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Dev.to
Dev.to
7/23/2026
Which Business Processes Should You Automate With AI First? A 5-Factor Scoring Model

Which Business Processes Should You Automate With AI First? A 5-Factor Scoring Model

Short summary

A five-factor scoring model helps companies prioritize which business processes to automate with AI first, scoring candidates on business value (25%), process consistency (20%), data readiness (20%), integration and recovery (15%), and risk and governance fit (20%). The best first projects are high-volume workflows with clear inputs, repeatable decisions, accessible systems, and low-cost exceptions — not the processes executives find most exciting. Typical first candidates include support-ticket classification, invoice intake, lead enrichment, and document extraction, with a baseline measured before development begins.

  • Score candidate processes 1-5 on business value, consistency, data readiness, integration, and risk
  • Start with high-volume, low-exception workflows — not the most strategically exciting ones
  • Establish a baseline before development so teams can prove value after deployment

Generated with AI, which can make mistakes.

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