Most B2B data is incomplete, outdated, or wrong

Every sales team deserves accurate contact data. You should be able to enrich any lead with verified emails and phone numbers, no matter the volume or budget.

You should be able to make requests like "find the verified email for this LinkedIn profile" or "enrich these 10,000 leads with direct phone numbers". You can't do this reliably because traditional data providers use stale databases optimized for enterprise contracts.

Enrich Engine is the first enrichment API built from the ground up for accuracy and affordability. We're a technical team building novel approaches to contact verification. And we charge usage-based pricing—no minimums, no annual contracts.

Our ultimate goal is perfect B2B data: to give every company access to the same data quality that was previously reserved for enterprises.

HOW WE'RE DOING IT

Multi-source verification

We don't rely on a single data source. Every email and phone number goes through multiple verification layers: SMTP validation, catch-all detection, deliverability scoring, and cross-referencing with public records.

This multi-layered approach is why we achieve 95% email accuracy—significantly higher than providers relying on outdated databases alone.

SMTP Validation
Real-time mailbox verification
Catch-all Detection
Identify risky domains
Deliverability Scoring
Confidence-based results
Cross-reference Validation
Multiple data sources checked

AI-powered email finding

When a verified email doesn't exist in our database, we don't give up. Our system analyzes company email patterns, generates likely formats, and verifies them in real-time.

This intelligent approach means we find emails that other providers miss—without sacrificing accuracy. Every result is verified before it reaches you.

# Pattern analysis
patterns = [
"first.last@company.com",
"flast@company.com",
"first@company.com",
]
for pattern in patterns:
verify(pattern)
# Result: sarah.chen@scale.ai ✓

Infrastructure at scale

Processing millions of enrichment requests requires serious infrastructure. We've built distributed systems that handle bulk requests efficiently while maintaining real-time response times for individual lookups.

This engineering investment is why we can offer 10x lower pricing than legacy providers. Efficiency at scale means savings passed directly to you.

10M+
Verified contacts
<200ms
Avg response time
95%
Email accuracy
99.9%
API uptime

Enrichment built for your pipeline