Use monthly for testing phases and annual for stable long-horizon operations — after your workflow is proven.
Focus on cost per stable output, not only monthly subscription price. If unstable workflows consume team time, a cheaper plan can become more expensive operationally.
Example KPI: stable sessions per operator hour, not profiles created per day. When that KPI is flat or improving over 2–4 weeks, annual billing may be rational.
| Trigger | Recommended Direction |
|---|---|
| Unstable process or high incident rate | Stay monthly; optimize SOP first |
| Stable process and clear owner model | Consider annual efficiency |
| Fast-changing campaign setup | Keep flexibility with monthly |
| Documented handoffs and QA cadence | Annual may reduce total cost |