Comparison Updated 12 November 2026

AI visibility tools compared: who tracks, who fixes, who serves, with prices.

17 products in one table, with the price each vendor publishes. Prices read from each vendor's own page on 12 November 2026.

Disclosure. This page is published by Rozz and written by its founder, Adrien Schmidt. Rozz is one of the 17 products listed. It sits in its own row in the "serves" group. It is not ranked, and neither is anything else here. We read each vendor's own page and did not use the tools as customers.

The short version

Most lists in this category compare trackers with trackers. A buyer has three different jobs to cover, and most products do one of them.

  1. Track. Ask AI assistants a set of questions on a schedule. Report whether your brand is named and which sources are cited.
  2. Fix. Change the content: write it, rewrite it, or publish it to your site.
  3. Serve. Give AI assistants a version of your content that is built for them to read, and keep it current.

A tracker tells you where you stand. It does not change what an assistant reads. If you buy only a tracker, plan who does the fixing.

Price table

All prices are monthly list prices in US dollars, as shown to a visitor in the United States. "Not public" means the vendor's page gave no figure on the day we read it.

ProductTracksFixesServesEntry priceSource (read 12 Nov 2026)
ProfoundYesPartly: agents draft content and publish it to your CMS after approvalNoFree 7-day trial. Paid plan: not public (Enterprise is "Custom")tryprofound.com/pricing
Otterly.AIYesNo: a GEO audit and recommendationsNo$29 a month (Lite), $189 (Standard), $489 (Premium)otterly.ai/pricing
Peec AIYesNo: reports and suggested actionsNo$95 a month (Starter), $245 (Pro), $495 (Advanced)peec.ai/pricing
Semrush AI Visibility ToolkitYesNoNo$99 a month: 1 domain, 25 tracked prompts. No free trialsemrush.com/kb/1493-ai-visibility-toolkit
Ahrefs Brand RadarYesNoNoFrom $199 a month. Custom prompt packages from $50 a monthahrefs.com/pricing
AthenaHQYesYes: a content optimization agent, on-page and off-page actionsPartly: manages robots.txt and llms.txtFree plan (Essential), then $295 a month (Starter)athenahq.ai/pricing
ScrunchYesPartly: page optimizations and site auditsYes: Agent Pages, delivered at the CDN. On the Enterprise plan$250 a month (Core), 7-day free trial. Enterprise, which includes the Agent Experience Platform: not publicscrunch.com/pricing, Agent Pages FAQ
WritesonicYesYes: AI articles and site audits. Action Center trial on the Growth planNo$79 a month billed annually (Starter). The page says annual billing saves $240 a yearwritesonic.com/pricing
AirOpsYesYes: content workflows with CMS integrationsNoNot public: plans are named, with no dollar figureairops.com/pricing
Ryze AINot statedYes: updates the site and builds pagesNot stated$129 a month (SEO Starter), $599 (Traffic Printer)get-ryze.ai/pricing
ReadableYesYes: creates and publishes pages through a site integrationNot statedFree plan, then $499 a month (Starter), $999 (Growth), $2,499 and up (Scale)tryreadable.ai/pricing
Publive AXPYesYes: content changes per URLYes: an AI-only view of your pages, at the CDN$499 a month (AXP Edge Growth). AI Streams: $999 (Starter), $1,799, $3,499axp.thepublive.com/pricing
Mersel AIYesYes: publishes pages and builds links for youYes: an AI-optimized version of key pages, one DNS change$1,800 a month (Growth), $3,200 (Scale), sold as 6-month sprintsmersel.ai/pricing
AppearYesYes: prepares and maintains the content with youYes: a hosted "Agent Website"Not publicjoinappear.com
LightSite AIYesYes: an agent drafts the work and you approve each stepYes: publishes structured, machine-readable business information$129 a month billed annually (Foundation), $299 (Pro). Enterprise: customlightsite.ai/pricing
Cloudflare Markdown for AgentsNoNoPartly: converts your existing pages to Markdown on requestNo extra cost on Cloudflare Pro, Business and Enterprise plansCloudflare docs
Rozz (publisher of this page)Yes: prompt tracking, AI reads from server logs, and an agent buying testYes: Q&A authoring with editorial controlsYes: a dedicated AI site on your own subdomain, refreshed every two days$997 a month, one plan, no setup fee. New customers: $2,400 for the first three months, with two auditsrozz.site/pricing

For scale, a GEO agency retainer for a small business is quoted at about $1,500 to $5,000 a month (source: geotoolbox.ai, October 2026).

Tracking: three kinds

"Tracking" covers three different measurements. Most products do the first two. "Not stated" means the vendor pages we read did not mention it.

