Best LLM SEO Analysis Software in 2026: 8 Tools Compared

Profound is one of the leading AI search visibility platforms, tracking how your brand appears in AI answers, which sources are cited and what conversations drive mentions. It covers major AI tools, analyses citation patterns and helps teams understand why a competitor is cited more often. That insight is valuable for brands that already see AI search traffic and want to improve it.

Pricing is aimed at agencies and larger brands, with trials for evaluation, so small businesses may find Profound expensive. Metrics in this category are still evolving, since AI answers change with each prompt, so use Profound for trends and citation patterns, not single answer snapshots.

AthenaHQ, often called Athena, tracks brand mentions, share of voice and sentiment across AI search and chatbot platforms, with competitor comparisons that show where your brand wins or loses in AI answers. That brand lens suits marketing teams that already track brand health and want to add AI visibility to their reporting. Its dashboards are designed for regular monitoring, not one off checks.

Pricing is quoted and aimed at brands and agencies, so small businesses should request a trial and a clear quote before committing. As a newer tool, Athena's features change frequently, which is normal in this fast moving category, but it means you should test current features rather than relying on older reviews.

Peec AI offers AI search analytics with prompt tracking, brand visibility scores and recommendations for improving citations and mentions. Its dashboards are clean and easy to read, which helps teams that need to report AI visibility to stakeholders without a deep technical background. Peec AI also tracks how AI answers change over time for key prompts.

Pricing is aimed at teams and agencies, with trials available, and coverage may be stronger for European markets in some reports, so check coverage for your region. For a straightforward AI search analytics tool with actionable recommendations, Peec AI is a strong contender.

Semrush's AI Toolkit adds AI search visibility tracking to its existing SEO platform, which suits teams already using Semrush for keywords, audits and rank tracking. That integration means AI visibility sits alongside traditional SEO data, so you can compare AI mentions with search rankings, backlinks and content performance in one place. For SEO teams, that context is valuable.

AI depth is thinner than dedicated tools like Profound, since Semrush's AI features are an add on to a broader platform. If you already pay for Semrush, test its AI Toolkit first before buying a separate AI tool, since it may cover your basic AI tracking needs.

Ahrefs Brand Radar tracks brand mentions across the web, including AI related mentions, and integrates with Ahrefs' backlink, keyword and site audit data. That integration helps SEO teams see how brand mentions, links and AI visibility relate, and Ahrefs' large web index gives broad coverage. For teams already on Ahrefs, Brand Radar is a natural addition.

AI specific features are still evolving, and depth is less than dedicated LLM SEO tools, so brands that need detailed citation analysis should compare Ahrefs with Profound or Athena. If your main need is brand mentions plus SEO data in one tool, Ahrefs Brand Radar is efficient and familiar.

Otterly.AI monitors how brands appear in AI search results, tracking prompts, citations and visibility across major AI platforms. Its setup is simple, with prompt lists and brand tracking that small teams can start quickly, and its reports focus on practical changes in AI visibility over time. That simplicity suits agencies and brands that want monitoring without enterprise complexity.

As a smaller company in a new category, Otterly.AI's coverage varies by AI tool and region, so test it for your key prompts before committing. Pricing is aimed at teams, with trials available, and it is a good mid market option between free SEO add ons and enterprise AI platforms.

Scrunch AI focuses on optimising for AI search, not just tracking it, with recommendations for content gaps, citation opportunities and structured data that may improve AI mentions. That optimisation lens suits agencies and brands that want action steps, not just dashboards, and its tools help prioritise which pages and topics to improve first. Agency features support managing multiple clients.

Pricing is quoted, and optimisation advice in this new field is still evolving, since AI ranking factors are less understood than traditional SEO. Treat Scrunch AI's recommendations as hypotheses to test, measure changes over time, and combine them with solid traditional SEO, rather than following every suggestion blindly.

Goodie AI tracks AI visibility, prompts and citations across major AI platforms, with simple reporting designed for marketing teams that need to show AI performance to stakeholders. Its focus on clear visibility scores and citation sources helps teams understand where their brand appears in AI answers and where competitors are cited instead. That clarity is useful in a category where metrics can feel abstract.

As a newer tool, Goodie AI's coverage and metrics are still evolving, and pricing is aimed at teams with trials for evaluation. For a straightforward AI visibility tracker without enterprise complexity, Goodie AI is worth a trial alongside Profound and Peec AI.