Scrunch vs Semrush AI Visibility Toolkit: Is the Toolkit Enough for AI Agents?

Scrunch costs more to start, at $250 a month against $99, but it reaches further into the site layer that AI agents read, with crawler analytics, AI referral data and an Enterprise layer that serves pages to agents. The Semrush AI Visibility Toolkit suits a team already in Semrush that wants to measure mentions and check crawler access. DeepSmith is the alternative that tracks the pages AI cites and then writes and publishes the articles that close the gap, from $99 a month.

If you are weighing the Semrush AI Visibility Toolkit vs Scrunch, the real question is how far you want the tool to go past tracking mentions. Semrush adds AI visibility and a crawler-access check to an SEO account. Scrunch goes into how AI agents visit and read your site, and it costs more to get there. Neither one writes the pages that earn citations, which is where DeepSmith fits.

Scrunch vs Semrush AI Visibility Toolkit: the short answer

• Choose DeepSmith if you want one self-serve plan from $99 a month that tracks which pages AI cites and then produces and publishes the articles that close the gaps.
• Choose Scrunch if you need to see AI bot visits, AI referral traffic and page audits at the site level, and you can pay $250 a month to start (more for the agent delivery layer).
• Choose the Semrush AI Visibility Toolkit if you already work in Semrush and want a $99 way to measure AI mentions and check which AI crawlers your robots.txt blocks.

Pricing and features as of September 2026, from each vendor's site and public reviews.

Scrunch

Scrunch is an AI search visibility platform that monitors how a brand appears and is cited in AI answers, audits the site for AI agents, and can serve AI-optimized versions of pages to those agents at the edge. It was founded in 2023 and acquired by Sitecore in 2026. It is built for mid-market and enterprise marketing, SEO and web teams, plus agencies, that want answer monitoring tied to site-level work.

The standout is the site layer. Agent Traffic breaks AI bot visits down by agent and by type (training, indexing or retrieval), Site Optimization audits pages for agent access, and the Agent Experience Platform serves lean page versions to agents while people see the normal site. The monitoring side is wide too, with presence, position, sentiment, citations and five competitors on the entry plan.

The limits are about tiers. Core covers four engines, one country, one language and one brand workspace, and the other five engines, the agent delivery layer, the query APIs, Looker Studio and SAML sign-in all sit on quote-based Enterprise. Annual prices are not published.

On reviews, G2 showed 4.6/5 from 73 reviews on September 30, 2026. Reviewers praise ease of use and actionable recommendations, and some object to engines and features being gated to higher tiers. Capterra and TrustRadius showed no reviews that day, so the independent base is thin.

Semrush AI Visibility Toolkit

The Semrush AI Visibility Toolkit sits inside the Semrush platform. It is sold on its own at $99 a month, or bundled with the SEO Toolkit in Semrush One at $199 to $549 a month. It is meant for SEO and marketing teams, agencies and small to mid-size companies that already use Semrush. Semrush has been owned by Adobe since April 2026.

The standout is the research layer. Semrush says its AI Analysis reports run on a database of more than 317 million prompts, so you can benchmark any domain, including a competitor, before you build a tracking set of your own. The toolkit also covers daily prompt tracking, weekly sentiment and share of voice, competitor gaps against up to four rivals, and an AI search health check in Site Audit.

The limits are small allowances and add-ons. The standalone plan tracks 25 prompts and one Brand Performance domain. Another 50 prompts cost $60 a month, another domain costs $99, and each extra user needs a separate $99 license. The toolkit measures and recommends, and it does not write content.

Review ratings cover Semrush as a whole, not this toolkit. G2 shows 4.4/5 from 4,046 reviews, and suite reviewers often mention price and paid extras.

DeepSmith: the alternative that tracks and writes

Scrunch and the Semrush AI Visibility Toolkit both stop at the same place. They tell you where you are missing from AI answers, and in Scrunch's case they help you fix the site layer, but neither is documented as writing and publishing the full articles that earn the citations. Scrunch lists content generation in its pricing grid without describing it, and the Semrush toolkit sends you to its separate Content Toolkit. For a marketing lead with a backlog of topic gaps, that leaves the slowest part of the work untouched.

