{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_seo-formulas","slug":"seo-formulas","name":"SEO formulas","type":"product","url":"https://www.seoformulas.com","page_url":"https://unfragile.ai/seo-formulas","categories":["text-writing"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_seo-formulas__cap_0","uri":"capability://search.retrieval.integrated.keyword.discovery.and.relevance.scoring","name":"integrated keyword discovery and relevance scoring","description":"Analyzes search intent and keyword difficulty by combining query volume data with competitive landscape analysis to surface high-opportunity keywords for a given topic or niche. The system likely uses a database of indexed keywords with metrics (search volume, CPC, competition level) and applies filtering algorithms to rank keywords by potential ROI for content creation, eliminating the need to switch between separate keyword research tools.","intents":["Find high-volume, low-competition keywords that my target audience is actually searching for","Identify keyword clusters and semantic variations to cover in a single content piece","Prioritize which keywords to target first based on ranking difficulty and search volume trade-offs"],"best_for":["Solo content creators publishing 2+ articles per week who need fast keyword validation","Small marketing teams (2-5 people) managing multiple content calendars without dedicated SEO specialists","Bootstrapped SaaS founders who can't afford Ahrefs or SEMrush subscriptions"],"limitations":["Keyword data freshness unknown — may lag behind real-time search trends by days or weeks","No competitive gap analysis or backlink-based keyword discovery like Ahrefs provides","Limited to English-language keyword research; no multi-language support mentioned","Difficulty scoring may not account for entity-based ranking factors (E-E-A-T, brand authority)"],"requires":["Active internet connection for API calls to keyword database","Topic or seed keyword to begin discovery process","Free or paid account depending on query volume limits"],"input_types":["text (topic, seed keyword, or competitor URL)"],"output_types":["structured data (keyword list with volume, difficulty, CPC metrics)","text (keyword recommendations ranked by opportunity score)"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_seo-formulas__cap_1","uri":"capability://text.generation.language.one.click.content.structure.templating.with.seo.optimized.formulas","name":"one-click content structure templating with seo-optimized formulas","description":"Provides pre-built content outline templates (e.g., 'Ultimate Guide', 'How-To', 'Listicle', 'Comparison') that encode proven on-page SEO best practices like heading hierarchy, word count targets, and section sequencing. When a user selects a formula for their keyword, the system generates a structured outline with recommended section headers, word count per section, and internal linking placeholders, reducing the need for manual content architecture decisions.","intents":["Generate a content outline that follows SEO best practices without needing to research optimal structure","Ensure consistent content formatting across my team's published articles","Reduce time spent on content planning from hours to minutes by reusing proven templates"],"best_for":["Content teams with 2-10 writers who need standardized output formats","Non-technical content creators who lack SEO expertise but want to optimize on-page factors","Agencies producing high-volume content for multiple clients in similar verticals"],"limitations":["Templates may feel formulaic and reduce content differentiation in competitive niches where unique angles outweigh structural optimization","No dynamic template adaptation based on SERP analysis — formulas are static, not responsive to top-ranking competitor content structures","Limited evidence of ranking impact — templates optimize for on-page factors but don't address off-page signals (backlinks, domain authority) that dominate rankings","No A/B testing framework to validate which formula variations perform best for specific keywords or industries"],"requires":["Target keyword or topic to match against appropriate formula","Basic understanding of content types (guide, how-to, comparison, etc.)","Freemium or paid account to access formula library"],"input_types":["text (keyword, topic, or content type preference)"],"output_types":["structured data (outline with sections, recommended word counts, internal link anchors)","text (formatted outline ready for export to Google Docs or Markdown)"],"categories":["text-generation-language","planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_seo-formulas__cap_2","uri":"capability://planning.reasoning.content.formula.recommendation.engine.based.on.search.intent.classification","name":"content formula recommendation engine based on search intent classification","description":"Automatically classifies a keyword's search intent (informational, navigational, transactional, commercial) and recommends the most appropriate content formula from its library. The system likely uses NLP or rule-based classification on the keyword itself plus optional SERP analysis to determine intent, then maps that intent to formula types (e.g., 'How-To' for informational, 'Comparison' for commercial intent).","intents":["Automatically select the right content format (guide, how-to, comparison, product review) for a given keyword without guessing","Ensure my content matches user search intent so it has a better chance of ranking","Reduce decision paralysis when choosing between multiple content templates"],"best_for":["Content creators new to SEO who don't yet have intuition for matching content type to search intent","Teams managing content calendars across multiple niches with varying