What are the best practices for implementing an AI BDR/SDR solution?

Success with AI BDR/SDR requires four key foundations:

1. Clean, well-defined ICP data with proper segmentation and no duplicates,

2. Comprehensive AI training using your winning sequences, call transcripts, website data, objections, and proven playbooks,

3. Human oversight to review all outbound communications and continuously refine prompts, and

4. Proper personalization focused on business problems/goals rather than superficial connections. Define your scope clearly - whether it's hyper-personalized outbound email, inbound lead qualification, or full cadence management, as different solutions excel in different areas. Build vs. buy considerations include data control, cost scaling, and SOC2 compliance - building internally via workflow tools like Make/n8n can offer more transparency and lower per-interaction costs. Tools like 1Mind and Evergrowth show promise for outbound, while solutions like SalesApe and Qualified focus on inbound qualification.