DeepSmith tracks and produces in one platform. Its AI Visibility module reports mention rate, citation rate and share of voice, and its Pages view shows which of your pages AI actually cites and the prompts driving those citations. Opportunity Agents read that data and return content ideas, each carrying the data point that justifies it. The Writer then turns a planned idea into a finished article, researched, internally and externally linked, with a cover image and publish-ready metadata, grounded in Deep IQ so the voice and product claims match your brand. Autowrite can run the whole thing on a schedule.

Finished articles land in Produced Content, where you review them and publish straight to WordPress, Webflow, Strapi, Sanity or Contentful, or to your own webhooks. The Apps Library then turns each article into versions for LinkedIn, X, Medium, Substack, email and more.

Plans start at $99 a month for Pro, with 20 articles, 50 tracked prompts and five seats, and a 7-day free trial with no long-term contract. Grow is $199 and Scale is $399, with annual billing lowering each rate. The full head-to-head with Scrunch covers more of the monitoring side. The matching page for the Semrush toolkit does the same for Semrush. DeepSmith's plans don't include crawler log analytics, so the work here is on the content side of the gap.

Pricing and value

Semrush wins on entry price, and Scrunch wins on what the entry price buys. The Semrush AI Visibility Toolkit is $99 a month against $250 for Scrunch Core, but the Semrush plan tracks 25 prompts and Core tracks 125. That works out to roughly $4 per tracked prompt for Semrush and $2 for Scrunch. Core also includes five user licenses, while the Semrush toolkit needs a separate $99 license for each additional user.

Semrush add-ons change the picture quickly. Adding 50 prompts brings the standalone plan to $159 for 75 prompts, and every extra domain is another $99. Scrunch does not publish add-on prices, annual prices or overage rates, so a full cost comparison needs a quote either way.

On trials, Scrunch offers 7 days of the full Core plan with a card required, and it converts to paid unless you cancel. Semrush says there is no free trial for the standalone toolkit, though a 7-day trial exists on the Semrush One Starter and Pro+ plans.

What DeepSmith does: Pro is $99 a month and includes 50 tracked prompts, 20 articles a month and five seats, so tracking and production share one price. There is a 7-day free trial and no cancellation fee.

Engine coverage and data method

Semrush covers more engines on its entry plan, and Scrunch names more on Enterprise. The standalone Semrush toolkit reaches ChatGPT, Google AI Overviews, Google AI Mode, Gemini and Perplexity, although each module covers a different subset. Perplexity appears only in Brand Performance, for example, and AI Overviews is missing there. Scrunch Core covers four engines, and Enterprise adds Claude, Gemini, Meta AI, Google AI Mode and Grok for nine in total.

The collection methods differ. Scrunch says it mixes browser automation with official platform APIs, without saying which applies to which engine. Semrush says its AI Analysis answers come from real requests and not from model APIs, built from AI search clickstream data. Semrush also notes that its volume and visibility estimates are directional. Neither vendor publishes model versions, so I would treat both sets of numbers as good for direction over weeks and not as exact counts.

Refresh speed favors Semrush slightly. Prompt Tracking runs daily, though sentiment and share of voice update weekly. Scrunch collects new prompts daily for the first 14 days and then every 72 hours by default, with a refresh on demand.

Crawler access and AI agent readiness

Scrunch is clearly stronger here, and this is the part of the Scrunch vs Semrush AI Visibility Toolkit decision that matters most for AI agents. The toolkit is enough if your question is whether you are blocking AI crawlers. It is not enough if your question is what those crawlers and agents actually do on your site.

