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Tool comparison
Both tools graded on the same fifteen criteria. The verdict lists the criteria where one tool leads the other by two points or more.
Verdict
Verdict
Research depth
Discovery
How well the tool supports keyword, competitor, SERP, backlink, or market research before execution.
Detailed SEO Extension
Useful inspection of the current page and linked resources, with no keyword, competitor, backlink, or market database.
Read the full reviews: Detailed SEO Extension and Machined.
The extension surfaces on-page tags, links, schema, social tags, images, and hreflang for the page open in the browser. https://detailed.com/extension/
Machined
Deep research is a named workflow with automated source discovery, key-fact extraction, citations, and directed URLs.
The research page describes Automated and Directed Research, extraction from dozens of authoritative sources, and inline/footnote citations: https://machined.ai/features/ai-research-citations
Keyword research quality for SEO content
Discovery
How well the tool identifies, qualifies, clusters, and prioritizes keywords specifically for SEO content creation.
Detailed SEO Extension
Only indirect, lightweight keyword/SERP assistance.
The page lists one-click People Also Asked extraction and site:domain searches, but does not claim keyword volumes, difficulty, suggestions, or keyword clustering: https://detailed.com/extension/
Machined
Strong explicit support for SERP-based discovery, volume/difficulty/trends, intent clustering, long-tail discovery, and cannibalization prevention.
Machined documents SERP crawling, search volume, difficulty, trends, intent clustering, and anti-cannibalization: https://machined.ai/features/automated-keyword-research
Content execution
Execution
How well the tool helps produce, optimize, or operationalize SEO content.
Detailed SEO Extension
Helps inspect content structure but does not create or optimize content.
Heading-tag inspection, highlighted-text duplicate discovery, and nofollow highlighting support review; no writing, briefing, or optimization execution is listed: https://detailed.com/extension/
Machined
Automates cluster and single-article generation, long-form output, images, metadata, voice, briefs, and internal links.
The product and customization pages document bulk cluster generation, 1,200–3,200-word controls, images, briefs, editor, and model selection: https://machined.ai/features/customization and https://machined.ai/features/content-cluster-automation
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.
Detailed SEO Extension
Grounded in the inspected page's SEO markup, not business, competitor, app, or custom API context.
The extension reads the active page's on-page, link, schema, social, image, and hreflang data. https://detailed.com/extension/
Machined
Uses SERP and web-page research, including user-specified source URLs, but official pages do not document internal-company-data ingestion or broad app connectors.
Directed Research accepts exact webpages and Automated Research finds sources: https://machined.ai/features/ai-research-citations
AI-search / GEO
Visibility
How directly the tool helps teams improve visibility in AI answer engines and citation-oriented search journeys.
Detailed SEO Extension
No AI-search or generative-engine optimization capability is stated.
The official feature list contains no AI-overview, generative-engine, prompt, citation, or AI-visibility feature: https://detailed.com/extension/
Machined
Citations and E-E-A-T language provide indirect support for answer visibility, but no explicit AI-search/GEO optimization or citation monitoring feature was found.
The reviewed official research page mentions E-E-A-T and authoritative citations, not AI-search tracking: https://machined.ai/features/ai-research-citations
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.
Detailed SEO Extension
No generative-engine optimization capability is documented.
The extension inspects conventional on-page, link, schema, social, and hreflang data; those features do not measure or optimize AI-answer visibility. https://detailed.com/extension/
Machined
Research-backed citations and structured topical coverage are weak indirect readiness signals; no explicit GEO controls or AI crawler/search measurement were found.
Official positioning covers topical authority and citations but not GEO: https://machined.ai/features/content-cluster-automation and https://machined.ai/features/ai-research-citations
Technical SEO
Diagnostics
How strong the tool is for crawling, audits, indexability, metadata, status codes, and technical site health.
Detailed SEO Extension
Its core feature set is direct technical and on-page inspection.
The page specifically lists X-Robots HTTP-header checks, schema markup, hreflang and status codes, sitemap links, link rel data, nofollow highlighting, headings, and image/link exports: https://detailed.com/extension/
Machined
Generated pages include metadata, links, and sitemap support, but Machined is not a general technical crawler or site-audit suite.
