9 Best AI Visibility Tools for 2026: Buyer's Guide

AI visibility tools track how often and how favorably your brand appears in answers from ChatGPT, Google AI Overviews, AI Mode, Gemini, Perplexity, Claude and Copilot. They run a set of prompts on a schedule, store the answers, and report mentions, citations, sources, sentiment and share of voice against competitors. The best one for you depends on engines, prompt volume, data method and budget.

This buyer's guide compares nine AI visibility tracking tools with verified engines, prompt limits and starting prices (pricing as of October 2026, checked on each vendor's site). You also get evaluation criteria, a cost-per-prompt comparison, a vendor RFP checklist and a trial plan. Lantern publishes this guide and is included; we did not run a controlled test of every product, so confirm details in a trial.

Best AI visibility tools at a glance

Each tool below is strongest at a particular measurement job. Labels reflect published features and pricing, not a hidden score.

• Peec AI: best for marketing teams that want clean analytics, unlimited seats and Looker Studio reporting.
• Otterly.AI: best for affordable entry-level tracking with GEO page audits.
• SE Visible: best for high prompt volume per dollar with interface-captured answers.
• Semrush AI Visibility Toolkit: best for teams already using Semrush.
• Ahrefs Brand Radar: best for market-wide benchmarking without building a prompt list.
• Rankscale: best for broad engine coverage on credit-based pricing.
• LLMrefs: best for large prompt sets on a tight budget when weekly data is enough.
• Profound: best for enterprise monitoring with prompt-volume data and governance.
• Lantern: best for teams that want measurement connected to SEO data and agent execution.

What is an AI visibility tool?

An AI visibility tool is software that repeatedly samples answers from AI search and chat engines for prompts you choose, then measures how your brand and competitors are represented. It is a measurement instrument. Some tools add recommendations or content work, but their core job is trustworthy data.

If you need a platform whose main job is improving visibility through content, technical fixes and outreach, see our comparison of the best GEO tools. For the concept and metrics behind this category, read what AI search visibility is.

What should an AI visibility tool measure?

A good tool reports each outcome separately and per engine, so you can see where you are strong and where you are missing. Composite scores are useful for trend lines, but only if you can inspect the answers behind them.

Lantern's AI Recognition Gap research shows why one number misleads. ChatGPT correctly identified the tracked brands in 95.0% of answers that named them, yet only one of four brands appeared in a live unbranded category test. The study measures six stages separately:

1. Recognized: the AI can describe your brand when the prompt names it.
2. Cited: the answer links to your site or a relevant source about you.
3. Associated: the AI connects you with the right category, audience or use case.
4. Discovered: you appear in answers to prompts that do not name you.
5. Recommended: you are presented as a suitable option.
6. Visited: someone clicks from an AI answer to your site.

Beyond these stages, look for share of voice against named competitors, sentiment, answer accuracy, cited domains and pages, and AI referral traffic. Accuracy matters more than most dashboards admit; our guide to detecting and correcting AI hallucinations about your brand covers what to do when answers are wrong.

How do AI visibility tools collect data?

Tools collect answers either by querying the consumer interface (as a user would), by calling model APIs, or by drawing on large prompt databases or panels. The method affects what you see, so ask every vendor which one they use for each engine.

• Interface capture reflects what users see, including citations and shopping cards. SE Visible, for example, says it collects "real AI responses using a browser and graphical user interface, not simulated answers or API-based results."
• API sampling is cheaper and more repeatable but can differ from the consumer product, especially for search-grounded answers.
• Prompt databases such as Ahrefs Brand Radar's index let you benchmark a whole market without writing prompts, but you do not control the exact wording.

Sample size matters as much as method. In Lantern's research, expanding a tracked set from 10 to 100 questions reduced variation in reported brand coverage by about 73%. A 15-prompt plan is fine for spot checks, not for a board report.

Google's own data is also available. Its guide to generative AI features in Search points site owners to the generative AI performance report in Search Console, and warns that no third-party tool has access to Google's internal ranking or AI systems.

How we evaluated AI visibility tools

We compared tools on eight criteria using vendor pricing and product pages reviewed in October 2026. Where a vendor does not publish a detail, we note it rather than guess.

