Prompt research is useful for AI search, but conventional SEO keyword discovery, volume, difficulty and clustering are not documented.
https://scrunch.com/pricing/
Content execution
Execution
How well the tool helps produce, optimize, or operationalize SEO content.
Otterly.AI
2/5
Audits, recommendations, and briefs guide changes, but the product does not draft and publish full content workflows.
Official features describe recommendations, GEO audits, and content briefs: https://otterly.ai/features
Scrunch
3/5
Optimizer/content generation and page optimization are listed; advanced generation is Enterprise and hands-off delivery belongs to AXP.
https://scrunch.com/pricing/
Context gathering
Grounding
How well the tool gathers the business, competitor, SEO, internal, third-party, and custom API context needed for differentiated recommendations and content.
Otterly.AI
3/5
Uses tracked prompts, competitors, cited domains, URLs, markets, and AI responses as context; custom company-data grounding is not documented.
Brand reports benchmark competitors and citation sources, while the MCP exposes raw responses, prompts, citations, filters, and recommendations: https://help.otterly.ai/does-otterlyai-have-an-mcp
Scrunch
4/5
Uses site maps, AI-bot traffic, citations, competitors, personas, funnel stages and internal sources/Knowledge Studio in the official product announcement.
How ready the tool is for generative engine optimization: answer-engine visibility, citation likelihood, AI-search prompt surfaces, and content structures that AI systems can use.
Otterly.AI
4/5
Audits AI-bot crawlability, robots.txt, content readiness, structured data, and dynamic-content factors, with recommendations.
The official MCP documentation article lists crawlability, robots.txt, bot access, AI-readiness, structural and dynamic-content scores: https://help.otterly.ai/does-otterlyai-have-an-mcp
Scrunch
4/5
Site Diagnostics identifies blockers and citeability/retrievability opportunities; AXP can serve agent-ready HTML, but AXP is an Enterprise/custom capability.
https://scrunch.com/platform/site-diagnostics/
Technical SEO
Diagnostics
How strong the tool is for crawling, audits, indexability, metadata, status codes, and technical site health.
Otterly.AI
1/5
GEO audits surface machine-readability issues, but no full technical SEO crawler is documented.
Official features focus on GEO audit actions rather than site-wide technical crawling: https://otterly.ai/features
Scrunch
2/5
Diagnoses AI-bot access, JavaScript, load and structure issues, but does not document a broad traditional technical-SEO crawler.
How well the tool moves work into CMS, publishing, approvals, or automated production workflows.
Otterly.AI
1/5
Exports, API, recommendations, and content briefs can support a workflow, but native drafting-to-publishing is not documented.
The official feature list documents Detailed Reports & Exports and Content Briefs, without a CMS publishing feature: https://otterly.ai/features
Scrunch
2/5
Optimizer and page optimization are present, while Core has only basic generation and one page optimization/month; no broad CMS publishing workflow is evidenced for Core.
https://scrunch.com/pricing/
Measurement & tracking
Measurement
How well the tool monitors rankings, content performance, visibility, or ongoing SEO progress.
Otterly.AI
5/5
Deep measurement includes daily prompt tracking, mentions, coverage, position, citations, sentiment, share of voice, history, exports, and agent analytics.
The feature page lists daily citation/mention tracking and visibility metrics; pricing lists Agent Analytics event allowances: https://otterly.ai/features and https://otterly.ai/pricing
Scrunch
5/5
Detailed monitoring includes trends, presence, citations, sentiment, position, dashboards, prompt management and competitor benchmarking.
How well the tool fits multi-person workflows, agencies, approvals, handoffs, and repeatable processes.
Otterly.AI
4/5
Unlimited team members, workspaces on Standard and Premium, client separation, reports, exports, and agency positioning support collaboration.
Workspace Management separates brands, clients, members, reports, prompts, and audits; pricing lists unlimited members and workspaces on higher tiers: https://otterly.ai/features and https://otterly.ai/pricing
Scrunch
3/5
Workspaces and licenses exist; Enterprise adds sharing/reporting, Slack and account support, while Core is limited.
https://scrunch.com/pricing/
Value accessibility
Buying
How easy it is for a team to reach value relative to pricing, setup complexity, and required expertise.
Otterly.AI
3/5
A no-card trial and $29 entry price improve access, but the product is paid and important engines/features require add-ons or higher tiers.
The pricing page shows Lite at $29/month and the official pricing help article confirms a no-card trial and paid add-ons: https://otterly.ai/pricing and https://help.otterly.ai/pricing-of-otterlyai
Scrunch
3/5
Public pricing and a 7-day Core trial provide access, but $250/month and substantial feature limits reduce accessibility.
https://scrunch.com/pricing/
Free tools
Buying
How useful the tool is before payment through free tools, free plans, trials, or public utilities.
Otterly.AI
1/5
A free trial exists, but no permanently free standalone tool is documented on the official pages reviewed.
The official site says Free trial/no credit card required and links to Start for Free, while pricing lists paid plans: https://otterly.ai/features and https://otterly.ai/pricing
Scrunch
2/5
The site offers a free AI visibility audit with results in 30 seconds and no credit card; this is not evidence of a permanently free product tier.
https://scrunch.com/
Estimated customer scale
Market proof
Estimated customer or user scale based on public claims, with source claims stored separately for auditability.
Otterly.AI
3/5
The site claims 40,000+ marketing professionals worldwide, but this is a professional-user claim rather than an auditable paying-customer count.
The official homepage states 'Used by 40,000+ marketing professionals worldwide' and displays customer logos/case studies: https://otterly.ai/
Scrunch
2/5
Official homepage states “Trusted by over 500 companies... and agencies,” giving a vendor-reported lower-bound estimate.
https://scrunch.com/
Agent readiness level
Automation
How ready the product is to operate as or inside an AI agent workflow, based on tracked subcriteria for autonomy, controls, integrations, memory, and evaluation.
Otterly.AI
3/5
MCP, API, and write actions fit agent workflows, but autonomous content execution, approval governance, and learning loops are limited.
The official MCP and API expose prompt, tag, and audit actions: https://help.otterly.ai/does-otterlyai-have-an-mcp and https://otterly.ai/blog/otterlyai-public-api-claude-skill-launch/
Scrunch
2/5
Current Core monitoring can analyze AI visibility and bot traffic, but AXP agent-focused delivery is Enterprise/custom; do not credit that successor capability to Core.
https://scrunch.com/pricing/
Ease of use and autonomous level
Automation
How easy it is for a team to reach useful outcomes, and how much work the product can perform autonomously after setup.
Otterly.AI
3/5
Automates daily monitoring, prompt generation, recommendations, and on-demand audit actions, but consequential content/publishing changes remain human-controlled.
OtterlyAI documents daily tracking, automatic prompt research, actionable recommendations, and MCP write actions limited to prompts, tags, and GEO audits: https://otterly.ai/features and https://help.otterly.ai/does-otterlyai-have-an-mcp
Scrunch
2/5
Signals/Insights/Optimizer provide automation and recommendations, but autonomous execution/continuous delivery is described for AXP rather than the Core product.