โ€“2027 award year is $7,395."},{"id":"p18.4.7","type":"table_cell","box":[10,25,28,29],"text":"Federal Supplemental Educational Opportunity Grant\nTEACH Grant"},{"id":"p18.4.8","type":"table_cell","box":[31,24,68,36],"text":"Undergraduate student with exceptional financial need. Federal Pell Grant recipients receive priority.\nUndergraduate, post-baccalaureate or graduate student enrolled in coursework necessary to begin a career in teaching. Must agree to serve as a full-time teacher in a high-need field in a public or private elementary or secondary school that serves low-income students. Visit StudentAid.gov/understand-aid/types/grants/teach for a listing of schools and programs.","children":[{"id":"p18.4.8.1","type":"link","box":[34,33,62,35],"text":"StudentAid.gov/understand-aid/types/grants/teach"}]},{"id":"p18.4.9","type":"table_cell","box":[69,25,93,32],"text":"Up to $4,000 per year. Amount can vary by institution.\nUp to $4,000. If you do not teach as required, the grant becomes a loan and must be repaid."},{"id":"p18.4.10","type":"table_cell","box":[20,36,83,39],"text":"Work-Study โ€” part-time employment that lets you earn money while taking classes. Your job may be on or off campus."},{"id":"p18.4.11","type":"table_cell","box":[10,40,20,41],"text":"Federal Work-Study"},{"id":"p18.4.12","type":"table_cell","box":[31,40,64,42],"text":"Full-time or part-time undergraduate, graduate or professional student."},{"id":"p18.4.13","type":"table_cell","box":[69,40,82,41],"text":"At least minimum wage."},{"id":"p18.4.14","type":"table_cell","box":[26,43,77,45],"text":"Loans โ€” money borrowed from the government or school and must be repaid."},{"id":"p18.4.15","type":"table_cell","box":[10,46,16,47],"text":"Direct Loan"},{"id":"p18.4.16","type":"table_cell","box":[31,46,66,49],"text":"Undergraduate, graduate or professional student enrolled at least half time."},{"id":"p18.4.17","type":"table_cell","box":[69,46,93,52],"text":"Depends on grade level and dependency status. Maximum for undergraduate: $5,500โ€“$12,500; graduate or professional student: $9,500โ€“$20,500."},{"id":"p18.4.18","type":"table_cell","box":[10,54,19,55],"text":"Direct PLUS Loan"},{"id":"p18.4.19","type":"table_cell","box":[31,54,66,58],"text":"Graduate or professional student or parent of dependent undergraduate student enrolled at least half time. Credit approval required."},{"id":"p18.4.20","type":"table_cell","box":[69,54,93,56],"text":"Cost of attendance less the amount of other aid received."}]},{"id":"p18.11","type":"footnote","box":[9,62,39,64],"text":"[p18.11.1] Programs are subject to change based on federal legislation.","children":[{"id":"p18.11.1","type":"text","box":[9,62,39,64],"text":"^{*}"}]},{"id":"p18.6","type":"caption","box":[20,67,41,68],"text":"Direct Loan Limits"},{"id":"p18.7","type":"table","box":[9,68,53,93],"text":"","children":[{"id":"p18.7.1","type":"table_cell","box":[14,69,22,70],"text":"Grade Level"},{"id":"p18.7.2","type":"table_cell","box":[29,69,37,72],"text":"Dependent Status"},{"id":"p18.7.3","type":"table_cell","box":[38,69,53,70],"text":"Independent Status"},{"id":"p18.7.4","type":"table_cell","box":[9,72,18,76],"text":"First Year\nSecond Year"},{"id":"p18.7.5","type":"table_cell","box":[31,72,36,76],"text":"$5,500\n$6,500"},{"id":"p18.7.6","type":"table_cell","box":[44,72,50,76],"text":"$9,500\n$10,500"},{"id":"p18.7.7","type":"table_cell","box":[9,76,26,79],"text":"Each Remaining Year of Undergraduate Study"},{"id":"p18.7.8","type":"table_cell","box":[31,78,36,79],"text":"$7,500"},{"id":"p18.7.9","type":"table_cell","box":[44,78,50,79],"text":"$12,500"},{"id":"p18.7.10","type":"table_cell","box":[9,80,18,81],"text":"Each Year of Graduate/Professional Study"},{"id":"p18.7.11","type":"table_cell","box":[23,79,38,82],"text":""},{"id":"p18.7.12","type":"table_cell","box":[44,81,50,83],"text":"$20,500"},{"id":"p18.7.13","type":"table_cell","box":[9,83,20,89],"text":"Who Borrows?\nLoan Limits\nInterest Rate"},{"id":"p18.7.14","type":"table_cell","box":[31,83,49,89],"text":"Student\nAnnual/Cumulative\nUndergraduate โ€” 6.39% Graduate/Professional โ€” 7.94%"},{"id":"p18.7.15","type":"table_cell","box":[9,91,19,92],"text":"Credit review"},{"id":"p18.7.16","type":"table_cell","box":[39,91,41,92],"text":"No"}]},{"id":"p18.8","type":"text","box":[58,67,93,74],"text":"Federal financial aid eligibility requirements and award amounts are subject to change. For the most up-to-date information, including interest rates, visit StudentAid.gov.","children":[{"id":"p18.8.1","type":"link","box":[74,72,84,74],"text":"StudentAid.gov."}]},{"id":"p18.9","type":"figure","box":[61,76,63,93],"text":""},{"id":"p18.10","type":"text","box":[65,77,90,91],"text":"First, get all the \"free\" money you can for school. That means grants and scholarships. If you need more, try work-study or you can get a student loan."},{"id":"p18.5","type":"text","box":[1,79,4,95],"text":"Funding Your Future"},{"id":"p18.12","type":"footer","box":[2,97,4,98],"text":"18"}]}