1. Engine coverage on the plan you would buy, including add-on costs.
2. Prompt capacity and refresh rate (daily, weekly or custom).
3. Data method (interface, API or database) and transparency about sampling.
4. Metric depth: mentions, citations, sources, position, sentiment and competitors.
5. Markets and languages supported.
6. Reporting and data access: exports, Looker Studio, API, MCP.
7. Team and agency fit: seats, projects, workspaces and white-label options.
8. Pricing transparency: public prices, trials and overage rules.

The 9 best AI visibility tools reviewed

1. Peec AI

Peec AI is an analytics-first tracker built for marketing teams. It reports visibility, position and sentiment, lets you tag and filter prompts by model and country, tracks the sources behind answers, and offers recommendations, CSV exports, a Looker Studio connector, an API and MCP access.

• Engines: choose 3 models on Starter, Pro and Advanced from ChatGPT, AI Mode, AI Overviews, Copilot, Gemini and Naver AI; Enterprise offers up to 13, including Claude, Perplexity, Grok and DeepSeek. Extra models are add-ons.
• Limits: Starter 50 prompts, Pro 150, Advanced 350, all tracked daily with unlimited users.
• Pricing (October 2026): Starter from €89 a month per Peec's published comparison; amounts on the pricing page load dynamically, so confirm in your currency. Annual billing saves 15%. Free trial available.
• Watch-outs: only three engines on self-serve plans.

2. Otterly.AI

Otterly.AI pairs daily AI search monitoring with GEO URL audits, content checks, prompt research and recommendations. All plans include unlimited team members, brand visibility and sentiment, and citation source tracking.

• Engines: ChatGPT, Google AI Overviews, Perplexity and Microsoft Copilot included; Google AI Mode, Gemini and Claude are paid add-ons (on Lite, $9, $9 and $29 a month).
• Limits: Lite 15 prompts, Standard 100, Premium 400, Enterprise from 1,000.
• Pricing (October 2026): Lite $29 a month, Standard $189, Premium $489, Enterprise custom; 15% off annually. Free trial available.
• Watch-outs: add-on engines raise the real cost; API and MCP access start on Standard.

3. SE Visible

SE Visible is SE Ranking's standalone AI visibility product. It tracks brand mentions, sentiment, competitors and sources, offers prompt research, and supports multiple brands per account. Data is refreshed daily and captured through the engines' user interfaces.

• Engines: ChatGPT, Gemini, AI Mode, Perplexity and AI Overviews; the vendor says Claude is coming.
• Limits: Basic 200 prompts (about 30,000 answers a month, 3 projects), Core 450, Plus 1,000. Markets: US, UK, Canada, France, Germany, Netherlands and Spain.
• Pricing (October 2026): Basic $99 a month, Core $189, Plus $355; 20% off annually; 10-day free trial.
• Watch-outs: seven countries and five languages, so check your markets.

4. Semrush AI Visibility Toolkit

The Semrush AI Visibility Toolkit adds AI search reporting to Semrush: an AI Visibility Score, competitor research, prompt research with topic volume and difficulty, brand performance and sentiment reports, daily prompt tracking and an AI search site audit.

• Engines: Semrush documents tracking on platforms such as ChatGPT and Google AI Mode; its marketing also cites AI Overviews and other LLMs.
• Limits: 25 tracked prompts and 1 Brand Performance domain; extra 50 prompts cost $60 a month. Prompt tracking covers 220+ countries and territories.
• Pricing (October 2026): $99 a month per user, no free trial. Semrush One bundles SEO and AI visibility from $199 a month with 50 prompts.
• Watch-outs: each extra user needs its own $99 license, and Brand Performance updates weekly.

5. Ahrefs Brand Radar

Ahrefs Brand Radar offers two modes: an AI Visibility Index built on a database of hundreds of millions of search-backed prompts, and Custom Prompts for tracking your own questions. It suits benchmarking a category before you invest in a prompt list.

• Engines: the index covers AI Overviews, AI Mode, ChatGPT, Perplexity, Gemini and Copilot; Custom Prompts add Claude.
• Limits: paid Ahrefs plans include a small daily custom-prompt quota (Lite 5, Standard 10, Advanced 20); packages add checks from $50 a month.
• Pricing (October 2026): AI Visibility Index from $199 a month; Ahrefs Lite is $129 a month. A free AI Visibility Checker shows a top-5 preview with no signup.
• Watch-outs: you do not control index prompt wording; pricing for full multi-engine custom tracking needs checking with Ahrefs.

