Skip to main content
AEO9 min read

AI-Based SEO Tools: What to Measure First

AI-based SEO tools should be matched to the job: use Cituna to measure and fix brand mentions across ChatGPT, Perplexity, Gemini, Claude, Grok, Google AI Overviews and Google AI Mode, or use Semrush, Mangools, Screaming Frog and ChatGPT for narrower SEO tasks.

Marketing lead reviewing AI search answers, cited pages and SEO tool findings on a laptop

How do I choose an AI-based SEO tool?

AI-based SEO tools solve different problems, so start by naming the result you need. Cituna is an AI visibility platform that measures and acts on whether ChatGPT, Perplexity, Gemini, Claude, Grok, Google AI Overviews and Google AI Mode name or cite your brand. Semrush and Mangools are suited to conventional keyword, competitor and ranking research, while Screaming Frog SEO Spider checks a website's technical structure and ChatGPT helps with analysis and content work.

The important distinction is whether your problem is missing search demand data, a technical crawl issue, weak content, or missing mentions in answer engines. A tool can be useful without solving the problem that prompted your search.

Use this decision rule:

  • Choose an AI visibility platform when the question is who answer engines mention, which pages they cite and what competitors replace you.
  • Choose Semrush or Mangools when the question is which keywords to target, how competitors rank or where conventional search demand exists.
  • Choose Screaming Frog SEO Spider when the question is whether pages, links, metadata or crawl paths have technical problems.
  • Choose ChatGPT when the question is how to interpret data, outline content or generate working drafts, not when you need a dependable record of market-wide visibility.

A useful comparison must therefore assess the measurement, the recommended change and the feedback after that change. A tool that only produces text may speed up production while leaving the original visibility gap unmeasured.

Cituna actions: fixes for the site, each tagged with its impact, the work it takes, the confidence behind it and the scores it improves
In Cituna: each fix with its impact and the work it takes. Example workspace.Try it on your site

2. Research each tool by its evidence and action loop

Research AI-based SEO tools by checking what they observe, how often they observe it, what evidence they retain and what happens after a recommendation. Do not rely on a feature list that treats keyword research, crawling, drafting and answer-engine monitoring as interchangeable.

For each tool, record answers to the same questions:

  • Which search or answer surfaces does it inspect?
  • Does it track your brand, competitors, URLs, citations and position in answers?
  • Can it separate a missing mention from a missing citation or a technical failure?
  • Does it recommend a specific page or change, or only provide a score?
  • Can your team approve, implement and connect the change to later clicks or visibility?
  • Can you export evidence that another person can review?

This method gives each named option a fair role. Semrush can help with broad SEO research and competitive analysis. Mangools can support keyword discovery and rank-focused workflows. Screaming Frog SEO Spider can expose technical issues that content tools miss. ChatGPT can help transform research into briefs, but its output should be checked against source data and a repeatable prompt set.

Cituna checks a different evidence loop by asking the seven named engines the questions a brand's buyers ask every day, recording who each answer names and cites, at what position, and which competitors and pages appear instead. For a broader distinction between these categories, see AI Visibility Tools vs SEO Tools.

3. Check whether the tool measures mentions and citations separately

Measure brand mentions and citations as separate outcomes because an answer can name a company without linking to its website, or cite a page without placing the brand where a buyer notices it. A single visibility score can hide that difference.

A useful measurement record includes the exact buyer question, the engine tested, the answer position, the named brand, the cited URL, competing names and pages, and the date of the observation. The record should also preserve enough context to explain why a result changed.

Cituna records who each answer names and cites across ChatGPT, Perplexity, Gemini, Claude, Grok, Google AI Overviews and Google AI Mode. That makes it possible to distinguish a content gap from a surface-specific gap, such as being named in one engine but absent from another.

A conventional rank tracker still has a place when your team is improving web search rankings. An AI visibility tool becomes necessary when the buying journey includes a generated answer and the business needs to know whether that answer includes the company at all. The two measurements can inform each other, but one should not be presented as a substitute for the other.

Cituna tracked prompts: each buyer question with one mark per AI engine, ticked where that engine named the brand, and how many engines named it
In Cituna: every tracked prompt, with a mark for each engine that named you. Example workspace.Try it on your site

4. Check the proposed fix before publishing anything

Inspect the proposed fix against the missing evidence before publishing it. A recommendation should tell you which page or content asset needs attention and why the change could make the answer more complete, rather than simply asking for more articles.

A fix may involve schema, FAQ markup, llms.txt or a page change. The right choice depends on the failure: inaccessible content calls for technical work, an unanswered buyer question calls for useful page content, and a weak explanation may need clearer evidence or structure.

Use this check before approval:

  • Match the fix to the exact prompt that exposed the gap.
  • Confirm that the suggested page genuinely answers the buyer's question.
  • Check that claims are supported by the page and by accessible source material.
  • Remove repetition, artificial keyword use and unsupported comparisons.
  • Record the original answer so the post-change result has a baseline.

Cituna generates fixes from the observed gaps, including schema, FAQ markup, llms.txt and page changes. Its AutoSEO can write articles from those gaps and from Search Console demand, then send them to WordPress, Shopify, a GitHub repository or another CMS by webhook. The workflow can hold articles for approval or publish them automatically, with 30, 90 or 300 articles a month by plan.

5. Test the measurement with a concrete buyer question

Test a tool with a real buyer question and a defined pass condition before you compare dashboards. An illustrative example is the question, "Which project management platform suits a 40-person remote design team?" The input should be tested consistently across the engines the tool supports, with the answer, named companies, cited pages and positions recorded.

