AI review — page 7

claude-opus-4-8 · prompt v7 · 2026-09-04T15:13:07+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 7 json data:

{"items":[{"id":"p7.1","type":"title","box":[10,6,70,13],"text":"Using drones to help us keep properties well-maintained"},{"id":"p7.2","type":"text","box":[10,15,35,27],"text":"The assistance of drones offers a modern, efficient, and cost-effective way to conduct roof surveys as part of our surveying programme. By improving safety, accuracy, and speed, while enabling proactive maintenance, drones are helping to transform our understanding of the condition of roofs on our flats."},{"id":"p7.3","type":"text","box":[37,15,90,19],"text":"are helping to transform our understanding of the condition of roofs on our flats. These surveys help us keep your property safe and free from hazards like damp and mould."},{"id":"p7.4","type":"text","box":[37,21,62,27],"text":"Our stock condition survey checks the main parts of your home, like windows, doors, kitchen and bathroom."},{"id":"p7.5","type":"text","box":[64,21,90,32],"text":"Thanks to past surveys, we can plan upgrades to kitchens, bathrooms, windows, doors, roofs, boilers, and electrics, making sure homes meet the Government's Decent Homes Standard."},{"id":"p7.6","type":"figure","box":[10,28,62,47],"text":""},{"id":"p7.7","type":"text","box":[64,33,90,48],"text":"We'll start a new round of surveys in the next few months and when it's time, we'll contact you to arrange an appointment. The survey takes about 30-40 minutes and will need to look inside and outside your property. We may take some photos or video footage."},{"id":"p7.8","type":"title","box":[9,55,91,58],"text":"Home upgrades: your feedback matters"},{"id":"p7.9","type":"text","box":[9,61,35,75],"text":"We recently asked tenants who chose not to proceed with kitchen and bathroom upgrades to share their reasons through a survey. Our goal was to better understand the factors influencing these decisions and find ways to improve the process in the future.\n\nWe received responses from 93 tenants, and we'd like to thank everyone who took part. Your feedback has given us valuable insights, helping us identify how we can make upgrades more convenient and better tailored to tenants' needs.\n\nAs a result, we will work on improving communication, streamlining the process, and"},{"id":"p7.10","type":"text","box":[64,61,90,67],"text":"ensuring that tenants' concerns are addressed. We'll also refine how we track and act on this feedback in future projects."},{"id":"p7.11","type":"figure","box":[34,67,90,92],"text":"","children":[{"id":"p7.11.1","type":"text","box":[42,68,58,77],"text":"YOUR FEEDBACK MATTERS!\nensuring that tenants' concerns are addressed. We'll also refine how we track and act on this feedback in future projects. As a thank you, we awarded three participants shopping vouchers worth £100, £50, and £25.\nCongratulations to the winners!"},{"id":"p7.11.2","type":"text","box":[64,69,89,78],"text":"As a thank you,\nwe awarded three participants\nshopping vouchers worth\n£100, £50, and £25.\nCongratulations\nto the winners!"},{"id":"p7.11.3","type":"text","box":[67,80,90,83],"text":"Thank you again for helping us improve our services."}]},{"id":"p7.12","type":"footnote","box":[16,48,57,50],"text":"We're using drones to help us, here is a photo of Wilberforce Road showing ponding on the roof."},{"id":"p7.13","type":"footer","box":[68,95,93,97],"text":"TLC magazine · Spring 2025 · 7"}]}