Extraction schemas

General page (default.json)

Site-agnostic summary and entity extraction for any web page.

14 fields

Instructions sent to the model:

Extract a factual description of this single web page using ONLY the supplied content. Do not speculate or use outside knowledge. Leave a field null when the page does not state it.

Fields:

page_type string required
What kind of page this is.
title string required
Clean human title of the page.
summary string required
2-4 sentence factual summary of the page.
main_topics string[]
Up to 8 topics the page covers.
entities string[]
Named people, organisations, products or places mentioned.
author string
Author name if the page states one.
published_date string
Publication date in ISO format if stated.
contact_email string
Contact email shown on the page.
contact_phone string
Contact phone number shown on the page.
call_to_action string
Primary action the page asks the visitor to take.
primary_image string
URL of the main product/page image.
images string[]
All product image URLs shown on this page.
keywords string[]
Up to 10 salient keywords.
confidence number
Your confidence in this extraction, 0 to 1.

Ecommerce page (ecommerce.json)

Product / collection / store information for online shops.

26 fields

Instructions sent to the model:

You are extracting structured data from one page of an online store. Use ONLY facts present in the supplied page content - never invent prices, SKUs or stock status. Prefer values from the JSON-LD block when it is present, since it is authoritative. If the page is not a product page, still fill page_type and the general fields and leave product fields null. Prices must be numbers only, with the currency reported separately in currency.

Fields:

page_type string required
What kind of page this is.
title string required
Clean human title of the page or product, without site-name suffixes.
summary string
2-3 sentence factual summary of what this page offers.
brand string
Brand or vendor name if stated.
category string
Product category or collection this page belongs to.
price number
Current selling price as a number, no currency symbol or separators.
original_price number
Pre-discount / compare-at price if a discount is shown.
currency string
Currency code such as PKR, USD, EUR.
availability string
Stock status.
sku string
SKU, product code or model number.
rating number
Average customer rating if shown.
review_count integer
Number of customer reviews if shown.
primary_image string
URL of the main product/page image.
images string[]
All product image URLs shown on this page.
variants string[]
Available options such as sizes, colours or capacities.
variants_in_stock integer
How many variants are purchasable (multi-variant products only).
variants_total integer
Total number of variants offered.
key_features string[]
Up to 8 concrete product features or specifications.
materials string[]
Materials or ingredients if listed.
products object[]
For collection/category pages, the products listed on this page.
contact_email string
Contact email shown on the page.
contact_phone string
Contact phone number shown on the page.
shipping_info string
Shipping or delivery terms stated on the page.
return_policy string
Return / refund terms stated on the page.
keywords string[]
Up to 10 salient keywords describing the page.
confidence number
Your confidence in this extraction, 0 to 1.

RoaCore product (bilingual) (roa_panel.json)

Field names match RoaCore's ProductCreateDto (Models/DTOs/ProductDTO.cs) directly, so the callback payload maps onto it with no translation layer. Internal foreign keys the LLM cannot know (CategoryId, GenderId, SizeChartId, DesignerId) are deliberately excluded - the designer sets those during their confirm step.

20 fields

Instructions sent to the model:

Extract product information from this page for a bilingual (English/Arabic) fashion/product marketplace. Use ONLY facts present on the page - never invent a price, SKU, material or stock status. For every *_ar field: if the page already shows Arabic text, use it verbatim; otherwise translate the corresponding *_en value into natural, market-appropriate Arabic - do not leave an *_ar field empty just because the source page is English-only. If a field is genuinely not stated anywhere on the page (e.g. no country of origin mentioned), leave it null rather than guessing.

Fields:

page_type string required
What kind of page this is.
name_en string required
Product name in English, without site-name suffixes.
name_ar string required
Product name in Arabic.
desc_en string
Product description in English, 2-4 factual sentences.
desc_ar string
Product description in Arabic, 2-4 factual sentences.
amount number
Current selling price as a number, no currency symbol or separators.
currency string
Currency code such as SAR, PKR, USD.
sku string
SKU, product code or model number.
material_en string
Primary material, in English (e.g. 'Cotton', 'Sterling silver').
material_ar string
Primary material, in Arabic.
care_instructions_en string
Care/washing instructions, in English, if stated.
care_instructions_ar string
Care/washing instructions, in Arabic, if stated.
country_of_origin_en string
Country of origin/manufacture, in English, if stated.
country_of_origin_ar string
Country of origin/manufacture, in Arabic, if stated.
availability string
Stock status.
thumb_url string
URL of the main/thumbnail product image.
images string[]
All product image URLs shown on this page.
variants string[]
Available options such as sizes or colours (e.g. 'Red / M').
gender_hint_en string
Who the product is for, in English, if stated or clearly implied (e.g. 'Women', 'Men', 'Unisex', 'Kids') - RoaCore maps this to GenderId itself.
category_hint_en string
The product's category/type in plain English (e.g. 'Dress', 'Earrings') - RoaCore maps this to CategoryId itself.