Where the workflow shifted
Salesforce Agentforce SDR positions sales-development agents inside lead response and outreach workflows, which makes qualification the first product question.
An AI sales agent should not only write more emails. It should explain lead source, company fit, demand signal, likely budget, and next action so a founder or salesperson can review the decision.
Tool names are not outcomes
The signal matters when it clarifies search intent, proof, and conversion action, not when it adds another traffic tactic.
Check permissions and failure
- Add four fields to every lead: source, fit reason, contact reason, and proposed next step
- Keep the test narrow: one priority page with clear topic, source links, internal links, and a conversion action
What still needs proof
Automated outreach without qualification creates noise, unsubscribes, and brand damage. Keep the original source open so the announcement, the evidence, and this site's interpretation stay separate.