Best LLM SEO Analysis Software in 2026: 8 Tools Compared

Profound is the most complete LLM visibility platform on this list, and it is the one larger brands tend to shortlist first. It tracks visibility across major answer engines, including ChatGPT, Perplexity, Google AI Overviews and AI Mode, Gemini, and others depending on plan, and it connects that data to competitor benchmarking and citation analysis. A content layer can then suggest optimizations based on what the tracking reveals.

The catch is price and access. Profound has moved toward trial plus custom enterprise pricing, so small teams cannot simply pick a low monthly plan and start. If you run a serious program across many prompts and engines, and you need historical data and broad coverage, Profound is still the benchmark. Smaller teams should start cheaper and upgrade later.

Peec AI is built with agencies in mind. You can manage multiple clients in separate workspaces, track prompts daily, and compare your visibility with competitors over time. Unlimited seats on some plans make it easier to share dashboards with clients and colleagues without paying per person.

The limit to watch is model coverage per plan. Self-serve plans let you pick a set number of models, with broader coverage on enterprise plans, so check that your key engines are included before you buy. For agencies that need tidy client reporting, Peec AI is a strong, practical choice.

Otterly AI is the best entry point for teams that want real LLM tracking without an enterprise budget. The entry plan covers core engines and a set number of prompts, and its citation reports show which sources AI answers link to. Pricing is transparent compared with several rivals, which makes budgeting easier.

Coverage is the trade-off. Extra engines such as Claude are add-ons, and refresh frequency is not daily on every plan. If you need daily tracking across every engine, you will pay more or need a larger tool. For a first LLM visibility program, Otterly AI gives you useful data at a fair price.

Scrunch AI goes deeper than a simple mention count. It shows which sources AI answers cite, where competitors win citations, and how AI crawlers interact with your site. Persona-based prompt testing lets you check how different audience types might surface your brand, which is useful for content planning.

That depth costs more and needs more setup. Scrunch is not the cheapest way to check whether ChatGPT mentions you, and small teams may find the reporting more detailed than they need. For technical and content teams that want to fix citation gaps, not just watch them, Scrunch is a strong pick.

AthenaHQ positions itself between budget trackers and enterprise platforms. It tracks a broad set of engines, links AI visibility to traffic data, and prioritizes fixes that should improve entity signals and citations. That action layer matters, since tracking alone does not improve rankings in AI answers.

Pricing is the main barrier. The entry tier is well above budget tools, and credit-based plans need watching so you do not run out mid-month. Mid-market teams that want both measurement and a clear fix list will find AthenaHQ worth the cost, while smaller teams may prefer Otterly AI first.

Semrush AI Toolkit is honest about what it is: a general SEO platform with a dedicated AI visibility feature, rather than a tool built only for LLM tracking. That is a strength if you already pay for Semrush, since you can check AI Overviews, ChatGPT, and other engines alongside keyword rankings, backlinks, and site audits in one place.

The limit is focus. Dedicated trackers often offer deeper prompt, citation, and crawler detail than an add-on, and Semrush pricing is per domain, so multi-brand teams should check the total cost. If Semrush is already your SEO home, adding the AI Toolkit is the simplest way to start LLM analysis.

Ahrefs Brand Radar follows a similar pattern to Semrush: a strong general SEO platform with an AI visibility add-on. It tracks brand mentions in AI answers, including ChatGPT, AI Overviews, and Perplexity, and it pairs that data with the backlink and keyword data Ahrefs is known for. That combination helps teams see whether AI mentions line up with search authority.

Cost is the catch, since Brand Radar is an add-on per index on top of a base Ahrefs plan, which puts it out of reach for very small teams. For teams already paying for Ahrefs, though, it is a natural way to add LLM analysis without adopting another platform.

ZipTie appeals to small teams that want LLM tracking without a complex platform. Setup is quick, dashboards are easy to read, and it covers the major engines most teams care about first. That simplicity makes it a good second choice behind Otterly AI for budget buyers.

The trade-off is depth. ZipTie does not match the citation, crawler, and content features of larger tools, and public documentation is thinner. If you need basic, regular visibility checks and a clean report, ZipTie delivers. If you need deep citation repair workflows, look at Scrunch or Profound instead.