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Automatically reconstruct email addresses from scattered OSINT data
One of the most common challenges in OSINT investigations is piecing together email information from fragmented digital traces. You find usernames, partial emails in data breaches, masked addresses, and various clues scattered across multiple platforms – but connecting these dots to find the actual email address can be time-consuming and often frustrating.
That changes today.
Email Composer is an intelligent aggregation system that unifies all email traces found during your pseudonym searches and suggests the most probable email. Instead of manually scanning through dozens of results looking for email clues, Email Composer does the detective work for you.
Email Composer activates automatically during Pseudonym searches only – ensuring it remains relevant and targeted to investigations where email discovery makes the most sense. This focused approach prevents information overload while maximizing utility for actual email research.
Email Composer performs a global merge of all email-related data found across:
The system recognizes multiple email labels and automatically deduplicates identical entries.
When multiple sources contain the same email information, card data always takes priority over leak data. This ensures the most current and contextually relevant information surfaces first.
Email Composer doesn't just collect existing emails – it intelligently reconstructs masked or partial addresses:
Provider Inference: Identifies email providers (Gmail, Outlook, etc.) from partial clues
Local-part Consolidation: Combines username, handle, and name data to reconstruct complete addresses
Domain Matching: Connects usernames with likely email domains based on platform patterns
If a complete, unmasked email address is found, it's immediately flagged as high-confidence and prioritized in results.
Email Composer limits suggestions to the 5 most probable candidates, ranked by:
1. Complete emails (highest priority)
2. Card-sourced matches
3. Domain matching accuracy
4. Overall data presence
For Advanced and Pro subscribers, an "Advanced AI Analysis" button sends the complete investigation data to our AI model, which:
A clean banner displays up to 4 detected email inputs with a "+N" indicator if more exist. Card-sourced emails are always shown first.
Detected Inputs Section:
Possible Results Section:
AI Analysis Section (Pro/Advanced):
Profile cards with email-related data display a small email icon for instant Composer access – streamlining your workflow without interface clutter.
Email Composer never suggests masked or partially hidden emails (no * patterns). Only complete, actionable email addresses make it to the results.
The AI analysis prioritizes usernames and handles while scanning bios and descriptions for professional email addresses, ensuring comprehensive coverage.
Email Composer can be disabled in settings if you prefer manual email discovery. The setting is independent of Map View controls, giving you granular control over your investigation tools.
Email Composer operates through sophisticated pattern recognition and natural language processing:
Email Composer is exclusively available for Pseudonym searches, ensuring focused functionality where email discovery is most relevant.
Transform hours of manual email hunting into seconds of automated discovery. Focus your time on analysis rather than data collection.
By combining multiple data sources and intelligent reconstruction, Email Composer often discovers email information that manual searches miss.
Whether you're investigating online fraud, conducting background research, or trying to establish email with a subject, reliable email discovery is crucial.
The ranking system and AI validation help ensure you're working with the most probable email information, reducing wasted outreach attempts.
Email Composer is available now for all paid Osintly users:
1. Perform a Pseudonym search as normal
2. Look for the email banner displaying detected inputs
3. Click to open the Composer modal for full analysis
4. Copy suggested emails with one click
5. Use AI analysis (Pro/Advanced) for additional validation
Email Composer represents a fundamental shift from manual email hunting to intelligent email discovery. Instead of hoping you'll spot an email address buried in search results, you can trust that Email Composer will find, validate, and present the most actionable email information available.
In one sentence: Email Composer transforms scattered digital traces into actionable email information, with AI assistance when you need it – all properly scoped to Pseudonym investigations where email discovery makes the most sense.
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