S22 · Pipeline skill

Read and compare prices

Read prices from screenshots and links, align comparison terms and review differences and tradeoffs.

Screenshot field extraction + condition normalization + human price comparison review

Pipeline
4 steps
Human review
1
Components
7
Proposed composition; integration pendingSynthetic data
Read and compare prices — Synthetic walkthrough of inputs, step handoffs, human review and the final result. Live services still need integration.

01Pipeline

Base pipeline

Ordered steps. Each consumes the previous output; review gates hold until a person accepts.

Starts from
Quote screenshots, links and comparison conditions
Delivers
Human-checked differences and pending confirmations

Review contract

People decide at review gates; components supply data, drafts or review surfaces. Unaccepted outputs do not advance.

Integration note

Screenshots record a point in time; procurement requires specification, tax, minimum-quantity and lead-time models and separate pre-purchase checks.

  1. 01

    Locate source offers

    Input
    Quote screenshots, links and comparison conditions
    Output
    Offer sources and collection records linked to screenshots
  2. 02

    Read key fields

    Input
    Offer sources and collection records linked to screenshots
    Output
    Source-linked price and condition candidates
  3. 03

    Align comparison terms

    Input
    Source-linked price and condition candidates
    Output
    Comparable prices, benefits and commitment status
  4. 04

    Compare and review

    Human review
    Input
    Comparable prices, benefits and commitment status
    Output
    Human-checked differences and pending confirmations

    Decided byAssigned reviewer or requesting user

02Industry versions

Industry versions

Retail & ecommerce Transferable use Read supplier quote screenshots into a like-for-like table so a buyer can check specifications, taxes and lead times before choosing.

Adaptation Replace hotel collectors, extraction fields and ranking rules rather than applying room and meal fields to products.

  1. 01

    Locate supplier quote pages

    Input
    Supplier quote screenshots, item specifications and purchasing terms
    Output
    Traceable quote pages and screenshots
  2. 02

    Read specifications, prices and minimums

    Input
    Traceable quote pages and screenshots
    Output
    Specification, unit-price and minimum-quantity candidates
  3. 03

    Align tax and delivery terms

    Input
    Specification, unit-price and minimum-quantity candidates
    Output
    Tax-inclusive delivered-price and lead-time comparison
  4. 04

    Buyer reviews and chooses

    Human review
    Input
    Tax-inclusive delivered-price and lead-time comparison
    Output
    Reviewed quote tradeoffs and pending checks

    Decided byAssigned reviewer or requesting user

Retail & ecommerce · Solutions →
Travel & hotels Source-supported industry Read room type, meal and cancellation terms from price screenshots so an advisor can compare the same stay conditions.

Adaptation Screenshots do not establish currently bookable inventory; revalidate quotes through the booking workflow before ordering.

  1. 01

    Locate matching hotel offers

    Input
    Rate screenshots, hotel links and stay conditions
    Output
    Offer sources and screenshot collection records
  2. 02

    Read room, price and conditions

    Input
    Offer sources and screenshot collection records
    Output
    Room, date, occupancy and price candidates
  3. 03

    Align meals, taxes and cancellation

    Input
    Room, date, occupancy and price candidates
    Output
    Comparable room prices and benefit state
  4. 04

    Advisor checks and compares tradeoffs

    Human review
    Input
    Comparable room prices and benefit state
    Output
    Reviewed differences and items requiring repricing

    Decided byAssigned reviewer or requesting user

Travel & hotels · Solutions →

03Parameters

Parameters

From the pack’s params.schema.json. Choose values to build a synthetic request.

skills/_pipelines/compare-price-screenshots/params.schema.json

Request (synthetic)
{
  "synthetic": true,
  "run_id": "synthetic-example",
  "locale": "en",
  "industry": "base",
  "adapter_mode": "local",
  "records": [
    {
      "id": "synthetic-record-1",
      "synthetic": true,
      "text": "Synthetic observation A: a draft needs review."
    },
    {
      "id": "synthetic-record-2",
      "synthetic": true,
      "text": "Synthetic observation B: retain the unresolved question."
    }
  ],
  "decisions": {}
}

04Member components

Member components

  • Hotel platform URL discovery and mapping

    Entity name to page matching + regional parameter caching

    • Travel & hotels · Source-supported industry
    • Retail & ecommerce · Transferable use
    Working 1 pipeline
  • Multi-OTA live rate collection

    Multi-site quote collection + condition normalization and failure diagnostics

    • Travel & hotels · Source-supported industry
    • Retail & ecommerce · Transferable use
    Working 1 pipeline
  • Multi-image OTA rate extraction

    Paired screenshot field recognition + structured comparison records

    • Travel & hotels · Source-supported industry
    • Retail & ecommerce · Transferable use
    Working 1 pipeline
  • Booking URL field extraction and provenance

    Link parameter extraction + field-level provenance and confidence

    • Travel & hotels · Source-supported industry
    • Retail & ecommerce · Transferable use
    Working 1 pipeline
  • Normalized rate snapshots and history

    Complex quote field normalization + deduplicated snapshots

    • Travel & hotels · Source-supported industry
    • Retail & ecommerce · Transferable use
    Working 1 pipeline
  • Hotel benefit evidence and comparison

    Side-by-side benefit facts + commitment status distinction

    • Travel & hotels · Source-supported industry
    • Retail & ecommerce · Transferable use
    Working 1 pipeline
  • Hotel and rate decision support

    Cost, flexibility and benefit ranking + explained tradeoffs

    • Travel & hotels · Source-supported industry
    • Retail & ecommerce · Transferable use
    Working 1 pipeline

05Skills pack

Skills pack

Runnable reference on synthetic fixtures with tests. Domain contracts, services and approvals still need integration.

compare-price-screenshots-1.0.0.zip

Contains SKILL.md, pipeline.json, params.schema.json, runner, tests, fixtures, integration checklist and sources.

Synthetic workflow reference; service integration pending

Download · 21KB

SHA-256 5d0f88c48e2a3abeccd9eeedc14ece733f8ca8837a690f585ced745f0f6162d8

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