AnswersWhat you actually get

Does the tool write the content, or just tell you that you have a problem?

Most of this category stops at the diagnosis. A score, a rank, a list of gaps, and then the work is yours. What you want instead is the wording: the letter to the publisher who decides your category, the thread to join and what to bring to it, and the one sentence on your own page that settles a claim the assistants keep getting wrong.

What does a diagnosis leave you with?

A score and a list of gaps, and then the hardest part. Knowing that a publisher matters is a different job from knowing what to say to them, and the second one is where most plans stop being used.

Every tool in this category can tell you that a comparison article is deciding your category and that you are not in it. That is the measurement, and it is genuinely useful. What it leaves you with is an afternoon: find the article, find who wrote it, work out why they should care, and write something that does not read like every other pitch in their inbox.

That gap is why plans go unused. Not because the recommendation was wrong, but because the first step of acting on it is a blank page.

What can a measurement tool honestly draft for you?

The outreach, because every sentence in it is a fact the measurement already established: which page, which questions it decides, where you stand on them, and which rivals it names.

An outreach email is mostly evidence. Which page you are writing about, how many buying questions it touches, whether you are named on it at all, which competitors are named instead, and the questions readers bring to it in their own words. A tool that measured all of that can assemble the letter, and the letter is better than one written from memory because every claim in it is checkable.

Delphi drafts three, chosen by who has to agree. An editorial pitch for a publication. A request to your own account team for a retailer, because the trading relationship is the route and a letter addressed to the retailer would be handed to somebody who cannot send it. And a brief, rather than a post, for a community.

Where the draft needs a fact the measurement does not hold, it leaves a marked gap rather than inventing one, and counts them for you. A contact name, the item numbers, what you are willing to offer. Those are yours because nobody else knows them.

What do you get for community work?

The community, the exact thread the assistants are quoting, the questions readers bring to it in their own words, and the expertise worth bringing. The post is yours to write, under your own name, which is what these communities reward.

Community threads are cited heavily by assistants, and the hard part has never been writing a comment. It is knowing which of ten thousand threads is the one being quoted when a buyer asks what to buy, and what a reader in that thread is actually trying to work out.

That is what arrives. The community, the thread, the questions readers bring to it quoted from the measurement, the rivals already named in it, and the specific expertise you have that the thread is missing: the specification, the failure mode, the compatibility answer. Then the one question that decides whether this happens, which is who at your company is going to do it.

The post itself you write, under your own name, saying who you work for. That is what these communities reward and it is the version that keeps working: a contribution from somebody who genuinely knows the answer outlasts anything generated, and it is the only kind that is still worth having on the tenth post.

What do you get for the copy on your own site?

The exact sentence an assistant is telling buyers, how many assistants said it, and the wording on your own page that answers it, side by side. Then each answer you want to publish, tracked until it is written.

The useful unit here is a claim rather than a page, and that is what makes this tractable. When several assistants tell buyers your product is discontinued, or that it damages something it does not damage, the fix is almost never a rewritten page. It is one sentence, stated plainly, somewhere a machine will read it.

So the work arrives as the disagreement, drawn in full. The sentence the assistants are using, how many of them use it, which ones, and the wording already on your own page that was supposed to prevent it. Reading those two side by side usually makes the fix obvious in a few seconds, and it is often that your page says the right thing somewhere a machine never looks.

Then a working surface for the answers you want to publish, each one tracked as ready, needing evidence, or still to write, so a team can pick them up and work through them in order. There is deliberately no published column: we cannot see your CMS, and a tick claiming we could would be the one false reading on a screen built to be checkable.

If what you want is software that writes page copy and pushes it into a content system, that is a different kind of product and worth knowing before you buy either.

What should you ask a vendor about this?

Ask to see one. A finished draft for a real publisher, with the reasoning in it, is either there in the product or it is a roadmap item, and the difference is not visible in a feature list.

Every tool in this category will say it tells you what to do. The question that separates them is what arrives when you click the recommendation: a heading and a paragraph of advice, or something you could send.

Two follow-ups worth asking. Where does the wording come from, because a draft built from the measurement can be checked line by line against it and one written from nothing cannot. And what arrives for community work, because naming the exact thread the assistants are quoting is a much harder and more useful thing than producing a comment.