



Traditional providers serve static snapshots refreshed periodically. Warmly generates data on-the-fly with real-time verification, intelligent contact selection, and signal-driven refresh.
Our scoring combines: consensus logic (source agreement), enrichment depth, persona proximity, colleague clustering, IP location alignment, and email quality. Each factor increases or decreases confidence.
We analyze millions of CRM records to identify email format patterns for each company. This lets us predict the most probable email format with high accuracy.
Multi-vendor verification pipelines: IP→Company uses 4 vendors, Domain→Company uses 2, Email→Person uses 3. Cross-referencing catches single-source errors.
Signal-driven, not scheduled. We detect when entities need updates based on web activity, intent signals, and CRM interactions. 4 million entities refreshed monthly.
Warmly owns the final intelligence — the scoring, selection, and verification decisions. Vendors provide raw inputs. Customer CRM data is always customer-owned.
95%+ on verified emails. We test deliverability at moment of need, not just once on import.