Semrush's AI Search Health check in Site Audit shows which of eight AI crawlers your robots.txt blocks, and flags issues with llms.txt, structured data and content length. The standalone toolkit covers up to 100 pages. It does not monitor crawler visits, since log file analysis belongs to the separate Enterprise AIO product, and its AI traffic estimates sit in a different toolkit. A Google Analytics connection for AI traffic is listed as coming soon.

Scrunch measures the traffic itself. Its Agent Traffic analytics show bot visits by agent and type and the pages agents rely on, and they are included on Core. The data comes in through Cloudflare or Fastly integrations, a webhook, CSV import or an API, so there is setup work. AI Referrals ingests daily referral events, though conversion attribution is not described. Core also runs five site audits a month on 25 pages, with per-bot access checks and an audit score.

The agent delivery layer is Enterprise only. It detects agent requests and serves pre-rendered pages to them at the edge. Scrunch reports gains from it in an Akamai case study, but that was a vendor-run comparison of pages and not a controlled test, so I would ask for a pilot before relying on it.

What DeepSmith does: the Pages view reports which of your pages AI engines cite, each page's share of your citations and the prompts behind them, which tells you where the engines are already reading your site. The Writer then produces the pages that fill the gaps.

Data access, API and MCP

Scrunch wins on data access, with the usual Enterprise caveat. It documents REST APIs for responses, metrics, agent traffic, AI referrals, site audits and page rendering, plus an MCP server that reached general availability in May 2026 and a Looker Studio connector. Its own docs say MCP works on any plan, but the pricing grid shows Core without it, so I would treat MCP and the query APIs as Enterprise features.

Semrush's position is weaker for this toolkit. The Semrush API documents SEO, projects, local and trends data, and no AI visibility endpoints. The Semrush MCP exposes SEO, traffic and backlink data, and AI visibility data is not on its list. The practical route for toolkit data is CSV export, limited to 1,000 rows per export and 10 exports per user each day, plus the My Reports add-ons at $10 and $20 a month.

What DeepSmith does: the read-only REST API and MCP server cover AI visibility, the Content Map, the content library and Deep IQ assets. The MCP server has 23 tools and works with Claude, Cursor, VS Code, Copilot and other assistants. Keys are scoped, the limit is 120 requests a minute, and reads spend no credits. Both are read-only, so they report on the workspace without changing it.

From insight to action

Neither tool writes the article, and Scrunch gets closer to the page. Scrunch turns a content gap into a brief, and its page optimizer produces optimized versions of existing pages, which Enterprise can serve to agents. Its pricing grid also lists basic and advanced content generation, but Scrunch's own comparison page says it does not offer AI-generated content, so I would not count on full articles. No CMS connector is named.

Semrush gives AI-generated insights and Strategic Opportunities in Brand Performance. After that, acting on them happens by hand or in other Semrush toolkits, and content audits and live scoring are Enterprise AIO features. Direct CMS publishing is not described for the toolkit.

What DeepSmith does: the loop is one system. Tracking finds the gap, an Opportunity Agent turns it into an idea with its evidence attached, and the Writer produces a publish-ready, Deep IQ-grounded article. You publish to WordPress, Webflow, Strapi, Sanity or Contentful, and the Apps Library repurposes the piece for each channel. That is the step both of these tools leave to you.

Which should you choose

• DeepSmith: you want to know where AI skips your brand and then produce the content that fixes it, on one plan with a published price, from a small team or an agency running several brands.
• Scrunch: you work in a mid-market or enterprise setting, you care about AI bot traffic and page audits, and you can start at $250 a month, with Enterprise if you want agent delivery. Choose it over the Semrush toolkit when the site layer is the priority. For a team that has narrowed it to Scrunch or Semrush AI Visibility Toolkit, that is usually the deciding question.
• Semrush AI Visibility Toolkit: your team already lives in Semrush, you want mentions, share of voice and prompt research next to your SEO data, and a $99 start with small allowances is enough. Choose it over Scrunch when budget and an existing Semrush account decide it.

Start a DeepSmith free trial to see tracking and production run on your own site.