| AI SDR tool | Teams with a defined ICP, a repeatable outbound motion, clean lead data, and someone ready to operate a platform. | Sequencing support, lead lists, draft messages, inbox or campaign workflows, and analytics depending on the tool. | Can become generic or risky if the team lacks clear targeting, review rules, data quality, or brand-specific messaging standards. | Campaign setup, target lists, email/DM sends, risky claims, unusual replies, opt-out handling, and calendar handoffs. | Use the tool inside a documented approval process with clear send rules. |
| Custom AI sales agent workflow | Teams that need research, fit notes, draft quality, CRM updates, follow-up timing, and a queue a human can approve daily. | Prospect fit rationale, company context, draft outreach, follow-up suggestions, CRM next actions, and escalation notes. | Needs scoped implementation, clear examples, acceptance criteria, and ongoing feedback from the sales owner. | Every outbound message, DM, booking handoff, sensitive CRM change, and material sales claim. | Start with an audit or managed sales pipeline workflow before scaling volume. |
| Manual SDR process with light automation | Early-stage teams still learning their ICP, offer, channels, and message-market fit. | Human research, manual drafts, CRM notes, and simple task reminders. | Hard to scale, inconsistent follow-up, and easy to lose learning if the process is not documented. | Still required for all sends, bookings, and claims. | Document the process, then decide which step deserves agent support. |