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AI review — page 11

claude-opus-4-8 · prompt v7 · 2026-09-04T15:13:13+00:00 · applied: yes · changed: yes

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

Annotated page 11

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 11 json data:

{"items":[{"id":"p11.1","type":"title","box":[10,6,52,9],"text":"Security door rollout"},{"id":"p11.2","type":"text","box":[9,12,35,26],"text":"We're continuing to upgrade security in communal housing with our Door Entry Access Control (DEAC) programme. In the first year, we installed new secure entry systems in 31 blocks, improving safety for 222 homes. This year, we're adding another 155 properties to the programme and to help shape future work, we'll be asking residents for their views, with a focus on tackling anti-social behaviour."},{"id":"p11.3","type":"text","box":[37,12,63,18],"text":"and to help shape future work, we'll be asking residents for their views, with a focus on tackling anti-social behaviour."},{"id":"p11.4","type":"text","box":[37,20,62,26],"text":"We're also looking at repairing or replacing older security doors as part of our wider housing investment plans. We'll keep you updated as the programme moves forward."},{"id":"p11.5","type":"figure","box":[68,11,87,21],"text":""},{"id":"p11.6","type":"text","box":[64,23,89,26],"text":"We'll keep you updated as the programme moves forward."},{"id":"p11.7","type":"title","box":[10,32,91,35],"text":"Leaseholder repairs - we're here to help"},{"id":"p11.8","type":"text","box":[10,38,35,54],"text":"As a leaseholder, you're responsible for maintaining the inside of your home, including any service pipes or cables that serve only your property. The council looks after the external structure of the building and shared spaces, such as roofs, drains, windows, external doors, communal lighting, and pathways."},{"id":"p11.9","type":"text","box":[10,55,35,62],"text":"If you notice something that needs attention, we're here to help. For non-emergency repairs, the quickest way to reach us is by completing our online form. Simply scan the QR code with your smartphone or visit www.norwich.gov.uk/LeaseholderRepairForm"},{"id":"p11.10","type":"text","box":[37,38,51,46],"text":"completing our online form. Simply scan the QR code with your smartphone"},{"id":"p11.11","type":"figure","box":[53,38,63,45],"text":""},{"id":"p11.12","type":"text","box":[37,46,61,49],"text":"or visit www.norwich.gov.\nuk/LeaseholderRepairForm"},{"id":"p11.13","type":"text","box":[37,51,61,62],"text":"For emergency repairs, please call us as soon as possible on 0344 980 333 (Monday to Friday, 9am–4pm). Outside these hours, dial the same number and select option two for out-of-hours support.\nNeed to report something else, like fly-tipping, window cleaning, or grounds maintenance?\nUsing our 'Contact us' page (www.norwich.gov.uk/ContactUsForm) ensures your enquiry goes straight to the right team, saving you time."},{"id":"p11.14","type":"text","box":[64,38,89,52],"text":"Need to report something else, like fly-tipping, window cleaning, or grounds maintenance? Using our 'Contact us' page (www.norwich.gov.uk/ContactUsForm) ensures your enquiry goes straight to the right team, saving you time."},{"id":"p11.15","type":"text","box":[64,54,89,62],"text":"We're committed to keeping your building and shared spaces safe and well-maintained. Let's work together to make sure everything runs smoothly."},{"id":"p11.16","type":"figure","box":[7,64,93,92],"text":""},{"id":"p11.17","type":"footer","box":[68,95,93,97],"text":"TLC magazine · Spring 2025 · 11"}]}

Model response

{"items":[{"id":"p11.1","type":"title","box":[10,6,52,9],"text":"Security door rollout"},{"id":"p11.2","type":"text","box":[9,12,35,26],"text":"We're continuing to upgrade security in communal housing with our Door Entry Access Control (DEAC) programme. In the first year, we installed new secure entry systems in 31 blocks, improving safety for 222 homes. This year, we're adding another 155 properties to the programme"},{"id":"p11.3","type":"text","box":[37,12,63,18],"text":"and to help shape future work, we'll be asking residents for their views, with a focus on tackling anti-social behaviour."},{"id":"p11.4","type":"text","box":[37,20,62,26],"text":"We're also looking at repairing or replacing older security doors as part of our wider housing investment plans."},{"id":"p11.5","type":"figure","box":[68,11,87,21],"text":""},{"id":"p11.6","type":"text","box":[64,23,89,26],"text":"We'll keep you updated as the programme moves forward."},{"id":"p11.7","type":"title","box":[10,32,91,35],"text":"Leaseholder repairs - we're here to help"},{"id":"p11.8","type":"text","box":[10,38,35,54],"text":"As a leaseholder, you're responsible for maintaining the inside of your home, including any service pipes or cables that serve only your property. The council looks after the external structure of the building and shared spaces, such as roofs, drains, windows, external doors, communal lighting, and pathways."},{"id":"p11.9","type":"text","box":[10,55,35,62],"text":"If you notice something that needs attention, we're here to help. For non-emergency repairs, the quickest way to reach us is by"},{"id":"p11.10","type":"text","box":[37,38,51,46],"text":"completing our online form. Simply scan the QR code with your smartphone"},{"id":"p11.11","type":"figure","box":[53,38,63,45],"text":""},{"id":"p11.12","type":"text","box":[37,46,61,49],"text":"or visit www.norwich.gov.\nuk/LeaseholderRepairForm"},{"id":"p11.13","type":"text","box":[37,51,61,62],"text":"For emergency repairs, please call us as soon as possible on 0344 980 333 (Monday to Friday, 9am–4pm). Outside these hours, dial the same number and select option two for out-of-hours support."},{"id":"p11.14","type":"text","box":[64,38,89,52],"text":"Need to report something else, like fly-tipping, window cleaning, or grounds maintenance? Using our 'Contact us' page (www.norwich.gov.uk/ContactUsForm) ensures your enquiry goes straight to the right team, saving you time."},{"id":"p11.15","type":"text","box":[64,54,89,62],"text":"We're committed to keeping your building and shared spaces safe and well-maintained. Let's work together to make sure everything runs smoothly."},{"id":"p11.16","type":"figure","box":[7,64,93,92],"text":""},{"id":"p11.17","type":"footer","box":[68,95,93,97],"text":"TLC magazine · Spring 2025 · 11"}]}