Outbound QA

Quality control practices for AI-assisted outbound campaigns: review queues, edit tracking, and sequence-level checks.

What outbound QA covers

Outbound QA is the practice of catching bad outbound — bad targeting, bad copy, bad timing — before it hits prospects. With AI in the loop, the volume of "bad" goes up, so QA has to scale too.

The three layers

• Targeting QA — is this person actually a fit? (Clay, HubSpot lists.)
• Content QA — does this draft sequence make sense? (Daloop.)
• Deliverability QA — will the inbox accept it? (Smartlead, Instantly warmup.)

Daloop's role

Daloop owns the content QA layer. Reviewers approve or skip whole sequences, edits are tracked, and only approved copy reaches your sender.