6. Rankscale

Rankscale is an AI rank tracker with credit-based pricing and no per-engine upsells. It tracks visibility, citations and sentiment by brand, topic and model, runs page audits for AI readiness, and includes query fan-out on all plans.

• Engines: ChatGPT, Perplexity, Google AI Mode, AI Overviews and Gemini, DeepSeek, Mistral, Claude and Copilot on paid plans.
• Limits: Pro includes 1,200 credits (up to 4,800 answers), 10 brand dashboards and 50 page audits a month.
• Pricing (October 2026): Pro $99 a month with a 7-day free trial; Pro+ $229, Growth $385, Enterprise $780; 15% off yearly.
• Watch-outs: credits convert to answers at different rates, so model your prompt and engine mix.

7. LLMrefs

LLMrefs offers one paid plan with broad engine coverage and generous prompt volume, refreshed weekly. It includes citation tracking, prompt volume estimates, geo-targeting, CSV export and API access, plus unlimited team members, projects and domains.

• Engines: ChatGPT, ChatGPT Search, AI Overviews, AI Mode, Gemini, Perplexity, Claude, Grok, Copilot, Meta AI and DeepSeek, with no add-on fees.
• Limits: 500 prompts with weekly reports.
• Pricing (October 2026): $79 a month (marked limited time) with a 7-day free trial.
• Watch-outs: weekly refresh is slower than daily tools, which matters during launches or crises.

8. Profound

Profound is an enterprise AI visibility platform with Answer Engine Insights, Prompt Volumes from real user conversations, Agent Analytics for AI crawler and referral activity, and ChatGPT Shopping tracking. It also offers agent workflows, covered in our GEO tools guide.

• Engines: the free trial covers ChatGPT, Gemini and AI Overviews; Enterprise tracks up to 9, adding Perplexity, AI Mode, Copilot, DeepSeek, Claude and Exa Search.
• Limits: trial 50 prompts for 7 days; Enterprise prompt sets, regions and languages are custom.
• Pricing (October 2026): free 7-day trial; Enterprise custom with SSO, API, exports and a dedicated specialist.
• Watch-outs: no public paid price.

9. Lantern

Lantern measures how a brand appears across ChatGPT, Google AI Overviews, Gemini, Perplexity and Claude, including mentions, citations, sentiment, share of voice and recommendation position. It connects that to Google Search Console, Google Analytics and AI referral traffic, and lets marketing agents turn gaps into review-ready work.

• Engines: ChatGPT on Free; ChatGPT, Claude, Google and Gemini on Pro.
• Limits: Free covers 1 brand and 1 seat; Pro covers 3 brand workspaces and 3 seats with 100 Agent Runs a month.
• Pricing (October 2026): Free $0, Pro $89 a month, Agency $399 a month, Enterprise custom with SSO. See Lantern pricing.
• Watch-outs: if you only need a raw tracker and already have a content team, a monitoring-only tool may be simpler.

What do AI visibility tools cost per prompt?

Price per tracked prompt is the fairest quick comparison, as long as you also compare engines and refresh rate. The table below divides each entry plan's monthly price by its included prompts.

Three caveats. A daily prompt across five engines produces far more answers than a weekly prompt on one, so compare answers per month where vendors publish them (SE Visible states about 30,000 for Basic; Peec states 4,500 for Starter). Bundles such as Semrush One include an SEO suite. And credit-based tools like Rankscale do not map cleanly to prompts.

AI visibility tool RFP checklist

Send these questions to every vendor on your shortlist and ask for written answers. The answers are easier to compare than demos.

Data and methodology

• Which engines, models and interfaces do you query, and is each captured via the consumer interface, an API or a database?
• How often is each prompt run, how many samples per run, and how do you handle answer variability?
• Can we see the raw answer text and citations behind every metric?
• How do you define mention, citation, visibility score and share of voice?

