Overall grade + criteria matrix

Compare SEO tools by criteria.

The large score is the overall grade. Each section below shows the individual criterion score and reasoning.

Overall grade

Client reporting and marketing dashboard platform for agencies with AI insights, portals, and SEO reporting integrations.

Overall grade

3/5

Screaming Frog SEO Spider

Technical SEO crawler for finding site issues at URL level.

Overall grade

2.1/5

Research depth

Discovery

How well the tool supports keyword, competitor, SERP, backlink, or market research before execution.

AgencyAnalytics

3/5

Solid reporting and performance research across marketing channels, with SEO depth depending on connected integrations and add-ons.

The homepage and integrations page show Ask AI, anomaly detection, benchmarks, forecasting, Google Search Console, Ahrefs, Semrush, Moz, Majestic, BrightLocal, PageSpeed, Lighthouse, and rank tracking add-on support.

Screaming Frog SEO Spider

3/5

Useful URL-level audit research, not broad market or keyword research.

Best for discovering on-site technical issues.

Keyword research quality for SEO content

Discovery

How well the tool identifies, qualifies, clusters, and prioritizes keywords specifically for SEO content creation.

AgencyAnalytics

2/5

Limited native keyword research for content planning; stronger as a reporting layer for rankings and SEO data.

Public pages emphasize dashboards, reports, integrations, and a Rank Tracker add-on, but do not show keyword discovery, clustering, or content opportunity prioritization as a core workflow.

Screaming Frog SEO Spider

1/5

Not built for keyword research for content creation.

Its core value is URL-level technical crawling and diagnostics.

Content execution

Execution

How well the tool helps produce, optimize, or operationalize SEO content.

AgencyAnalytics

1/5

Not built to produce, optimize, or publish SEO content.

Reviewed homepage, pricing, features, and integrations evidence focuses on client reporting, dashboards, AI insights, portals, alerts, and marketing data integrations rather than article generation or CMS publishing.

Screaming Frog SEO Spider

1/5

Not built for content creation or optimization execution.

Outputs diagnostics rather than briefs, articles, or publishing workflows.

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.

Competitor contextInternal company dataSEO data groundingThird-party app groundingCustom API grounding

AgencyAnalytics

4/5

Strong third-party marketing and SEO data gathering for agency reporting, weaker for first-party business strategy context.

AgencyAnalytics consolidates 85+ integrations, client dashboards, goals, alerts, custom metrics, database connectors, SEO integrations, and AI analysis, but public pages do not show broad ingestion of ICP, offer, sales, or support knowledge.

Screaming Frog SEO Spider

2/5

Excellent crawl context, limited broader business, competitor, and content context.

Can enrich technical audits but does not gather full company or market context by default.

AI-search / GEO

Visibility

How directly the tool helps teams improve visibility in AI answer engines and citation-oriented search journeys.

AgencyAnalytics

2/5

Some AI-assisted reporting value, but little direct AI-search or citation-specific workflow.

Public pages mention Ask AI, AI summaries, MCP access for ChatGPT and Claude, and AI-powered insights, but not AI-search citation monitoring, answer-engine optimization, or GEO publishing.

Screaming Frog SEO Spider

1/5

No direct AI-search/GEO workflow.

Any GEO impact is indirect through technical site hygiene.

GEO readiness

Visibility

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.

AgencyAnalytics

2/5

Indirect GEO support through reporting and AI analysis, not a dedicated answer-engine visibility platform.

AgencyAnalytics can report on connected SEO metrics and provide AI analysis, but reviewed pages do not show citation tracking, AI answer monitoring, or AI-usable content generation.

Screaming Frog SEO Spider

1/5

No direct GEO workflow.

Any AI-search benefit is indirect through crawl hygiene and indexability improvements.

Technical SEO

Diagnostics

How strong the tool is for crawling, audits, indexability, metadata, status codes, and technical site health.

AgencyAnalytics

3/5

Moderate technical SEO reporting through integrations, not a crawler-first audit product.

The integrations page lists Google Lighthouse, Google PageSpeed, Google Search Console, Bing Webmaster Tools, and multiple SEO data providers, but public positioning remains reporting rather than crawl diagnostics.

Screaming Frog SEO Spider

5/5

Excellent technical SEO crawling and diagnostics.

Strong for broken links, metadata, redirects, canonicals, indexability, and exports.

