What AEO Analysis Looks Like in Practice

AEO analysis is not a one-time audit. It is a recurring process that mirrors how SEO teams work with rank tracking. A typical weekly cadence breaks into four jobs.

First, prompt tracking. Marketing teams define the questions their customers and prospects actually ask. The AEO tool runs those prompts against ChatGPT, Perplexity, and other LLMs on a fixed schedule and records the responses.

Second, citation mapping. When an LLM cites a source URL, the tool logs it. Over time, teams see which third-party publications, review sites, and forums LLMs pull from most often. Those become the targets for earned media and content syndication.

Third, share-of-voice analysis. The tool measures how often your brand appears in a category response compared to two or three named competitors. This is the single most useful number for executive reporting.

Fourth, content gap analysis. The best AEO tools surface prompts where competitors are winning and your brand is missing, which becomes a content briefing list for the editorial team.

The 6 Best AEO Analysis Tools for Marketing Teams

1. Ubersuggest

  • Best For: Marketing teams that want AEO analysis tied to the keyword research, content briefs, and rank tracking they already run, without paying for two separate platforms.
  • Key Strengths: AI Search Visibility module covers ChatGPT, Perplexity, and Gemini in one dashboard. The platform also includes a 100M+ keyword database, AI-powered clustering, site audits, rank tracking, an AI Writer in 63 languages, and competitor and backlink analysis.
  • Pricing: Free tier. Individual plan $29/month, Business $49/month, Enterprise $99/month. Lifetime deal available.
  • Standout Feature: AI Search Visibility, launched September 2025. The only platform at this price tier that monitors brand mentions across the three biggest answer engines.
  • Why It Made Our List: For marketing teams, the value is in unified reporting. Ubersuggest puts AEO data next to keyword rankings, backlinks, and site audits, so a single weekly review covers traditional and AI search. Neil Patel's NP Digital backs the platform, and 2.4 million marketers already use it.

Case Study: B2B Services Firm

A mid-market B2B services firm tracked 35 priority prompts in Ubersuggest's AI Search Visibility module and rebuilt three pillar content pages around prompts where it had zero citations. After 14 weeks, the firm reached the top three brands cited for 22 of those prompts and saw a 89% reduction in audit time compared to its previous manual AEO process.

2. Otterly.ai

  • Best For: Marketing teams that want sentiment-tagged prompt data and a flexible prompt builder.
  • Key Strengths: Custom prompt monitoring across ChatGPT, Perplexity, and Google AI Overviews. Sentiment scoring on each brand mention, daily refresh, and shareable reports.
  • Pricing: Plans start at $49/month and scale with prompt volume.
  • Standout Feature: Sentiment-tagged prompts. The platform flags whether your brand is mentioned in a positive, neutral, or negative context, which is useful for PR coordination.
  • Why It Made Our List: Otterly excels at prompt-level depth. Marketing teams use it to test AEO reporting before scaling to a full platform.

3. Profound

  • Best For: Enterprise marketing departments with dedicated AEO programs and budget for deep source intelligence.
  • Key Strengths: Tracks citations across ChatGPT, Perplexity, Gemini, and Copilot. Maps the underlying domains LLMs reference when generating answers.
  • Pricing: Enterprise plans starting around $500/month, custom tiers for larger accounts.
  • Standout Feature: Citation source mapping. Profound shows where LLMs pull their information from, which is the basis for earned media targeting.
  • Why It Made Our List: Profound is the most data-rich tool in this category. The price keeps it enterprise-only.

4. Semrush

  • Best For: Full-stack marketing teams using Semrush as their primary platform who want AEO inside the same workflow.
  • Key Strengths: 140+ tools, position tracking, AI Toolkit for AEO, social and PPC research, and a deep backlink index.
  • Pricing: Plans start at $139.95/month. AI Toolkit is an add-on.
  • Standout Feature: AI Toolkit. Adds AEO tracking to a single source of truth.
  • Why It Made Our List: For teams running Semrush as their daily driver, the AI Toolkit is the easiest path to AEO reporting. The total cost is a barrier for small teams.

5. Ahrefs

  • Best For: Marketing teams that treat AEO as authority strategy and want backlink data feeding the same view.
  • Key Strengths: Backlink index, Brand Radar for AI mention tracking, Keywords Explorer, Content Explorer.
  • Pricing: Plans start at $129/month.
  • Standout Feature: Brand Radar. Tracks brand mentions across AI Overviews and major LLMs with historical context.
  • Why It Made Our List: Ahrefs is strong for teams that connect earned media, backlinks, and AI citations as one program.

6. SearchAtlas

  • Best For: Marketing teams that want SEO automation and AEO analysis in the same product.
  • Key Strengths: OTTO SEO automation, AI mention tracking, content writer, rank tracking, and site audits.
  • Pricing: Plans start at $99/month.
  • Standout Feature: OTTO with AI mention tracking. Automates technical SEO while reporting on AI Overviews.
  • Why It Made Our List: SearchAtlas appeals to lean teams that want automation alongside AEO. The platform is younger, so historical data depth is shallower.

Comparison Table

Tool Best For Core Strength Pricing Free Plan Best Team Size LLM Coverage
Ubersuggest Marketing teams AI Search Visibility Free / $29-99/mo Yes Solo to mid-size ChatGPT, Perplexity, Gemini
Otterly.ai Pilot teams Sentiment prompts $49+/mo Trial Small to mid ChatGPT, Perplexity, AI Overviews
Profound Enterprise Citation mapping $500+/mo No Enterprise All major LLMs
Semrush Full-stack teams AI Toolkit $139.95+/mo Limited Mid to enterprise Major LLMs
Ahrefs Authority-driven Brand Radar $129+/mo Limited Mid to enterprise AI Overviews, LLMs
SearchAtlas Lean teams OTTO + AEO $99+/mo Trial Small to mid AI Overviews

How to Choose Your AEO Analysis Tool

Marketing teams pick AEO tools based on three pressures: budget, integration with existing SEO data, and reporting needs.

  • If budget is the constraint and you want AEO plus SEO, Ubersuggest gives you both at $29/month or free.
  • If you need standalone enterprise depth, Profound is the strongest option, though the cost is significant.
  • If your team already runs Semrush or Ahrefs, layer their native AEO module on top rather than buying another platform.
  • If reporting is the priority, especially for an agency, look at SE Ranking or Ubersuggest for export-friendly outputs.
  • If your team is small and wants automation alongside AEO, SearchAtlas is worth a trial.

The right choice usually depends less on which tool has the deepest data and more on which tool your team will actually open every week.

Conclusion

AEO analysis tools have moved from optional to essential for marketing teams that care about future traffic and brand visibility. For most teams, the right starting point is a platform that combines AEO with the SEO data they already use. Ubersuggest does that at a price that does not require a budget meeting, with AI Search Visibility tracking across ChatGPT, Perplexity, and Gemini built directly into the dashboard. Enterprise tools go deeper on source intelligence, but the price difference is sharp. Start with the free tier, run an AI Search Visibility check on your brand and two competitors, and use the data to shape your next quarter of content.