# Lead List Scraping and Enrichment

*AI Sales Team*

Pull clean, enriched prospect lists from any source the web exposes

Your AI sales team scrapes prospect lists from LinkedIn, industry directories, conference attendee pages, GitHub, app stores — anywhere your ICP gathers publicly.,Raw scrapes get enriched immediately: firmographics, technographics, contact info, hiring signals, and ICP fit-scoring layered on top.,Output is a clean, deduplicated, ready-to-import lead list — not a CSV of names you still have to clean.

## Benefits

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## How It Works

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## At a Glance

- **Any** Public website as a source
- **1000s** Leads enriched in one pass
- **< 5%** Duplicate rate after dedup pass
- **Live** Sources can be re-scraped on schedule

## Why "Raw List" Is the Real Bottleneck

## FAQ

### Is scraping legal where I operate?

Your team respects robots.txt and site terms. For ambiguous sources, it flags them for your review before scraping.

### How is contact info verified?

Emails verified via SMTP and bounce-checking. Confidence score on every contact.

### Can it scrape gated sources like LinkedIn?

Through your authenticated session and within platform limits. Rate-limited to avoid account flags.

### How does enrichment work?

Multiple data providers stacked. When sources disagree, your team flags the conflict instead of guessing.