Content & Creative AI Practical insights
Keep AI assisted charts tied to real marketing data
Use AI for chart planning and explanation while verifying source values, labels, units and visual scales before a marketing graphic is published.
A chart is a claim about data. Generating an attractive image does not establish that its bars, labels or totals are correct. Use structured data and a charting tool for the final graphic; let AI assist with questions, chart selection and draft explanation.
Define the underlying comparison
State the metric, population, period and unit. For a conversion-rate comparison, retain both conversions and the eligible denominator. Distinguish observed values from forecasts and illustrative examples. Creative AI can assist communication, but it does not replace the source dataset. [1]
Keep a reproducible data path
Save the cleaned table and the calculation that produced each displayed value. If AI proposes a transformation, inspect it on a small sample before applying it. Check missing values, duplicate records and whether percentages have been averaged appropriately.
Review the visual encoding
Confirm axis ranges, ordering, labels and legends. Avoid a truncated scale that exaggerates a small difference without a clear reason. Show uncertainty when the analysis supports it. Use accessible colors and provide a short text explanation that conveys the main finding.
Reconcile before publication
Compare every plotted value with the approved table and have another person check the interpretation. Include the source and period in or near the chart. If the graphic is illustrative, label it accordingly. The design should make the evidence easier to understand, not make a weak or invented finding appear authoritative.
Sources and evidence
Sources checked on 4 October 2026. Proposed workflows and hypothetical examples are editorial analysis.
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