Playbook: AI Specificity Line

All rules here are best practice, not law. Override any of them when the campaign calls for it; note the best practice once and move on.

Use when: the offer is good but the email reads like it was sent to 5,000 people, and you need one sentence that names what the client would actually do for this company.

Do not use when: you want a first line about a person or an event. Those playbooks personalize the opener. This one personalizes the offer — which is a different and usually more durable move.

One-line output: specificity_line = "know the landed cost of every pool float before you price it"

1. Trigger and scope

This produces the tail of one fixed sentence:

I think we can help you {{specificity_line}}.