What does AI quality / process design mean in this evidence set?
Source-backed creator statements and evidence excerpts related to AI quality / process design.
Topic evidence page
AI quality / process design
Source-backed creator statements and evidence excerpts related to AI quality / process design.
Questions this topic answers
iWhat do creators repeatedly say about AI quality / process design?
AI does not automatically raise quality, but the right structure, context, and instructions can make some work better as well as faster.
What should an SEO or AI visibility operator inspect first?
AI does not automatically raise quality, but the right structure, context, and instructions can make some work better as well as faster.
How strong is the public evidence?
This topic currently has 1 source records, 1 public insight cards, and 1 creators in the public Base2026 export.
Top Creators
Public Insight Cards
AI does not automatically raise quality, but the right structure, context, and instructions can make some work better as well as faster.
If you think the main advantage of using AI is that it allows you to do the same work more efficiently, you're missing the biggest opportunity right now. And this was actually a mistake I made for the first few years after ChatGPT came out. It was immediately clear to me that we were approaching a world where AI could do the work as well as a human could...
OpenRelated Source Records
I thought AI was about doing the same work faster. Wrong. It's raising the quality bar...
If you think the main advantage of using AI is that it allows you to do the same work more efficiently, you're missing the biggest opportunity right now. And this was actually a mistake I made for the first few years after ChatGPT came out...
OpenEvidence Passages
Short public snippets grouped with their source record, creator, and date.
If you think the main advantage of using AI is that it allows you to do the same work more efficiently, you're missing the biggest opportunity right now. And this was actually a mistake I made for the first few years after ChatGPT came out.
It was immediately clear to me that we were approaching a world where AI could do the work as well as a human could. So my initial thought was we could just work way faster and lower our prices and take on more volume.
And there are other digital marketing agencies that are doing exactly that right now, and some of them are having success. Pretty soon, I think we're gonna see those agencies get replaced by software, and I think the value of that work is gonna continue to go down.
The thing that a lot of us didn't see coming and is really starting to take shape in 2026 is that AI is actually raising the quality bar. Now, a lot of people are gonna hear that and laugh, and that's a totally fair reaction.
AI produces a ton of low-quality slop...
h a lot of agency owners, and those that are implementing similar systems are seeing similar results. And that's what's causing the quality bar to rise.
A year from now, people just aren't gonna Wanna pay for what was acceptable two years ago. Now, of course, that doesn't mean that using AI automatically improves the quality of your work.
Most of the work we see done by AI today is still low quality. My point is, knowing that AI was used in the work tells you nothing about the quality.
However, if you're not intelligently using AI in your work, there is no chance you're going to hit the new quality standards and efficiency standards we have in 2027.