Best LLM SEO Analysis Software in 2026: 9 Tools Compared

Profound is the most enterprise-focused tool in this list. It tracks brand mentions, citations, and share of voice across AI platforms, and it analyzes what buyers actually ask, not just whether your brand appears. That prompt-demand view helps content teams prioritize topics that drive real questions.

Pricing in recent listings puts Starter at $99 per month for ChatGPT-only tracking with 50 prompts, and Growth at $399 per month for three engines and 100 prompts. Enterprise plans are custom. The catch is cost for full coverage. Small teams that need many engines will find cheaper options below, but larger brands that need governance, reporting, and scale will find Profound hard to replace.

Peec AI keeps the interface simple, which matters when reports go to marketers rather than analysts. You pick prompts, choose engines, and track mentions, citations, and share of voice daily, with competitor comparisons built in. Starter covers 50 prompts across three engines of your choice, with AI Mode, AI Overviews, ChatGPT, Perplexity, Gemini, and Copilot among the options.

Pricing is listed at $95 per month, or $80 per month billed annually, with Pro at $245 and Advanced at $495 per month. Extra models are paid add-ons. Peec AI does not replace a full SEO suite, so pair it with a rank tracker if you also need keyword and backlink data. For clean, dedicated AI tracking, it is one of the easiest tools to adopt.

Semrush suits teams that already use it for classic SEO. The AI Visibility Toolkit adds brand mentions, cited pages, competitor benchmarking, and prompt discovery to the same project where you track keywords, backlinks, and site health. That single-project view helps you connect a citation gap to the page that should fix it.

Recent listings put the AI Visibility Toolkit at $99 per month per domain as an add-on, on top of a Semrush subscription. That total is higher than a standalone tracker, but it replaces a second tool for many teams. If you do not already use Semrush, a dedicated tracker such as Peec AI or Otterly.AI will be cheaper. If you do, adding the toolkit is the path of least resistance.

Ahrefs Brand Radar tracks how brands appear across AI platforms, including Google AI Mode, AI Overviews, ChatGPT, Perplexity, Gemini, and Copilot, with Claude on custom prompts. Its strength is discovery. A prompt database with hundreds of millions of prompts helps you find questions you did not know buyers were asking, then track your share against competitors.

Custom prompt tracking is listed from $50 per month on a paid Ahrefs plan, while the AI Visibility Index is listed from $199 per month in some comparisons. That layered pricing can confuse buyers, so confirm which Brand Radar tier you need before you sign up. For SEO teams that already live in Ahrefs, Brand Radar adds AI data without a new workflow.

Otterly.AI is the best starting point if budget is tight. The Lite plan starts at $29 per month, with daily monitoring across ChatGPT, Google AI Overviews, Perplexity, and Copilot, plus a GEO audit feature. You can see which prompts mention your brand, which sources get cited, and how competitors compare, without enterprise procurement.

The entry tier covers a small prompt set, listed at 15 prompts in some comparisons, so larger brands will need Standard or Premium tiers. Gemini and AI Mode coverage may require add-ons depending on tier, so check engine coverage before you buy. For a single brand or a small agency pilot, Otterly.AI gives you real data at the lowest honest price in this guide.

SE Ranking, sold as SE Visible for its AI search product, layers AI tracking onto a full SEO platform. You get AI Overviews and AI Mode tracking alongside rank tracking, site audit, keyword research, and backlink data. That combination suits agencies that want to add AI reporting to existing client work without buying a separate enterprise tool.

Pricing varies by source, with Essential listed at $52 per month billed annually in some comparisons, and AI add-on pricing higher in others. Confirm the current SE Visible price for your prompt count before you compare it with Peec AI or Otterly.AI. For SEO teams that want one suite for both classic and AI search, SE Ranking is the value pick.

Scrunch combines brand monitoring with AI crawler analytics, so you can see both how AI answers mention you and how AI crawlers interact with your site. That second view helps technical and content teams fix access, structure, and freshness issues that block citations. Content guidance sits next to the monitoring data, which shortens the path from report to fix.

Entry pricing is listed at $250 per month for the Core plan in some comparisons, and $300 per month for Starter in others, so check the current pricing page. That puts Scrunch above Otterly.AI and Peec AI, but below enterprise Profound plans. Content teams that want monitoring plus action steps, rather than monitoring alone, should demo Scrunch.

AthenaHQ stands out because you can test it with real data for free. The Essential plan covers five engines, including ChatGPT, Perplexity, AI Overviews, Gemini, and Claude, with 300 credits and a $25 free credit in published listings. That lets a small team verify the workflow before paying.

Paid Starter is listed at $295 per month, with credit-based pricing where one credit equals one AI response. Large prompt sets can use credits quickly, so estimate your monthly prompt volume before you commit. For teams that want to evaluate AI tracking without a trial countdown, AthenaHQ is the best free starting point.

AIclicks targets agencies and small teams that track many brands without enterprise pricing. It offers AI visibility tracking and citation intelligence, with a choice of engines per project, including ChatGPT, Gemini, Perplexity, AI Overviews, Claude, Copilot, AI Mode, and others on higher tiers. That flexibility helps agencies match engine coverage to each client.

Pricing is listed from $39 per month in several comparisons, which makes it one of the cheapest agency-friendly options. The trade-off is maturity. AIclicks has less public documentation and fewer enterprise features than Profound, so larger teams should check reporting, permissions, and API access during a trial. For cost-conscious agencies, it is worth a shortlist spot.