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Faster Teams Need Better Plans

When building is close to free, strategy and leadership decide whether more output turns into more value.

AI Adoption November 5, 2026 · 2 min read

AI has changed how fast development moves. With AI coding tools, everybody is now a 10x engineer, good or bad. And the cost of building has dropped so far that writing code is close to free. That makes planning, strategy and leadership more important than they've ever been.

It used to be that the biggest constraint on a new product or feature was development time and cost. That constraint forced teams to ask whether an idea was worth building. Now that building is cheap, that question gets skipped. Features get built simply because they can be, and nobody stops to ask whether they belong. Does this feature move the company toward its goals? Does it fit coherently with the product, or does it feel like an afterthought bolted on?

That's where strategy comes in. A clear product strategy and plan keep the team working only on features that move toward the goal. If there isn't 10x the work in the plan, the team shouldn't be doing 10x the work. Anything outside the plan isn't aligned with the goals, and at best it's wasteful. At worst it's something someone else has to review, maintain and eventually undo.

And review is where bad work gets expensive. Good work needs a review, a sign off, and then it gets implemented. Bad work takes longer to review because the intent is harder to read, then it needs feedback, changes and another review. All of that eats the time of your best engineers, and now there's 10x more of it.

Managers and team leads are the other half. Nobody needs to be told how to code. But having coding standards, design practices and guardrails that every developer and every AI agent follows means the code that gets produced is consistent. Consistent code is easier to read, easier to review and easier to trust. Good leads set those standards, make sure they're followed, and keep a fast team from running in ten different directions.

AI should replace processes, not people, and a team moving this fast needs people who can point it in the right direction. Without a clear strategy and the right leaders, you'll end up with significantly more output, but significantly less value.

Always up for a conversation about AI that replaces processes, not people. Let's connect.

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