Conductor vs. Scrunch

Direct connections to ChatGPT, Claude, Gemini, and Google AIO through official APIs returning AI responses exactly as the engine produces them.

Scrunch combines scraping with GA4 referral data to approximate AI visibility, so what shows up in the dashboard is already one step removed from the source.

Conductor's API connections deliver visibility data continuously, with full historical coverage you can trust and defend to stakeholders.

Scraping pipelines break whenever an AI engine updates its interface—forcing rebuilds, creating reporting gaps, and producing results that lag behind what engines are actually returning.

Billions of indexed queries, click data, and intent patterns grounded in your actual buyers.

Scrunch layers GA4 AI referral traffic on top of scraped response data, creating a narrow signal set that doesn’t reveal what buyers are asking or why your brand is or isn't being cited.

Custom-built for your business from your products, brands, personas, intent stages, and regions.

G2 reviewers flag that Scrunch's auto-generated prompts start sparse and generic, with no demand grounding via GSC.

Connects to 9 major engines via official API—including ChatGPT, Claude, Gemini, Google AIO, and Perplexity—plus emerging engines added as they grow.

Tracks 9 AI platforms via scraping rather than official API connections. Coverage and data availability are unreliable as a result.

Proactively uncovers and recommends citation opportunities to ensure your brand is the trusted source behind AI-generated answers.

Surfaces where your brand appears in AI answers but offers no recommendations, no content workflow, and no technical layer to help you act on what it finds.

8+ citation categories plus a Citation Control Score that tells you who controls the narrative and suggests a procurement plan for third-party citations.

Offers no scoring to prioritize gaps, no competitive benchmarking, and no workflow to earn or reclaim citations from third parties.

Sentiment analysis across engines, personas, intents, and topics, with quoted AI responses showing exactly why your brand reads positive or negative.

Sentiment tracking available; granularity limited. Persona-level sentiment exists in the UI but is not surfaced in dashboards by default.

Native filters across mentions, citations, and sentiment to avoid the misleading reporting resulting from blended branded and non-branded prompts.

Reporting blends branded and unbranded prompts, which can hide gaps when branded queries inflate key metrics.

4th-generation automated prompt engine grounded in GSC, on-site content, persona, and intent classification, and AI traffic patterns.

Auto-generated prompts start with low-value queries and no demand grounding via GSC. G2 reviewers report building their prompt index manually from scratch.

Relevant personas are considered by default in every generated prompt set.

Persona tags exist, and filtering is available post-generation, but personas are not factored into prompt creation. Dashboard views don't reflect persona splits by default.

Users can select which specific intent stages to focus on when generating prompts.

No ability to filter or select intent stages before prompt generation, limiting strategic targeting across the buyer journey.

Generates content personalized to your competitive set, objectives, audience, format, brand guidelines, and is structured to be easily digestible for LLMs.

AI content creation was not yet available at the time of Sitecore's acquisition. It’s currently a roadmap commitment with no published delivery date.

Real-time detection across 25+ AEO-specific technical signals—semantic HTML, content depth, schema coverage, JavaScript rendering, and AI bot directives—surfaced alongside SEO health in one unified workflow to ensure your content can be crawled and cited.

Scrunch surfaces visibility metrics but has no underlying technical monitoring layer. It can tell you your citation share is dropping, but not why, and can't detect the technical issues causing it.

Enterprise-grade, 24/7 site monitoring that proactively analyzes technical health, schema, and structured data of even the largest websites, delivering real-time alerts on critical issues.

Scrunch tracks AI visibility but doesn’t monitor your site's technical health, schema, or content state. Technical issues harming AI visibility go undetected.

Understand exactly how AI crawlers interact with your site with real-time monitoring and advanced log file analysis—ensuring your infrastructure is optimized for AI discovery.

Surface-level bot analytics without server-side depth. Insufficient for managing crawl behavior or diagnosing coverage gaps at enterprise scale.

Optimizes and creates the same content for AI agents and humans. Intelligent recommendations improve the actual page to provide content that succeeds in AI and traditional search.

AXP serves a parallel, machine-readable version of your site to AI crawlers while humans see the original—the textbook definition of cloaking under Google's spam policies. Currently in limited pilot with no published GA date.

10+ years of depth across AEO, SEO, content, and technical, unified in one platform so teams can act across every lever, not just one.

A single-lens view of AI visibility with no technical layer, no content workflow, and no CMS integration. G2 reviewers consistently note that acting on Scrunch's insights requires three or more additional tools.

Conductor turns prompt gaps, persona signals, and citation patterns into briefs and recommendations so AEO guidance shapes content before it ships.

Scrunch only surfaces visibility data after the fact. It offers no support to writers during drafting and no pre-publish AEO guidance.

15+ signals across the analytics stack—conversion, engagement, search traffic, persona behavior, journey-stage—all integrated into AEO recommendations.

Scrunch's analytics layer combines GA4 AI referral traffic with scraped visibility data, which is a narrow signal set with no conversion attribution or revenue connection.

Connects AI visibility to real business outcomes with unified reporting across analytics, AI referral traffic, and BI integrations.

Scrunch focuses on AI visibility metrics alone, without the integrations needed to measure impact on traffic, conversions, or revenue.

Full data access across API, BI tools, and export. Built for enterprise teams sharing performance across functions and building custom dashboards.

Multiple G2 reviewers flag difficulty getting data out of the platform. Enterprise teams regularly resort to manual Excel exports for cross-functional reporting.

3-weeks free to experiment with measuring visibility across key prompts, domains, or opportunity types and evaluate your performance against the real questions your buyers ask.

7-day free trial available, but credit-based pricing means enterprise prompt volumes deplete access quickly, limiting meaningful evaluation at scale.

Conductor's MCP server makes AEO audits, skill libraries, templates, citation analysis, and third-party procurement plans directly accessible by LLMs, AI agents, and more.

Manual workflows only. No native MCP integration—AEO intelligence cannot be delivered directly to AI agents or enterprise LLM systems.

Full Data API and Content API for internal agents, apps, and BI systems, available across tiers.

API access is restricted to the Enterprise tier, limiting data portability and integration flexibility for teams on lower tiers.

Native integrations across GSC, GA4, Adobe Analytics, CMS platforms, and martech tools. No dependency on any single vendor's ecosystem.

Scrunch integrates with GA4 for referral tracking, but lacks native CMS or broader martech integrations needed for enterprise workflows.

Supports 100MM+ page websites, multiple brands, regional domains, and complex org structures, rolling up every property into one unified view.

Scrunch supports multi-site and multi-region configurations, but operates on startup-scale infrastructure not built for the data volume and complexity of large enterprise deployments.

100+ AEO experts dedicated to customer success with 15+ years of search intelligence and AEO depth.

Scrunch has fewer employees than Conductor has engineers. With support resources and strategic depth reflecting an early-stage team, now mid-acquisition transition.

SOC 2 Type II, ISO 27001, and ISO 42001—the global standard for responsible AI governance. 98% SecurityScorecard rating.

SOC 2 Type II certified, but ISO 27001 and ISO 42001 not yet attained. A material gap for regulated industries and enterprise procurement teams where AI governance certification is a requirement.

Every dollar goes back into the platform. No uncertainty about where AEO sits on a corporate roadmap.

Acquired by Sitecore in June 2026 before core features shipped. Roadmap, pricing, and ecosystem direction remain unresolved.