Raman K Singh — Product Engineer

Most B2B outbound fails before the first email is written. The problem isn't the copy. It's the context. Spray-and-pray destroys domains, response rates, and rep morale. I've watched B2B teams burn months of budget sending thousands of generic sequences to people who never asked for them. The waste isn't in the volume. It's in the lack of context. I build context-first AI outbound systems - starting with a sharp ICP, building real prospect snapshots from LinkedIn signals and tech stack data, letting AI draft options grounded in actual context, then keeping a human in the decision seat. High reply rates. Clean domains. Pipeline that moves. Track Record: • 2.3x average revenue growth for clients • Clay Outbound Automation Certified (Oct 2025 - Oct 2026) • 10+ months at DevCommX building AI SDR systems • 6,983 followers trust my GTM frameworks weekly • 10+ years in research, data, and GTM, context has always been the edge The 5-Step System: 1. Document sender + company (clear foundation) 2. Build prospect snapshots (LinkedIn + signals + context) 3. AI drafts options (based on real context, not templates) 4. Human decides (what to send, when, what NOT to send) 5. CRM integration (HubSpot, not spreadsheets) Tech Stack: Clay HeyReach Apollo Smartlead HubSpot Claude/AI stack Ready to replace spray-and-pray with a system that actually converts? DM me 'PLAN' for a full context-first outbound system breakdown. Context > Spray. Systems > Teams

Stackforce AI infers this person is a B2B SaaS expert specializing in AI-driven outbound strategies.

Experience: 10 yrs 11 mos