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Regenerate Realistic Customer Data
This will wipe all accounts and transactions for every customer and rebuild them from scratch using AI-generated personas (via Amazon Bedrock). Customer identities and existing support tickets are preserved.
The model invents one persona per customer (job, employer, lifestyle, household), then a deterministic simulator produces three months of realistic transactions: salary, rent or mortgage, utilities, subscriptions, supermarket runs, restaurants, and incidentals. The distribution is engineered so that 20% of customers end the most recent month in overdraft, 10% are notably better off, and 70% are average.
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