Citino teamWhat a content gap is
AI answers do not just name brands; they give reasons. “Northport WMS is the stronger choice for 3PLs because it bills each client natively.” If your product does that too, but none of your pages say so in plain text, the engine has nothing to repeat about you. That missing claim is a content gap.
Content gaps are the most fixable problem in AI search, because the fix is entirely on your own site.
Step 1: Collect the reasons in the answers you lose
For each question where a competitor is recommended over you:
- Read several answers in full, across engines.
- Pull out every reason given for the winner: features, integrations, pricing, certifications, use cases, proof.
- Count how often each reason appears. A reason repeated across engines and runs is one the sources agree on.
The result is a short list of claims, such as “native multi-client billing”, “NetSuite integration”, or “SOC 2 Type II”, that decide the answer.
Step 2: Check your own pages, honestly
For each claim, ask three questions:
| Question | If the answer is no |
|---|---|
| Is it true of our product? | Stop: this is a product gap, not a content gap |
| Do our pages state it in plain text? | This is the content gap: write it |
| Is it on a page engines can read and do retrieve? | Move it, or make that page crawlable and linked |
Common reasons a true claim is invisible to engines: it appears only in an image or a screenshot, only in a downloadable PDF, only behind a login, only after a script runs, or only in vague language (“flexible billing”) rather than the words buyers and answers use (“bill each client separately”).
Step 3: Write it where engines read
- Use the words the answers use. If answers say “bills each client natively”, say that, then back it with detail.
- Lead with the claim. Put it in a heading or the first sentence of a section, then explain how it works.
- Be specific. “Per-pallet, per-order and per-pick billing for each client, with a portal per client” beats “powerful billing”.
- Add proof. A link to documentation, a screenshot with a caption, a public changelog entry, a named standard.
- Keep it consistent. Update the same claim on your review-site profiles and directory listings, so sources agree.
Do not write a separate version of the page “for AI”. Google warns that this can fall under its scaled content abuse policy, and it does not help with other engines either. Write the page for buyers; make it clear enough to quote.
Step 4: Get it read
A new claim only helps once the page is recrawled and retrieved. Make sure the page is in your sitemap, linked from related pages, and not blocked to the search crawlers that matter (see the technical checklist). Note the date it went live.
Step 5: Check it worked
Measure the questions the claim targets from the publish date, and compare your change with competitors’ over the same days. A fix can also be negative: rewriting a page sometimes removes a phrase that was working. That is why each fix needs a verdict, not an assumption. See how to tell if a fix worked.
How Citino finds content gaps
Citino reads every answer you lose, extracts the reasons given for the winners, and checks them against your pages. Each content gap becomes a work item with the claim, the page to change and the questions it targets, and gets a verdict once the change is live.