MarketMuse vs Scrunch AI

MarketMuse, part of Siteimprove, models Google's results pages: topic modeling with personalized difficulty, research-backed briefs, draft scoring against the top 20, and site-wide content inventory. Scrunch monitors AI visibility and optimizes what AI agents see: prompt tracking with citations and sentiment, site audits of how AI consumes your pages, and an enterprise Agent Experience Platform. They compete only where the categories overlap, and the chapters below walk every dimension a buyer would price: which AI engines each can see, how the tracking actually meters, what each produces on the content side, what surrounds the core product, and the full published tier lists.

MarketMuse, now by Siteimprove, is a content strategy platform with a decade of iteration on modeling Google's results pages: Topic Navigator, SERP x-ray, SERP and Site Heatmaps, topic models that produce difficulty scores personalized to your domain, and a Content Inventory that crawls your whole site and tracks decay. Its Optimize product scores a page one-to-one against the top 20 ranking pages with E-E-A-T signal measurement, and its brief generator produces research-backed briefs in nine types on the top tier.

Pricing model. Four tiers, Free, Optimize, Research and Strategy, metered by tracked topics (10 queries a month free, 100 to 10,000 topics paid) and content briefs (5 to 20 a month); no dollar figures are published and every tier's button, including Free's, books a demo.

Scrunch splits into two connected products, trusted by 500+ brands and agencies by its own count. The monitoring side tracks how your brand shows up in AI answers with citations, sentiment, personas, funnel stages and query fan-out. The agent side is more unusual: site maps of how AI consumes your site, AI agent and bot traffic analytics, and at the enterprise level AXP, the Agent Experience Platform, which delivers an optimized experience to AI agents crawling you. A 30-second AI audit and a 7-day free trial front the funnel.

Pricing model. Core is $250 a month after a 7-day trial with 125 prompts on four LLMs, one country and one page optimization a month; Enterprise is custom and unlocks nine LLMs, AXP, API access, Looker, MCP and SSO.

MarketMuse. No AI answer engine appears anywhere on MarketMuse's public pages: no ChatGPT, Claude, Gemini, Perplexity or AI Overviews. The platform's entire measurement surface is Google's results pages.

Scrunch AI. Core supports four LLMs: ChatGPT, Perplexity, Google AI Overviews and Copilot. The nine-LLM list, adding Claude, Gemini, Meta AI, Google AI Mode and Grok, appears only under Enterprise, and DeepSeek appears on neither list.

Summarized: MarketMuse reads none; the surface is Google's SERPs; Scrunch AI reads 4 on Core (ChatGPT, Perplexity, AIO, Copilot); 9 on Enterprise. On Claude specifically, MarketMuse: no; Scrunch AI: enterprise only.

MarketMuse. Measurement is SERP analysis at depth: SERP x-ray and heatmaps, topic models with personalized difficulty, and the Content Inventory crawling your site to flag decay. There is no position tracker in the rank-tracking sense and no answer recording.

Scrunch AI. Tracking runs on unique prompts (125 on Core, custom above) with query fan-out, funnel stages, citations and sources, sentiment analysis and prompt management, across one country, two languages and three personas on Core. AI Search Trends covers three topics on Core.

MarketMuse. Briefs are the product: structure, subtopics, questions and linking suggestions, research-backed, metered per month by tier, with draft scoring against the top-20 pages. Output exports to Google Docs or MS Word for your writers; there is no CMS publishing, so the distance from brief to published page runs through your team.

Scrunch AI. Content generation is graded Basic on Core and Advanced on Enterprise, with one page optimization a month on Core and custom volumes above. There is no CMS publishing on the page; the emphasis is optimizing existing pages for AI consumption.

MarketMuse. There is no local product: no map tracking, no GBP tooling, no citations.

Scrunch AI. There is no Google organic rank tracking and no local surface. Site audits (5 a month on Core) analyze how AI consumes your pages, with site maps covering 25 pages on Core, a technical-AI surface, separate from rankings.

MarketMuse. No public API documentation exists (the /api page 404s and the developer subdomain refused connections when checked) and no MCP server is listed. Exports cover saved writing, applications and documents.

Scrunch AI. Data access concentrates in Enterprise: Looker Studio access, query API access, advanced API access, MCP access (custom) and CLI access all read dash on Core. AI agent and bot traffic analytics ship on both tiers, and Google SSO is standard with SAML/OIDC on Enterprise.

Every cell below was read from the vendors’ own rendered pages as of August 2026. Where a vendor’s public pages neither confirm nor deny a capability, the cell says so.