A practical test sequence is:

  1. Run the exact question and save each answer with its date and engine.

  2. Mark whether the brand is absent, named, cited, or both named and cited.

  3. Identify the page or competitor that appears instead and classify the gap as technical, topical or evidence-related.

  4. Apply one targeted change to the relevant page, leaving unrelated changes documented.

  5. Rerun the same question and check whether the mention, citation, cited page or position changed.

The pass condition is not simply that a draft was generated. The pass condition is that the tool shows a traceable relationship between the observed gap, the change and the later answer. If the result changes, check whether the prompt, engine, page or other variable changed before crediting the fix.

6. Connect SEO demand to answer-engine changes

Connect conventional SEO demand to answer-engine monitoring when you need to decide which visibility gaps deserve work first. Search Console data can show which queries and pages already attract attention, while answer-engine checks can show where buyers receive a different recommendation or no brand mention.

A useful prioritisation order is to start with questions that are commercially important, closely related to existing pages and already supported by evidence. Then check whether the page is crawlable, whether it answers the question directly and whether competing pages supply a clearer explanation.

Cituna includes Google Search Console so a team can see which changes moved clicks, alongside its answer-engine observations. That connection does not prove that one edit caused every change, so keep a change log and compare the same prompts before and after implementation.

Semrush and Mangools remain useful for discovering search demand and comparing conventional search performance. Screaming Frog SEO Spider remains useful for finding technical problems. ChatGPT can help group questions and draft briefs, but the final prioritisation should come from the business value and the evidence collected for each gap.

7. Match automation depth to the team's approval process

Match automation to the risk of the change and the team's ability to review it. A small team may want automatic research and queued drafts but still require human approval for claims, regulated subjects, product statements and pages that affect the brand's main conversion path.

Look for separate controls for monitoring, recommending, drafting, editing and publishing. These are different permissions in practice, even when a vendor presents them as one automation feature.

Cituna's AutoSEO can publish to WordPress, Shopify, a GitHub repository or any CMS by webhook, with articles held for approval or published automatically. Its hosted MCP server connects Claude or another AI agent to the same data, with read tools on every plan from $49 and, on Pro, the ability for an agent to run scans, edit tracked prompts, move fixes along and queue articles.

For teams comparing options, the key question is not whether a tool uses automation. Ask whether the automation preserves the evidence, gives a person a review point and leaves a clear record of what changed. The AI Visibility Tools for SEO Teams comparison is useful when the buying decision involves several roles or approval paths.

8. Run a baseline scan and set the next measurement

Run a baseline scan before choosing a long-term workflow, then define the next measurement in advance. The first result should identify the buyer questions, engines, named competitors, cited pages and the highest-value gaps, not merely produce a generic readiness score.

Use the baseline to select a small group of prompts that represent the company's real buying journey. Keep those prompts stable while the team fixes one class of issue at a time. After each change, check the same answer fields and review clicks or other relevant business signals separately.

Cituna's free AI visibility scan is the practical starting point for this step. A Cituna account is required for ongoing brand mention and citation tracking, and the homepage's free check tests crawler readiness rather than brand mentions or citations. After the baseline, choose whether the team needs a monitoring-only workflow, a managed fix loop or publishing automation.

The next action is to run the free AI visibility scan, save the questions that matter most and use the results to decide which page or technical issue to address first. Teams that have already made technical changes can also use Measure AI Visibility After Technical SEO Changes to structure the follow-up check.

Official sources to check

Drafted with AI assistance from our own research and Search Console data, and reviewed by Rahul A before publishing. Rules and prices change; check the linked official source before you act.

Frequently asked questions

Can AI do SEO?

AI can assist with keyword analysis, technical checks, content briefs, drafting and answer-engine monitoring, but it does not replace judgment about intent, evidence or brand risk. Use tools to speed research and connect changes to results. A person should still approve important claims, page changes and publishing decisions.

What is the 80/20 rule in SEO?

The 80/20 rule is a prioritisation idea: a small group of pages, queries or technical problems may account for much of the useful outcome. Treat it as a way to focus investigation, not as a guaranteed ratio. Use your own Search Console and visibility data to identify the high-value group.

Is SEO dead or evolving in 2026?

SEO is evolving because buyers may encounter search results, AI Overviews, AI Mode and answers from ChatGPT, Perplexity, Gemini, Claude or Grok. Crawling, relevance and useful pages still matter. Teams should add answer-engine measurement rather than assume conventional rankings fully describe how buyers discover a brand.

What is the name for SEO for AI?

Common terms include AI search optimization, answer engine optimization, generative engine optimization and large language model SEO. The label matters less than the work: measure which engines mention and cite a brand, identify the missing evidence and improve the page or technical setup that addresses the gap.

Are AI-based SEO tools free?

Some tools offer free checks, limited trials or open features, but free access does not necessarily include ongoing brand mention and citation tracking. Cituna's homepage free check tests crawler readiness, while ongoing tracking requires an account and a plan. Check exactly what the free option measures before comparing it with paid monitoring.

Rahul Arora

Written by

Founder, Cituna

Rahul founded Cituna and leads the product. He runs Cituna on his own sites first, in the same workspace customers use.

Put your optimization plan to work with Cituna

Measure where AI answers mention and cite your brand, review the sources behind competing recommendations, and get a prioritized SEO, AEO and GEO action plan.

  • Your buyer questions asked on 7 AI engines every day
  • Which answers name you, and which name a competitor
  • The pages each engine cites instead of you
  • A written fix for every answer you are missing from

3-day free trial · Card required, cancel anytime · Plans from $49 a month

Join 1,783 growing businesses

The Cituna overview: visibility score, its trend and the result on each AI engine