Outbound cold email personalization
Researched first-line personalization at scale: scrape signal, draft sequences with the right hook, A/B test messaging.
smb
prof-services
sales
Monthly Active Users
5,000
default for smb
Token Shape (in/out)
800 / 300
Setup Complexity
medium
~20 hours
Suggested capabilities
inference
retrieval
agentic
evaluation
Integration
Complexity
medium
Setup hours
20 hrs
Glue cost / month
$35
Common systems
Apollo
Outreach
Salesloft
Clay
Production hints
Default review rate
10%