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Overview

WraithBytes builds custom parsers through continuous statistical analysis of real page data. As requests come in for a given site, the system analyzes page structures, filters out consistent and repeating elements, and uses AI to generate a unique, optimized parser for that site. These parsers are then continuously monitored and regenerated as sites evolve.

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How It Works

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Statistical Page Analysis

When WraithBytes receives requests for a webpage, it doesn’t just fetch and return data — it learns from the page structure over time:
  1. Data Collection — As requests for a site accumulate (approximately 20+ fetches), the system builds a statistical profile of the page structure
  2. Pattern Detection — Consistent and repeating elements are identified and filtered — navigation, footers, ads, and boilerplate are separated from meaningful content
  3. Parser Generation — AI generates a unique parser tailored to that specific site, informed by the statistical analysis
  4. Continuous Monitoring — Parsers are monitored back-to-back against live pages to detect structural changes
  5. Auto-Regeneration — When changes are detected, the statistical analysis runs again and AI regenerates the parser
This means parsers get more accurate over time as more data flows through the system.

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Automatic Platform Detection

When you send a URL to the fetch endpoint, WraithBytes automatically identifies the platform and applies the appropriate specialized parser. 
linkedin.com/in/username    → LinkedIn Profile Parser
linkedin.com/company/name   → LinkedIn Company Parser
linkedin.com/jobs/search    → LinkedIn Jobs Parser
amazon.com/dp/...           → Amazon Product Parser
instagram.com/username      → Instagram Parser
any other URL               → General-Purpose Parser
No configuration needed — just send the URL and the right parser is selected automatically.

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Forcing AI Mode

If you don’t want to wait for a statistical parser to be generated, or you need AI-powered extraction immediately, you can force AI mode on any request. This uses AI to intelligently extract content from the page in real-time, regardless of whether a custom parser exists for that site.
AI mode costs 5–8 tokens depending on the option. See AI Enrichment for details.

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Why This Matters

Traditional web scrapers break when websites update their HTML structure. With WraithBytes:
  • Zero maintenance — you never need to update your integration when a website changes
  • Accuracy improves over time — statistical analysis means parsers get better as more requests flow through
  • Structured output — every parser returns clean, typed data regardless of the source HTML
  • Instant AI fallback — force AI mode for immediate intelligent extraction on any page
  • New parsers added continuously — coverage expands automatically as users fetch new sites

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Supported Platforms

LinkedIn

Profiles, companies, and job listings

Amazon

Product pages and reviews

Instagram

Profiles and content

General Web

Any URL with intelligent content extraction