---
title: "Where should a company start with AI transformation?"
description: "Start with one workflow that has a named owner, accessible real data, a stable process and a measurable outcome. Run a one-week discovery, prototype on rea"
canonical: https://sudosapient.si/answers/where-should-a-company-start-with-ai-transformation
updated: 2026-10-27
publisher: Sudo Sapient (https://sudosapient.com/)
---
# Where should a company start with AI transformation?

**Start with one workflow that has a named owner, accessible real data, a stable process and a measurable outcome. Run a one-week discovery, prototype on real data, and ship it to production before expanding.**

Start with an inventory, not a strategy deck. Ask each team lead for the three most repetitive, time-consuming workflows, then score them on value, owner, data, stability and measurability. The best first workflow has one accountable owner, hundreds of real historical examples, a stable process and an existing metric. Avoid customer-facing agents for the first build unless the risk is low and a human reviews every output.

## Go deeper

- [AI Transformation Roadmap: How to Plan It One Workflow at a Time](https://sudosapient.si/entries/ai-transformation-roadmap)
- Terms: [AI transformation](https://sudosapient.si/terms/ai-transformation)

## More on transformation and strategy

- [What is AI transformation?](https://sudosapient.si/answers/what-is-ai-transformation)
- [How is AI transformation different from digital transformation?](https://sudosapient.si/answers/how-is-ai-transformation-different-from-digital-transformation)
- [How long does AI transformation take?](https://sudosapient.si/answers/how-long-does-ai-transformation-take)