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AI Extract

AI Extract is designed for structured extraction. When you already know what content you want to inspect, AI Extract helps you turn that source into predictable machine-readable output.

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What AI Extract is for

Use AI Extract when you want to:
  • extract fields from a webpage
  • convert unstructured content into JSON
  • normalize profile, company, or product data
  • capture information into a predefined schema
  • power internal data collection workflows
Common examples:
  • extract company information from a website
  • parse a profile page into structured fields
  • collect product data from landing pages
  • transform rich page content into normalized records

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How it works

You provide the target content plus the structure you want back. NeuralVerge then:
  1. reads the source
  2. applies the extraction logic
  3. maps the result into the requested schema
  4. returns structured output you can use in downstream systems

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Why teams use AI Extract

AI Extract is useful when free-form summaries are not enough. It helps teams build reliable pipelines for:
  • CRM enrichment
  • lead qualification
  • catalog building
  • internal databases
  • compliance intake workflows

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Inputs

Extraction workflows typically include:
  • a source or page to inspect
  • extraction instructions
  • a JSON schema or structured field definition
  • optional settings that control extraction behavior

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Outputs

AI Extract responses can include:
  • a human explanation or summary
  • a machine payload containing extracted fields
  • schema-aligned JSON for downstream usage
  • usage metadata such as points

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When to choose AI Extract

Choose AI Extract when:
  • you already know the source to inspect
  • you need a defined output shape
  • the main goal is structured data capture
If you need broad exploration across many sources, use AI Research instead. If you need a provider-specific lookup like LinkedIn or email enrichment, use Data Sources. In the API Reference, AI Extract includes the extraction endpoint used for structured runs.