Best Tools for Tracking LLM Visibility in 2026: 8 Tools Compared

Otterly.AI is the sensible first stop for a small team that wants real numbers without a sales call. You set up prompts, it checks them daily, and you see mentions, citations and sentiment for your brand against competitors. The built in content audit adds practical next steps, such as pages that AI engines struggle to read.

The limit is scope. Fifteen prompts on the entry plan covers a tight niche, but a brand with several product lines will outgrow it fast. Treat Otterly.AI as a way to prove the value of LLM tracking to your team, then move up a plan or switch tools when the prompt list grows.

Peec AI stands out for how clearly it shows the competitive picture. Instead of a single visibility score, you see which rivals appear for each prompt, which sources get cited, and where your brand is missing. Unlimited seats make it easy to share those reports with a whole marketing team without worrying about per user fees.

The catch is that model choice is limited at the entry level, so you pick three engines and live with that choice until you upgrade. For teams with a clear set of rivals and a focused prompt list, that trade is worth it. Larger teams should price the Pro tier, which lifts the prompt cap to 150.

Tracemetry pairs tracking with a content workflow, which is unusual at this price. It monitors prompts across ChatGPT, Perplexity and other engines, then helps draft source grounded content aimed at the gaps it finds. That combination suits small agencies and content teams that want to act on the data in the same tool.

The risk is maturity. Tracemetry is newer than Profound or Semrush, so its prompt library and integrations are thinner, and public reviews are fewer. If you value a proven track record over a lower bill, one of the bigger names below is safer. If you want tracking plus drafting for under $40 a month, it is hard to beat.

Profound is the most complete platform on this list, and the most expensive to buy into. Enterprise plans cover up to nine answer engines, with citation analytics, sentiment, agent analytics and shopping visibility for ecommerce brands. Its AI Marketer agents connect research to content work, which larger teams value.

The honest catch is access. Brands buy on a custom enterprise quote, and the seven day trial runs preset prompts rather than your own, so you cannot fully judge it before a demo. Shortlist Profound when LLM visibility is a board level program with budget to match, not when you need a quick self serve tracker.

Scrunch AI answers a question most trackers skip: which AI bots actually visit your site, and what do they read. That crawl insight pairs with prompt monitoring and site audits, so you can see both sides of visibility, what engines say about you and what their bots can access. SaaS and B2B teams with technical sites get the most from this combination.

The price is the barrier. At $250 a month for the Core plan, Scrunch AI costs far more than Otterly.AI or Tracemetry, and its prompt allowance is modest for the money. It earns its place for teams that need bot data and audits, not for teams that only need a mention count.

AthenaHQ focuses on framing, which is a different and useful question. It is not enough to know that ChatGPT mentions you, since the description it gives may be wrong, outdated or unflattering. AthenaHQ tracks that wording across 11 models and flags where the story about your brand needs correcting.

That depth costs $295 a month on Starter, and the credit model means broad tracking across all 11 models consumes the allowance quickly. The free plan with credits is a fair way to test it, though. Choose AthenaHQ when brand accuracy matters more than raw mention counts, such as for B2B SaaS firms where a wrong description can cost deals.

Semrush AI Visibility Toolkit makes most sense for teams already paying for Semrush. It adds AI prompt tracking to the keyword, backlink and audit tools those teams already use, with a 130 million prompt database for research. The AI readiness audit also flags site issues that could hurt how AI engines read your pages.

Bought alone, it is less compelling. The entry tier covers one domain and 25 prompts for $99 a month, which is steep next to Otterly.AI. But for an SEO team that lives in Semrush, keeping AI visibility in the same dashboard saves time and avoids another login, another contract and another report format.

Ahrefs Brand Radar is an add on, not a standalone tool, and that shapes who should buy it. It tracks brand mentions across AI engines and ties them to the backlink data Ahrefs is known for, so you can see which links and pages drive AI citations. The pre collected prompt database also lets you research any brand without building a prompt list first.

The cost is the catch. Brand Radar starts at $199 a month for one AI index, and you still need a base Ahrefs plan underneath it. For teams already invested in Ahrefs, that combination is powerful. For everyone else, a standalone tracker will cost far less.