CRM lead source normalization with AI checklist

Checklist

Raw source material is preserved before AI edits begin.The desired output format is written explicitly.Edge cases, missing values, and exceptions are listed.The first output is reviewed against real examples.The final prompt is stored for reuse.Sensitive or policy-heavy cases get manual review.List approved lead source categories.Paste raw source values and counts.Ask for mapping plus manual-review flags.Save the mapping for future imports.

Mistakes to avoid

guessing ambiguous sources

Make the prompt more specific, keep the source data visible, and review the output before using it in a live workflow.

not saving mapping rules

Make the prompt more specific, keep the source data visible, and review the output before using it in a live workflow.

mixing campaign and source fields

Make the prompt more specific, keep the source data visible, and review the output before using it in a live workflow.

changing reporting categories casually

Make the prompt more specific, keep the source data visible, and review the output before using it in a live workflow.

Related workflow pages

Use the CRM lead source normalization with AI prompt builderNormalize messy lead source values into clean reporting categories before CRM import or dashboard updates.Copy CRM lead source normalization with AI prompt templatesNormalize messy lead source values into clean reporting categories before CRM import or dashboard updates.Compare AI tools for CRM lead source normalization with AINormalize messy lead source values into clean reporting categories before CRM import or dashboard updates.Follow the CRM lead source normalization with AI workflowNormalize messy lead source values into clean reporting categories before CRM import or dashboard updates.CRM lead source normalization with AINormalize messy lead source values into clean reporting categories before CRM import or dashboard updates.Use the CRM cleanup before and after examples prompt builderUse before-and-after examples to normalize CRM lead sources, owners, stages, and import fields.