ProductPrompt trackingAI reads from server logsAgent buying test
ProfoundYesYes: "Agent Analytics"Not stated
Otterly.AIYesYes: "Agent analytics"Not stated
Peec AIYesYes: "Crawl insights", which AI bots hit which pagesNot stated
Semrush AI Visibility ToolkitYesNot statedNot stated
Ahrefs Brand RadarYesYes: "Bot Analytics", free while in betaNot stated
AthenaHQYesNot statedNot stated
ScrunchYesYes: "AI Agent / Bot Traffic"Not stated
WritesonicYesYes: "AI Bot Analytics"Not stated
AirOpsYesYes: "Agent Analytics"Not stated
Ryze AINot statedNot statedNot stated
ReadableYesYes: "Agent Analytics", on paid plansNot stated
Publive AXPYesYes: "AI bot traffic monitoring by URLs"Not stated
Mersel AIYesYes: "See which AI platforms visit your site"Not stated
AppearYesNot statedNot stated
LightSite AIYesYes: "LLM bot and crawler analytics"Not stated
Cloudflare Markdown for AgentsNoNot statedNot stated
RozzYes, as a diagnostic: about 20 questions a month, used to decide what to fixYes: which AI assistants read which pages of your AI siteYes

Which pricing pages show a price to an AI assistant

Many AI assistants and coding agents read a page without running JavaScript. We requested each pricing page that way and looked for the entry price.

ProductPrice readable without JavaScript?What the vendor's own page says it changes
ProfoundNo paid price to read. "Free" trial and "Custom" Enterprise onlyAgents "connect to your existing CMS and publish approved content"
Otterly.AINot tested: the site closed the connection on a plain request. Prices show in a browserNothing on your site. The plans list a "GEO Audit" and recommendations
Peec AIYesNothing on your site. Tracking, a crawlability view of AI bots, suggested actions
SemrushYes on the help page. The main pricing page shows no price without JavaScript, and in a browser it lists bundles from $139 a month, not the toolkit aloneNothing stated on the pages read
AhrefsYesNothing stated on the pricing page
AthenaHQYes"Dynamically manage AI crawler access with a smart robots.txt and llms.txt", plus a content optimization agent
ScrunchYes for the Core plan. No price exists for Enterprise"Scrunch's Agent Pages automatically converts a user's website into an AI-optimized format and delivers it directly to AI agents"
WritesonicYes, the annual-billing priceAI articles. "Automatic AI Fixes" is listed with no detail
AirOpsNo price to readContent workflows and CMS integrations
Ryze AIYes"Website made readable for ChatGPT and AI agents", pages built and rewritten on your site
ReadableYes"Agentic publishing requires website integration and is not available on Free"
Publive AXPYes"Edge delivery serves a parallel, AI-only view of your existing pages to AI crawlers at the CDN" (from its own comparison page)
Mersel AIYes"A separate AI-optimized version of your content behind the scenes, requiring no code changes and one DNS change" (from its pricing guide)
AppearNo price to read"Serve prepared content from your branded Agent Website"
LightSite AINo. The prices are not in the page without JavaScript. They show in a browser"LightSite publishes structured data and machine-readable business information"
CloudflareYesConverts HTML to Markdown when a client sends Accept: text/markdown
RozzYes"We build and run your AI site: a machine-readable version of your website, on your own subdomain"

Four of the 17 publish no price for the plan a buyer would need: Profound (paid plan), AirOps, Appear, and Scrunch (the Enterprise plan that includes the Agent Experience Platform). Two more publish a price that a plain request does not return: LightSite AI, and Semrush on its main pricing page.

Engines named on the pages we read

ProductEngines named
ProfoundTrial: ChatGPT, Gemini, Google AI Overviews. Enterprise: up to 10
Otterly.AI3 of 7 on each paid plan: ChatGPT, Google AI Overviews, Perplexity, Microsoft Copilot, Google AI Mode, Gemini, Claude
Peec AIChoose 3 models on each paid plan. Enterprise: all models, up to 26
SemrushThe help page names Google AI Mode and ChatGPT for prompt tracking
AhrefsNot stated on the pricing page
AthenaHQ11 models on Starter
ScrunchCore: ChatGPT, Perplexity, Google AI Overviews, Copilot. Enterprise: 9
WritesonicChatGPT, Gemini, Google AI Overviews. 8 platforms on Enterprise
Mersel AI"8+ AI platforms", not listed by name on the pricing page
Publive AXPChatGPT, Gemini, Claude, Google AI Overviews
LightSite AIPro: ChatGPT, Gemini, Claude, Perplexity
RozzPrompt tracking covers ChatGPT, Claude, Gemini, Google AI Overviews and Google AI Mode. Microsoft Copilot and Perplexity are not covered

The three groups

Trackers: Profound, Otterly.AI, Peec AI, Semrush, Ahrefs Brand Radar

These measure. They ask assistants your questions and report mentions and sources. Prices start at $29 a month (Otterly.AI) and run to custom contracts (Profound). Peec AI and Otterly.AI publish every plan price. Profound publishes none for a paid plan.

