The AI SDR agents checklist: 25 things to have in place
A single-page checklist to audit whether your AI SDR agents setup is production-grade or a science project.
Use this as a pre-flight before you commit spend to AI SDR agents. Each item takes minutes to check and hours to fix later.
List, trigger, message. If any of the three is generic, stop and fix the generic one before you touch the other two. Generic list plus sharp message beats sharp list plus generic message, but only for a week.
Owner, cadence, metric. One named human owns the model. The cadence is written down. Qualified meetings per $1k of AI spend per week is the number in every review.
Data, tooling, workflow. Data flows to one place. Tooling is minimal. Workflow survives the owner going on holiday.
Quality gate, kill criteria, learning loop. Nothing ships without a human eyeballing it. Anything below the bar dies inside a week. What you learn feeds Monday.
Ethics, brand, deliverability. You will not do anything on this list you would not want on the front page. Brand is protected. Sending infrastructure is separated from the primary domain.
Governance, budget, escalation path. Someone above the owner cares. Budget is finite and defended. Bad news travels up in hours, not weeks.
If more than three of these are missing, AI SDR agents is not going to produce a durable qualified meetings per $1k of AI spend per week. Fix them in order and re-run the checklist in a month.
Frequently asked questions
AI Outreach — answered
- How often should I run this checklist?
- Quarterly, plus any time you change ownership, tooling, or budget for AI SDR agents.
- What is the single most important item?
- A named owner. Every other item is meaningless without one.
- What if I fail more than three items?
- Pause the spend, fix them in order, and restart at low volume rather than push through.
- Does this checklist apply at enterprise scale?
- Yes — the items are the same. Governance and escalation matter more at scale.
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