How to track plan vs actual marketing performance
To track plan vs actual, record the plan you committed to, capture the actual results from your connected data, and review the variance on a regular cadence. AI CEO's Plan vs AI vs Actual module lets you enter plan targets, show actuals from selected sources and date ranges, and see an AI recommendation beside them, so each decision is explicit rather than remembered.
Why plan vs actual matters
A plan on its own is a guess, and results on their own have no benchmark. Comparing them turns marketing into a loop that improves each cycle: you can see where reality diverged from intent and decide what to change next.
What AI CEO supports today
- Create a plan card and select one or more platforms or accounts into a combined plan
- Choose a period such as weekly, monthly, quarterly, half-yearly, yearly, or a custom range
- Enter plan target values for the fields that apply to the selected data
- Show actual values from the selected source data and date range
- Show an AI recommendation beside the plan and actual, or an empty state when there is not enough input
- Gate create, edit, and delete of plans by role permissions
A repeatable workflow
- Record the plan for the period in the same workspace where results will live
- Connect the relevant Meta or Google accounts so actuals can be captured
- Pick a fixed review cadence, for example monthly with weekly check-ins
- Compare plan and actual for the same fields each cycle and note the largest gaps
- Decide one or two changes for the next cycle
Important limitations
Actuals are only as complete as your connected data. If an account is not connected, or consent, OAuth scopes, or provider retention do not cover the period, the actual values will be partial and you should say so in reviews. AI recommendations are not real-time predictions or guarantees; they appear only after enough plan input and source history exist, and a dash is shown instead of a fabricated value when input is insufficient.
Frequently asked questions
- What if I never wrote down a plan?
- Start the next cycle by recording a simple plan for a few key fields. Variance cannot be measured without a benchmark, so capturing the plan is always the first step.
- Where do the actuals come from?
- From your connected Meta or Google data for the selected accounts and date range, where accounts and permissions are configured. Otherwise you record them manually.
- Are the AI recommendations guaranteed?
- No. They are suggestions shown only when there is enough input, and AI CEO shows an empty recommendation rather than inventing a value when input is insufficient.