🕷️️ Job Radar • SCRAPING

upwork.com 🟢 2026-05-22

🔹 AI-Powered Merchant Onboarding Extraction Pipeline
👤 Client: 🇺🇸 United States Member since 2015-08-15
💰 Price: ****
🚩 Problem: Inconsistent data extraction quality from diverse merchant websites and menu images during onboarding.
📦 Existing: Firecrawl, Gemini, ChatGPT

Specifications:

[Target] Merchant onboarding pages, restaurant menus, service lists, pricing, business metadata
[Method] Web scraping, OCR, LLM-based parsing, confidence scoring, validation checks
[Stack] Firecrawl, ChatGPT, Gemini, Computer Vision/OCR tools
[Format] Normalized JSON (items, categories, prices, modifiers, descriptions)
[Security] Error handling, logging, retry/fallback logic

Workflow:

1. Website scraping via Firecrawl for structured/unstructured data.
2. Fallback to OCR and computer vision for image-based menu parsing.
3. LLM extraction and normalization into JSON schema.
4. Confidence scoring and validation of extracted fields.
5. Triggering retry/fallback logic for low-confidence or incomplete results.