Jared Lukes. Start here

Where to start · Updated 2026-10-19

What is a crawl, walk, run AI roadmap?

Crawl is using the AI already inside the tools you pay for. Walk is small automations that move work between those tools. Run is building something custom. Each stage pays for the next one, and you move up only when the current stage is in daily use. Most businesses should spend their first year in crawl and walk.

A crawl, walk, run AI roadmap puts your AI plans in three stages: use what you have, connect what you have, then build what you need. You only move up a stage when people use the current one every day.

What is a crawl, walk, run AI roadmap?

The three stages:

  • Crawl: the tools you already pay for. The AI inside your email, documents, spreadsheets, CRM, and accounting software. Cost: mostly switching it on and teaching people. I do this in a 90-minute session for $450.
  • Walk: small automations between the tools. Work that moves from one system to the next without someone retyping it. Cost: a build at a fixed price or $150 an hour, plus a monthly platform bill.
  • Run: custom AI. Software built for your process or your product. Cost: a larger fixed-price build plus running costs and someone to look after it.

The plan is written by department, because sales may be ready to walk while finance is still crawling.

Why not skip to run?

Because run is built on what you learn in crawl and walk. A team that has used the tools for a year knows which steps need judgment and which do not. A team that skips ahead builds on guesses, and guesses make expensive software.

There is also a habit problem. If people do not use the AI already in their email, they will not use a custom tool either. Where to start with AI covers the first step in more detail.

How do I know when we are ready to move up?

  • Crawl to walk: people use the tools every day without being reminded, and you can name a step where they still copy from one system into another.
  • Walk to run: the automations are stable, somebody owns them, and there is a job left over that no tool or platform does well. Custom AI versus off-the-shelf tools covers that decision.

What does run look like when it is real?

At Quartz Importers MN, where I hold the fractional CTO seat, a small sales team runs on 49 automated workflows every day, with 39,645 production executions logged at a 0.2 percent failure rate. That is a business well into walk. The run stage is for the work those workflows cannot handle.

How do I get a roadmap made?

The two-day workshop, $6,500, ends with workflow maps and a crawl, walk, run plan by department. If you want someone to stay and move the team through the stages, that is the adoption work. Tell me where your team is on the start form.

What should I not do?

Do not buy a custom build in month one. Do not put the whole company on one timeline. And do not call it a roadmap if it does not say who owns each stage.

Answered by Jared Lukes, Minneapolis. Twenty-five years in brand, UX, and technology, currently holding fractional AI and technology seats at three companies. About Jared.

Quick answers

How long does each stage of a crawl, walk, run AI plan take?
It depends on the team. Move up when the current stage is in daily use, not when a date on the plan arrives.
Can different departments be at different AI stages?
Yes, and they usually are. The roadmap is written by department for that reason.
What does the crawl stage cost a small business?
Often nothing new. Most of it is AI already included in software you pay for. Switching it on with the team is $450.
Do we ever have to reach the run stage?
No. Plenty of businesses get most of the value in crawl and walk and never need custom software.
Who should own the AI roadmap inside the company?
One named person with the authority to say no. In a small business that is often the owner. In a larger one, it is the seat a fractional Chief AI Officer can hold until you hire.

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