SEO

How to analyze competitor SEO with AI

Use AI to compare competitor SEO topics, page types, search intent, and gaps without inventing keyword metrics.

Summary answer

The answer in one minute

To analyze competitor SEO with AI, collect URLs, titles, SERP notes, and page types first. Then ask AI to group topics, identify search intent, and suggest gaps that fit your offer. Do not let it invent traffic, keyword volume, or ranking data.

Key takeaways

What you need to remember

  • SEO gaps are useful only when they fit your product and audience.
  • SERP competitors are not always business competitors.
  • AI should organize your evidence, not invent missing metrics.

When to use it

Use this when the decision depends on competitor evidence

  • You are planning content pages or SEO clusters.
  • Competitors rank for terms you want to understand.
  • You need to choose between guides, glossary pages, comparisons, tools, or reports.

Before AI

Collect these sources before you ask AI

  • Competitor URL samples from sitemap, search results, or tools.
  • Title tags and meta descriptions when available.
  • SERP notes for target queries.
  • Page type labels, such as guide, glossary, category, comparison, or tool.
  • Your own product and audience fit.

Prompt

Turn competitor SEO pages into content gaps

You are helping me analyze competitor SEO gaps.

My company: {{my_company}}
Competitor: {{competitor}}
Category: {{category}}
Decision I need to support: {{decision}}

SEO sources:
{{sources}}

Do not invent volume, difficulty, rankings, or traffic. If I did not provide a metric, mark it as unknown.

Analyze:
1. Topic clusters the competitor covers.
2. Page types they use, such as guides, tools, comparisons, glossary, category pages, or reports.
3. Search intent behind the strongest visible pages.
4. Gaps we can cover honestly.
5. Pages we should ignore because they do not fit our offer.
6. Evidence still needed before prioritizing.

Return a gap table with opportunity, why it matters, source evidence, content format, and verification needed.

- Use the provided SEO exports, SERP notes, or search results first. Calculate gaps from real URLs, titles, page types, and metrics instead of inventing volume or rankings.
- Use any provided URLs, files, screenshots, exports, or connected tool outputs before analyzing.
- Cite the source, export, tool, or URL behind any claim that affects the decision.

Variables

Replace these fields before you run the prompt

Variable What it means Example
{{my_company}} Required My company The company, product, store, or service you are comparing against the competitor. A DTC skincare brand selling refillable face wash
{{competitor}} Required Competitor The competitor you want to analyze. Use one competitor at a time when the source set is deep. Brand X
{{category}} Required Market or category The buying context. This helps the AI avoid comparing the wrong kind of business. Premium skincare, France and UK
{{sources}} Required Sources and retrieval targets Paste collected sources, exports, screenshots, notes, URLs to check, or the MCP/tool datasets the AI should use. Homepage copy, pricing page, top 5 ads, title tags, Semrush export, Ahrefs export, Similarweb notes, Panoramata campaign examples
{{decision}} Required Decision to support The action you need to take after the analysis. Rewrite our landing page hero and offer comparison table

Example

Use this example to match the right level of detail

Source notes you paste into AI

My company: B2B webinar platform
Competitor: fictional platform called StageLoop
Category: webinar software
Sources: 20 sitemap URLs, 10 SERP notes, title tags
Decision: choose content pages for next month

What a useful answer should look like

Fictional example output

Visible cluster:
StageLoop has many pages around webinar promotion, reminders, and replay workflows.

Gap that fits:
"Webinar replay email sequence" looks useful because your product supports replay automation.

Gap to ignore:
"Best camera for webinars" may bring traffic, but it does not connect strongly to your product.

Steps

Follow these steps before you make a decision

  1. 1

    Collect page examples

    Export or list competitor URLs with titles and page types.

  2. 2

    Add SERP notes

    Look at the live SERP for your main target terms.

  3. 3

    Ask AI to group topics

    Cluster by buyer problem and search intent, not just keywords.

  4. 4

    Score business fit

    Remove gaps that do not connect to your product or offer.

  5. 5

    Brief the first page

    Turn one gap into a page outline with source notes and verification tasks.

Decision rule

Turn the AI answer into learn, test, ignore, or check

Bucket Use it when Next action
Learn The competitor pattern is clear and fits your audience. Write down the principle, not the exact wording.
Test The idea could improve your page, ad, SEO page, pricing, or offer. Turn it into one small experiment with your own proof.
Ignore The competitor move does not fit your product, market, or constraints. Keep it out of the report so it does not distract the team.
Check The answer includes pricing, ranking, ad, traffic, review, or performance claims. Verify the source before anyone acts on it.

Mistakes

Avoid these research mistakes

  • Inventing search volume inside the prompt.
  • Chasing every competitor page.
  • Ignoring whether the SERP wants a guide, tool, list, or product page.

Verification

Check the answer before you use it

  • Did the output avoid invented ranking and traffic claims?
  • Are business competitors separated from SERP competitors?
  • Does each opportunity include a page type?
  • Did you check the live SERP before prioritizing?
  • Does the content idea support a real buyer decision?

Source notes

Keep this evidence beside the answer

This page does not contain live competitor findings. For real work, keep URLs, screenshots, dates checked, and exports next to each finding.

What you should do next

Do this next

  • Run the SEO gap prompt with one competitor or SERP set.
  • Move the best opportunity into the SEO gap template.
  • Verify the SERP before briefing the page.

Use next