Key takeaway
A tool your team has to configure before it's useful is a tool that will sit half set up and mostly unopened.
Every project management tool's marketing page claims to be easy to use. That claim is close to meaningless until you ask easy for whom, doing what. A non-technical founder or a small operations team is not asking whether the interface looks clean in a screenshot, they are asking whether someone can add a real project, this afternoon, without reading documentation or asking a developer to set anything up first.
A concrete test, not a vibe
A genuinely non-technical-friendly tool passes a specific test: can you describe a new project in a sentence or two, or hand over a document you already have, a brief, a proposal, a rough plan someone typed up, and get a usable first draft of scope, milestones and tasks back, without touching a settings panel, an import mapping screen, or an integration. If the honest answer requires a setup phase before the tool does anything for you, it was built for someone with time to configure software as their job, which most small teams do not have.
Where AI actually helps here, specifically
This is the genuinely useful, unglamorous case for AI in a small team's tool: removing the blank page and the manual setup, not replacing judgment. Describing a project in plain language, or uploading a document that already describes it, and getting a structured first draft to review and correct is the difference between a tool a non-technical team adopts in an afternoon and one that requires a champion to push it through. The same goes for adding a team roster by email or by uploading a spreadsheet you already have, instead of inviting people one at a time through a form.