Publishing workflow

Operations

How well the tool moves work into CMS, publishing, approvals, or automated production workflows.

AgencyAnalytics

2/5

Strong report scheduling and client delivery, but no confirmed CMS publishing workflow.

Pricing lists unlimited reports, dashboards, report scheduling, report approvals, white-label branding, client portal, and exports, while no public evidence showed WordPress, Shopify, or article publishing automation.

Screaming Frog SEO Spider

1/5

No meaningful publishing workflow.

Requires external implementation processes after audits.

Measurement & tracking

Measurement

How well the tool monitors rankings, content performance, visibility, or ongoing SEO progress.

AgencyAnalytics

5/5

Excellent for ongoing agency measurement, dashboards, reporting, alerts, forecasting, and client visibility.

Homepage and pricing pages describe automated reports, custom dashboards, Ask AI, alerts, anomaly detection, trend forecasting, benchmarks, goals, budgets, client portals, and 85+ data integrations.

Screaming Frog SEO Spider

2/5

Good for repeat audits, limited as a tracking system.

Can compare crawl outputs but is not a full visibility monitoring suite.

Team collaboration

Operations

How well the tool fits multi-person workflows, agencies, approvals, handoffs, and repeatable processes.

AgencyAnalytics

5/5

Very strong agency collaboration with unlimited staff and client users, portals, approvals, and access controls.

Pricing states unlimited staff and client users, client portal, report approvals, access control, task management, client communication, white-label branding, and Enterprise support and training.

Screaming Frog SEO Spider

2/5

Powerful for experts, less collaborative by default.

Desktop workflow usually needs exports and interpretation.

Value accessibility

Buying

How easy it is for a team to reach value relative to pricing, setup complexity, and required expertise.

AgencyAnalytics

4/5

Clear per-client pricing, free trial, and broad included features make value accessible for agencies with recurring reporting needs.

The pricing page shows Core pricing, annual savings, unlimited data sources, unlimited reports and dashboards, unlimited staff and client users, plus a free trial from the homepage.

Screaming Frog SEO Spider

4/5

Strong value for technical SEOs.

Free tier and paid license can be highly cost-effective when expertise exists.

Free tools

Buying

How useful the tool is before payment through free tools, free plans, trials, or public utilities.

AgencyAnalytics

3/5

Useful 14-day trial, but no major always-free SEO utility was confirmed.

The homepage advertises a free 14-day trial with no credit card required; reviewed pages did not show a durable free plan or public free SEO tool set.

Screaming Frog SEO Spider

4/5

Useful free crawl tier for smaller sites.

The free tier offers meaningful technical SEO utility before paid license limits matter.

Estimated customer scale

Market proof

Estimated customer or user scale based on public claims, with source claims stored separately for auditability.

AgencyAnalytics

4/5

Strong public agency adoption claim and review proof, though exact active paying-customer count is not disclosed beyond agencies served.

The homepage states AgencyAnalytics powers 7000+ marketing agencies and the footer cites 500+ reviews from G2 and Capterra.

Screaming Frog SEO Spider

3/5

Public site describes thousands of users worldwide.

Customer estimate source rows preserve the public SEO Spider claim used for this assessment.

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.

Agentic workflow coverageAutonomous executionHuman control and reviewIntegration surfaceMemory and persistent contextEvaluation and feedback loop

AgencyAnalytics

4/5

Strong emerging agent surface for reporting through AI analysis, MCP access, integrations, alerts, and database connectors.

Pricing lists MCP access for ChatGPT and Claude, Ask AI, AI Summary, custom metrics, 85+ integrations, database connectors, alerts, anomaly detection, forecasting, and report automation.

Screaming Frog SEO Spider

2/5

Can feed agents with crawl data, but is not an agent-native product.

Useful in automated audit pipelines only when wrapped with external orchestration.

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.

AgencyAnalytics

4/5

High autonomy for reporting, monitoring, and client-ready summaries after setup, but not for executing SEO changes.

AgencyAnalytics automates client reports, schedules dashboards, monitors alerts and anomalies, forecasts trends, and summarizes data with AI, while SEO implementation still happens outside the platform.

Screaming Frog SEO Spider

2/5

Very powerful for experts, but less autonomous and less beginner-friendly.

Requires technical SEO knowledge to configure crawls and interpret findings.