Official pages describe SEO metadata and publishing integrations within content automation: https://machined.ai/features/integrations
Publishing workflow
Operations
How well the tool moves work into CMS, publishing, approvals, or automated production workflows.
Detailed SEO Extension
Does not publish or manage content.
The page describes inspection and export features only; it lists no CMS publishing, scheduling, or editorial workflow: https://detailed.com/extension/
Machined
Strong one-click publishing with native WordPress/Webflow, webhooks, draft/live status, images, formatting, and metadata.
The integrations page documents native CMS connections, webhooks, draft review, formatting, images, and SEO metadata: https://machined.ai/features/integrations
Measurement & tracking
Measurement
How well the tool monitors rankings, content performance, visibility, or ongoing SEO progress.
Detailed SEO Extension
No rank, traffic, conversion, or ongoing measurement tracking is listed.
The official page presents a click-based page-inspection extension and does not list rank tracking, analytics, dashboards, or historical monitoring: https://detailed.com/extension/
Machined
No rank tracking, traffic analytics, Search Console integration, dashboards, or outcome measurement capability was found on reviewed official pages.
Reviewed official feature index and pricing describe generation, research, linking, and publishing but no measurement product: https://machined.ai/ and https://machined.ai/pricing
Team collaboration
Operations
How well the tool fits multi-person workflows, agencies, approvals, handoffs, and repeatable processes.
Detailed SEO Extension
No collaboration or workspace controls are stated.
There is no mention of seats, shared projects, comments, approvals, or team workspaces in the product feature list: https://detailed.com/extension/
Machined
Plans include 2–10 team members and the app includes an editor/draft review flow, but no detailed roles, comments, or approval system was found.
Team-member limits are on pricing and draft review/editor capabilities are documented on the integrations/customization pages: https://machined.ai/pricing and https://machined.ai/features/customization
Value accessibility
Buying
How easy it is for a team to reach value relative to pricing, setup complexity, and required expertise.
Detailed SEO Extension
Very accessible because the product is free and browser-based.
The page says 100% free, free forever, no upsells, and provides direct Chrome and Firefox installation links: https://detailed.com/extension/
Machined
Low published entry price, 7-day no-card trial, unlimited projects, and a BYOK option make the product accessible.
Launch is $19/month and the trial requires no card; BYOK is $99/month: https://machined.ai/pricing
Free tools
Buying
How useful the tool is before payment through free tools, free plans, trials, or public utilities.
Detailed SEO Extension
The complete extension is positioned as a free tool.
The product page repeatedly states 100% free and free forever and lists its available features on that basis: https://detailed.com/extension/
Machined
A 7-day full-access trial is documented, but no permanently free standalone tools were found.
The official pricing page documents only the 7-day trial and paid plans: https://machined.ai/pricing
Estimated customer scale
Market proof
Estimated customer or user scale based on public claims, with source claims stored separately for auditability.
Detailed SEO Extension
The official page makes a substantial current user claim, though it is not a customer-account count.
The page says 'Join 450,000 users' and later 'Join 450,000+ weekly users': https://detailed.com/extension/
Machined
No auditable customer count was established from the reviewed official pages; the homepage's promotional user statement is not treated as an auditable customer-count source.
The reviewed homepage contains promotional social proof but no auditable customer metric or methodology: https://machined.ai/
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.
Detailed SEO Extension
Has a few automation-adjacent browser controls but no agent framework.
User-agent switching and CSV exports are listed, but no autonomous agent, tool-calling, API, or programmatic workflow is described: https://detailed.com/extension/
Machined
Agent-based research and automated multi-step content execution are explicit, but an external agent API or general autonomous agent framework is not documented.
Machined calls its research agents and automates research-to-publication workflows: https://machined.ai/features/ai-research-citations and https://machined.ai/features/content-cluster-automation
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.
Detailed SEO Extension
One-click browser actions reduce manual inspection, but the user operates each check.
The page emphasizes insights in a click, right-click actions, one-click PAA extraction, and exports; it does not describe unattended or scheduled execution: https://detailed.com/extension/
Machined
Strong autonomy from topic input through clustering, writing, links, and publication, with human controls through briefs, editing, drafts, and custom settings.
One-click generation/publishing and configurable draft review/editor workflows are documented here: https://machined.ai/features/customization and https://machined.ai/features/integrations