Coverage

• Which engines are included on the plan we would buy, and what do add-on engines cost?
• Which countries and languages are supported for prompts and answers?
• Can we track logged-out and location-specific answers?

Metrics and reporting

• Do you report each engine separately as well as combined?
• Do you track sentiment, answer accuracy, recommendation position and cited pages?
• What exports, API, MCP, Looker Studio or BI connectors are available, and with what limits?
• Can you connect AI referral traffic from Google Analytics?

Workflow and team fit

• How many seats, brands, projects and client workspaces are included?
• Do you offer white-label reports for agencies?
• What does the tool recommend when it finds a gap, and can it produce work or only advice?

Security and commercial terms

• Do you support SSO, role-based access and audit logs?
• Do you hold SOC 2 or similar certifications?
• Who owns the collected data, how long is it retained, and can we export it all on exit?
• What are the overage rules, contract length and cancellation terms?

How to run a fair AI visibility tool trial

Test shortlisted tools side by side on identical inputs for at least two weeks. Differences in prompts, markets or dates make comparisons meaningless.

1. Fix your inputs: the same 50 to 100 prompts, the same competitors, the same country and language.
2. Spot-check answers by hand in each engine on day one and compare them with each tool's capture.
3. Inspect evidence, not scores: open the answer text, citations and cited pages behind a few headline metrics.
4. Check stability: re-run on different days and note whether trends hold or mostly reflect volatility.
5. Test reporting: build the report your executives will actually read and export the raw data.
6. Price the real configuration: engines, prompts, seats, markets and add-ons you will need in six months.

Our step-by-step guide to measuring AI search visibility explains prompt-set design and cadence in more detail. Agencies managing many clients should also read our AI search visibility guide for agencies.

Tie visibility to traffic: Visibility shows representation, not visits. Pair any tool with AI referral tracking in GA4; our analysis of AI referral traffic sources and tracking shows how to set it up.

When is a monitoring tool enough?

Monitoring is enough when you already have strong SEO, content, PR and publishing processes and simply need trustworthy evidence. In that case, choose for data quality, coverage and reporting.

A platform with execution becomes worth it when insights repeatedly stall between the dashboard and published work. That is the dividing line between this guide and our GEO tools roundup: trackers tell you where you stand; GEO platforms also help you move.

How Lantern helps

Lantern combines AI visibility measurement with the work that follows it. It tracks mentions, citations, sources and share of voice across the major AI engines, links them to Search Console and analytics data, and lets agents prepare briefs, content and outreach for your team to approve.

To see your own baseline before evaluating vendors, request a free AI visibility report. It shows where your brand appears today and which sources shape the answers in your category.

Frequently asked questions

Are there free AI visibility tools?

Yes. Ahrefs offers a free AI Visibility Checker that previews mentions and top cited domains without signup, Lantern has a free plan for ChatGPT, and Profound offers a free 7-day trial. Google Search Console's generative AI performance report covers Google's own AI features. Free options are good for a first look but limit prompts, engines or history.

How do I monitor my brand's visibility in AI?

Define 50 to 100 prompts your buyers ask, run them across the engines they use, and record mentions, citations, sources and competitors for each engine. Repeat on a fixed schedule, daily or weekly, and track AI referral traffic alongside. A tool automates the sampling and storage; you still need to review the answers.

What is the best AI visibility platform?

It depends on your job. SE Visible and LLMrefs offer the most prompts per dollar, Peec AI is strong for analytics and reporting, Semrush and Ahrefs suit existing customers, Profound suits enterprises, and Lantern suits teams that want measurement connected to execution. Shortlist two or three and run the same trial on each.

Can AI visibility tools show every prompt people use?

No. Tools observe a sample of prompts that you define or that come from a vendor database. Vendors that show prompt volumes estimate demand from panels, search data or other sources, so ask how those estimates are built before relying on them.

Is AI visibility the same as website traffic?

No. Visibility measures how you are represented inside AI answers, and many of those answers produce no click. Referral traffic counts visits that reached your site. Track both, and do not assume one causes the other without testing.

How often should AI visibility be measured?

Match the cadence to the decision. Daily tracking helps during launches, campaigns or reputation issues; weekly or monthly trends are usually enough for strategy. More frequent runs on a tiny prompt set are less useful than a larger prompt set run weekly.