Spent an hour yesterday looking at tool descriptions for a client recommendation and came away with the impression that ‘AI write’ has become completely meaningless as a category label.
Some tools use it to mean: a model generates text from a prompt from scratch. Some mean: a model assists and completes as you type. Some mean: a model rewrites your existing text in a different tone. Some mean: a model takes a brief and produces a structured document. A few mean: a model populates a template with variable fields.
These are all real and useful things. They’re also not the same thing. And tools that do one of them often imply they do all of them, because the label is vague enough to cover everything.
This matters when you’re recommending tools to clients who have a specific use case in mind. ‘AI writing tool’ as a category tells you almost nothing. What questions are people actually asking when they’re trying to find the right fit?
The questions I actually ask when evaluating these tools for a client: what’s the minimum human input required, what’s the minimum human review required afterward, and where exactly does it break. The answers to those three questions describe the product better than any marketing copy.
The category label problem is real and I deal with it constantly in content ops. The question I’ve found most useful is: what does the tool optimize for? Generation speed? Voice consistency? Factual accuracy? SEO structure? Most tools optimize for one of these and are mediocre on the others. Starting from that lens cuts through the marketing quickly.
This is a marketing language problem at its core. ‘AI write’ tests well in user research and search volume so everyone adopts it regardless of what the product actually does. The burden of interrogation falls entirely on the buyer. I’ve started requiring a live demo of the specific use case before making any recommendations.
The output type question is also useful. Does it produce finished copy, or starting material? Tools that say they ‘write’ but produce material that needs a full rewrite are assist tools, not writing tools. Knowing which one you’re buying is the difference between meeting a deadline and creating more work.
From a creative writing standpoint, the distinction that matters most is whether the tool is generative or transformative. Is it creating new content from a prompt or reshaping content that already exists? Those are completely different use cases with different quality considerations. The fact that both get called ‘AI write’ is genuinely confusing.