Every consultancy has an automation maturity model. Most of them have five levels, color-coded, with names like "Optimized" and "Transformative." Most of them are useless for the mid-market because they describe an end state no mid-market ops team will ever reach, not a path you can actually walk.
Here is the one we use.
Level 0: Tribal
Work happens through Slack messages, shared spreadsheets, and whoever knows what. Nobody can tell you the full list of workflows in the organization. The honest first step at this level is not automation — it is documentation.
Level 1: Documented
Every major operational workflow has a written runbook. Runbooks are owned by a person, reviewed quarterly, and kept current. At this level, you are ready to automate, because you know what you are automating.
Level 2: Discrete automations
Individual workflows are automated, one at a time. Each automation has a clear before and after, and a measurable reduction in manual effort. This is where most mid-market teams should live for their first year of automation work.
Level 3: Connected automations
Automations start talking to each other. An event in system A triggers a workflow in system B. Orchestration tools (Temporal, n8n, Power Automate) appear. At this level, you are building a platform, not just a collection of scripts.
Level 4: AI-augmented
The rules-based parts of your automations get replaced, selectively, with ML and LLM-based decisions. A classifier routes the edge cases your rules cannot handle. A copilot drafts the email your automation was going to send. At this level, AI is the tool, not the goal.
Why this model is flat
Notice there is no level 5. We do not believe in "transformative automation" as a destination. The right state for a mid-market ops team is somewhere between level 2 and level 4, depending on the business. Trying to push past that is usually a sign that the automation team has become a hammer looking for nails.
Where to start
If you are at level 0 or 1, do not buy an automation platform yet. Buy a week of someone's time to document the top 20 workflows in your business. The clarity will be worth more than any tool.
If you are at level 2, start thinking about orchestration — but only for the automations you have already proven out.
If you are at level 3, the question is not "more automation" but "better automation." Look at where rules-based decisions are hurting you, and start swapping them out one at a time.