What they do not do: change your site. Otterly.AI and Peec AI describe audits and recommendations. Profound is the exception among the five. Its agents can draft content and publish it to your CMS after you approve it.

Fix tools: AthenaHQ, Writesonic, AirOps, Ryze AI, Readable

These produce or change content. AthenaHQ and Writesonic also track. Ryze AI says it updates the site itself. Readable says it creates and publishes pages through a site integration. In each case your team reviews and owns what is published, or should.

Serve layer: Scrunch, Publive AXP, Mersel AI, Appear, LightSite AI, Rozz

These give assistants a version of your content built for them. They differ on where that version lives, who gets it, and how it is installed. The wording in quotes is each vendor's own.

ProductWhere the AI version livesWho gets itInstall
ScrunchAt your CDN. An AI bot that asks for one of your pages gets a different version of that same pageHuman visitors see the normal site. Agent Pages is "only used for real-time AI retrieval bots (ChatGPT, Perplexity, etc.), not search indexing bots"A CDN integration: "platforms like Akamai, Cloudflare, and Vercel"
Publive AXP EdgeAt your CDN: "a parallel, AI-only view of your existing pages""Humans and Google/Bing still get the normal site"CDN middleware
Mersel AI"A separate AI-optimized version of your content behind the scenes"Not stated on the pages we read"No code changes and one DNS change"
AppearA separate, hosted "Agent Website". "Your existing site stays in place"Not stated on the page we readNot stated on the page we read
LightSite AIAn "AI-readable website layer" of structured data and machine-readable business informationNot stated on the pages we read"No-code setup"
RozzA separate site on a subdomain you own (ai.yourdomain.com)AI assistants read the AI site. Google's crawler and people in browsers are redirected to the matching page on your main siteTwo DNS records

Ask every vendor in this group who gets the AI version. Then decide if you are comfortable with assistants and people seeing different content.

Cloudflare Markdown for Agents is a setting, not a product in this category. It converts the pages you already have. If your site is on a Cloudflare paid plan, turn it on before you pay for anything.

Where Rozz sits

Rozz is a managed AI site service at one published price: $997 a month, with no setup fee. The plan includes an AI site refreshed every two days, an on-site chatbot with citations, editorial controls and Q&A authoring, a monthly report, coding-agent runbooks and a dashboard. Every plan fact is on rozz.site/pricing.

Rozz does its own kind of tracking, in three parts. Prompt tracking: Rozz does not track prompts to give you a citation score. It asks ChatGPT, Claude, Gemini, Google AI Overviews and Google AI Mode about 20 buyer questions each month to find the ones where you are left out and who is cited in your place. Those gaps decide what Rozz adds or corrects on your AI site. Server logs: Rozz reports which AI assistants read which pages of your AI site. Agent buying test: Rozz gives a coding agent a real buyer's task, repeats the run, and reports whether the agent chose you and which facts it could not find on your pages.

New customers pay $2,400 for the first three months, in place of $2,991. That includes two audits, one before the AI site is built and one at the end of month three. Each audit runs the agent buying test and prompt tracking. Rozz does not sell tracking by number of prompts. If you need share of voice across a large prompt set, buy a tracker as well.

Which one, by buyer

What this page does not cover

Questions

Is a tracker enough?
It is enough to know where you stand. It does not change what assistants read. Budget for the fixing separately.
Do AI assistants read a separate AI site?
They fetch pages while they answer, and a page built for them is easier to read than a page built for a browser. Being read is not the same as being cited. Treat an AI site as a source the assistant reads, and ask the vendor to show you the reads in server logs.
How much does an AI visibility tool cost?
Trackers start at $29 a month (Otterly.AI) and $95 (Peec AI). The toolkits inside SEO suites cost $99 a month at Semrush and from $199 at Ahrefs. Products that serve content to AI assistants and publish a price run from $129 a month (LightSite AI, billed annually) to $1,800 (Mersel AI). Rozz is $997 a month.
Which tools publish their prices?
13 of the 17 publish a price for the plan a buyer would need. Profound (paid plan), AirOps, Appear and Scrunch (Enterprise plan) do not.

Sources, reuse and changes

Every price was read on the vendor's own page, named in the table above. Other sources:

Reuse. You may copy the tables and the text of this page, in whole or in part, with a link back to this page and the date of the data you used. The price data is also available as a CSV file and a JSON file.

Corrections. Write to rozz@rozz.site. A vendor's own pricing page is the only source we accept for a price correction.

Change log. 12 November 2026: first version. 17 products, all prices read that day.