How to write a fix that actually gets cited by ChatGPT

Run the free scan, open your report, and you'll find one button that does something the rest of the internet's SEO advice never quite gets around to: it writes an actual page. Not a checklist, not a "consider adding schema markup" bullet — a complete, publish-ready article aimed at the exact buyer question you're currently losing. That's the Fix Generator, and it's free once per report. But you have more than one gap. Every page you write after that first free one needs the same discipline the generator applies automatically — and that discipline turns out to be learnable, because the generator isn't guessing at it. It's following a fixed set of rules, and this post hands you the same rules.

What the generator is actually told to do

Strip away the product framing and the Fix Generator is a prompt with mandatory constraints, not a black box. It's told to lead with a direct, quotable one-sentence answer that names your brand — not a headline, the actual answer, in the first sentence. It's told to build a markdown comparison table against your real, named competitors on four or five concrete dimensions: pricing model, integration effort, platforms supported, the feature that actually differentiates you. It's told to use specific, verifiable-sounding details instead of "enhanced engagement" filler, and explicitly forbidden from inventing a competitor that doesn't exist — real names only, or an honest generic like "build in-house" if no real rival applies. Neutral tone, no exclamation marks, no unearned superlatives. Those aren't style preferences. They're the same evidence pattern that determines whether ChatGPT decides to recommend you in the first place — specific claims an engine can verify beat confident-sounding claims it can't.

Rule 1: the answer comes first, not last

Most company pages bury the answer. They open with a mission statement, a "we believe" paragraph, three sentences of scene-setting — and then, eventually, somewhere past the fold, the actual fact a buyer or a retrieval-augmented model was looking for. An AI engine assembling an answer doesn't read your page like a human skimming for the good part. It's pulling text that already matches the shape of the question, and text buried under three paragraphs of throat-clearing usually just doesn't get pulled. Lead every page — especially the ones you're writing to close a specific gap your report flagged — with the literal sentence that answers the question it targets. Everything else on the page is support for that first sentence, not a runway toward it.

Rule 2: specificity beats breadth

A page that vaguely gestures at "why teams love us" loses to a page that fully, concretely answers one narrow question. This is the same principle the checklist's third item covers for "best of" lists, applied to a single fix: one page that says exactly how you compare to one named competitor on price, setup time, and the one feature that matters — with real numbers, not "affordable" and "easy" — is more citable than ten pages that talk around your category without committing to a specific, checkable claim. If you can't verify a sentence you're about to publish, that's the sentence to cut, not soften.

A before/after — composite, not a real customer

Here's what that looks like on an actual paragraph. Say you run a project-management tool for remote design teams, and the buyer question your report flagged is "what's the best project management tool for a remote design team." Before, a typical homepage paragraph reads:

"We believe great teams deserve tools that just work. Our platform brings everything together — tasks, files, feedback — so your team can focus on what matters. Trusted by creative teams everywhere."

Nothing in that paragraph is false, and nothing in it is quotable. No name is compared, no number appears, no claim could be checked. Rewritten to the generator's own rules:

"[Tool] is a project-management tool built specifically for remote design teams, with visual feedback threads on the actual file (not a separate comment box) and no per-seat fee below 10 users — unlike Asana and Monday, which charge per seat from user one and treat design feedback as a bolt-on integration rather than a native view."

Same product, same honesty — but now there's a comparison an engine can lift whole: a named category, two named competitors, and a specific pricing mechanic a model can quote without paraphrasing it into something vaguer (and wrong).

What the generator can't do for you

The Fix Generator's one free article per report targets your single biggest-loss question — the one a real buyer asks most often, where an engine currently names someone else instead of you. That's the right first fix, and it's free. But a real GEO program isn't one page; it's the recurring habit described in item 7 of the checklist — keeping evidence fresh, one new comparison or mention a month, permanently. The generator can hand you the pattern once. Applying it to the next twenty pages, the ones your report hasn't specifically flagged yet, is the part only you can do — which is exactly why this post exists instead of a second free credit.

Where to start

If you haven't run the free scan yet, that's the first step — it tells you which buyer question to write toward, not just that you should be writing. If you have a report already, open it, generate your one free fix article, and read it against the two rules above before you publish it. Then use the same structure — answer first, specific claim over vague breadth — on the next page you write, and the one after that.