Data Sources
ABM.dev aggregates data from multiple sources to provide comprehensive, accurate enrichment. Each source has different strengths and confidence levels.
Multi-Source Enrichment
When you submit an enrichment request, ABM.dev queries multiple sources in parallel:
- 1Source Portfolio Analysis — We evaluate which sources can provide data based on your input (email, domain, LinkedIn URL)
- 2Parallel Fetching — All available sources are queried simultaneously for speed
- 3Data Fusion — Results are merged, with conflicts resolved by source reliability and recency
- 4AI Synthesis — Our AI generates summaries, insights, and persona matching from the merged evidence
Available Sources
Profile data
Fields Provided
- Current job title and company
- Work history (last 5 positions)
- Education history
- Skills and endorsements
- Profile photo URL
- Recent activity and posts
Confidence Range
90-98
Data Freshness
Real-time
Requirements
LinkedIn connection via Browserbase
Hunter.io
APIEmail intelligence
Fields Provided
- Email verification
- Deliverability status
- Email pattern detection
- Domain search
- Company email format
Confidence Range
85-95
Data Freshness
Real-time
Requirements
Included in all plans
Perplexity
AI ResearchCompany intelligence
Fields Provided
- Company background
- Recent news and announcements
- Funding and financials
- Products and services
- Competitive landscape
Confidence Range
70-85
Data Freshness
Near real-time
Requirements
Included in all plans
Tavily
Web SearchWeb presence
Fields Provided
- Company website data
- Social media presence
- Press mentions
- Industry associations
- Public records
Confidence Range
65-80
Data Freshness
Weekly crawls
Requirements
Included in all plans
Source Portfolio Quality
Before enrichment begins, we analyze what sources can contribute based on your input:
| Tier | Score | Description |
|---|---|---|
| Excellent | ≥0.85 | All key sources available (LinkedIn + email + company) |
| Very Good | ≥0.70 | Most sources available, high-quality enrichment expected |
| Good | ≥0.50 | Core sources available, solid enrichment |
| Moderate | ≥0.30 | Limited sources, basic enrichment possible |
| Poor | <0.30 | Insufficient data, enrichment may fail or be incomplete |
Improve Your Portfolio Score
- • Include LinkedIn profile URLs for person enrichment
- • Provide company domain for company enrichment
- • Connect LinkedIn via Browserbase for real-time access
Controlling Source Selection
You can control which sources are used in your enrichment requests:
// Request with specific sources
{
"email": "[email protected]",
"sources": ["linkedin", "hunter"], // Only use these sources
"require_linkedin": true // Fail if LinkedIn unavailable
}
// Request with all available sources (default)
{
"email": "[email protected]"
// All enabled sources will be used
}