How to Run a Competitor Content Gap Analysis With AI

A gap analysis should begin with the people you already serve, not a competitor's URL list. Export queries and pages from Google Search Console for a useful time range. Group similar queries by the decision behind them: choosing a tool, fixing a problem, learning a process, or confirming a risk. Search Console documents that its Performance report can be viewed by query and page, with clicks, impressions, click-through rate, and position. Those observations describe your own search visibility; they do not reveal a competitor's conversions or content plan.

Choose one query group where the current page underperforms or no page gives the reader a complete next step. Write a plain-language job beside the exact query wording. Several variants may express one need, so keep the comparison focused on what a reader needs to finish that job.

Collect three to seven pages that a reader could plausibly use for the same job. Record the URL, publisher, title, page type, visible update date, and the date you checked it. Add the relevant official documentation or primary evidence separately. A product landing page, an independent tutorial, and an official help article play different roles; treating them as interchangeable makes the comparison less useful.

Freeze the audience, decision, geography, and evidence rules before asking AI for a summary. Exclude snippets and second-hand traffic estimates from factual conclusions unless verified. Pages change, so volatile observations need a checked date and direct locator.

Ask the same questions of every page: Does it answer early, explain the method, expose its evidence, show a realistic example, name failures, and offer a next action? Store each observation with a passage or section locator, and reopen the page before marking it checked.

Do not score pages by length or heading count. Google's people-first guidance asks whether readers learn enough to achieve a goal and warns against writing to a supposed preferred word count. The useful gap is often a missing proof step, template, comparison condition, or failure mode.

Use your Search Console query group as the strongest first-party signal. You can also compare phrasing or seasonality in Google Trends, but label that evidence correctly. Google says Trends uses a sample of searches, normalizes each point to its time and geography, and scales interest from zero to 100. That index is relative interest, not a count of searches, customers, or likely clicks.

In Trends, choose deliberately between a term and a topic. Google says a term follows specific wording while a topic groups related expressions and languages. Save that choice, region, surface, and date range. A promising shape can justify research, not guarantee traffic.

Promote a candidate only when three conditions hold: the audience question is real, the current source pack leaves a material part of the job unresolved, and you can contribute evidence or experience that the existing pages lack. Write the brief around the reader's decision. Put the direct answer first, list the proof package, identify the most important objection, and define the action a reader should be able to take when finished.

Specify original value before drafting: a reproducible test, dated comparison, worksheet, first-party data with honest labels, or worked example. Google recommends original information and analysis over mainly summarizing others. If you cannot name the added value, improve an existing page instead.

On a visual board, place the audience question and scope at the top, first-party demand evidence on the left, competitor sources in the center, checked observation Cards to the right, and the brief below. Keep rejected gap ideas visible with a reason such as no demand evidence, duplicate intent, weak source access, or no original contribution. That history prevents the same attractive but unsupported idea from returning in the next planning session.

Before publication, follow every material claim to a checked source or labeled original observation and recheck volatile facts. After publication, evaluate impressions, qualified visits, and the action the page was meant to support. A gap analysis is an input, not a forecast.