intent patterns","Agencies scaling content production and needing consistent intent-to-format mapping"],"limitations":["Intent classification may be inaccurate for ambiguous keywords with mixed intent (e.g., 'best CRM' could be informational or transactional)","No real-time SERP analysis — recommendations based on keyword alone, not actual top-ranking content types","Limited to predefined intent categories; no support for niche-specific intent variations (e.g., 'problem-solution' intent in B2B SaaS)","No feedback loop to improve recommendations based on actual ranking performance of recommended formulas"],"requires":["Target keyword to analyze","Optional: competitor URLs or SERP data for more accurate intent detection","Access to formula library (freemium or paid)"],"input_types":["text (keyword)","optional: URL (competitor or SERP result)"],"output_types":["structured data (recommended formula with confidence score, alternative formulas ranked by relevance)","text (explanation of why this formula matches the keyword's intent)"],"categories":["planning-reasoning","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_seo-formulas__cap_3","uri":"capability://automation.workflow.batch.content.outline.generation.with.keyword.clustering","name":"batch content outline generation with keyword clustering","description":"Accepts a list of keywords or topics and automatically groups semantically related keywords into clusters, then generates a unique outline for each cluster using the most appropriate formula. This enables users to plan multi-article content strategies in one operation, with the system handling keyword grouping logic (likely using embeddings or string similarity) and formula assignment per cluster.","intents":["Plan a month's worth of content outlines in minutes instead of researching and outlining each article individually","Identify keyword clusters so I can write one comprehensive guide covering multiple related searches instead of siloed articles","Export a complete content calendar with outlines ready for writer assignment"],"best_for":["Content teams managing 20+ articles per month who need to batch-plan content calendars","Agencies producing content for multiple clients and needing rapid outline generation at scale","Solo creators building topical authority in a niche by publishing clustered content"],"limitations":["Keyword clustering quality depends on algorithm sophistication — may group unrelated keywords or split related ones incorrectly","No manual override for clustering decisions — users must accept system groupings or re-run with different parameters","Batch processing may have rate limits or queue times on freemium tier","No integration with content management systems (CMS) — outlines must be manually copied or exported"],"requires":["List of keywords (CSV, text, or pasted list)","Minimum 5-10 keywords for meaningful clustering","Paid account or higher freemium tier for batch processing"],"input_types":["text (comma-separated or newline-separated keyword list)","structured data (CSV with keywords and optional metadata)"],"output_types":["structured data (clustered keywords with assigned formulas and outlines)","text (exportable content calendar with outlines per cluster)","file (CSV or JSON with outline data for CMS import)"],"categories":["automation-workflow","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_seo-formulas__cap_4","uri":"capability://automation.workflow.formula.customization.and.team.template.library.management","name":"formula customization and team template library management","description":"Allows teams to create custom content formulas by defining section templates, word count targets, and SEO guidelines, then save them to a shared library accessible to all team members. The system likely stores custom formulas in a database with version control, enabling teams to iterate on templates based on performance data and maintain consistency across content production.","intents":["Create industry-specific or brand-specific content templates that reflect our unique content strategy","Share proven outline structures across my team so everyone follows the same best practices","Iterate on templates based on which outlines lead to better rankings and engagement"],"best_for":["Agencies with 5+ content creators needing standardized templates across clients","In-house marketing teams with established content playbooks they want to codify and scale","Niche publishers with unique content requirements that don't fit generic templates"],"limitations":["No built-in performance tracking — users must manually correlate custom formulas to ranking/engagement outcomes","Limited to UI-based template builder — no programmatic API for bulk template creation or import","No version control or rollback for templates — changes apply to all future uses without historical tracking","Sharing limited to team members with account access; no public template marketplace"],"requires":["Paid team account with multi-user access","Admin or editor permissions to create/modify templates","Understanding of content structure and SEO best practices to design effective templates"],"input_types":["text (section names, descriptions, guidelines)","structured data (word count targets, heading levels, internal link requirements)"],"output_types":["structured data (custom formula stored in team library)","text (formula available for selection when creating new outlines)"],"categories":["automation-workflow","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_seo-formulas__cap_5","uri":"capability://planning.reasoning.on.page.seo.checklist.generation.from.formula","name":"on-page seo checklist generation from formula","description":"Generates a task-based checklist of on-page SEO optimizations derived from the selected formula, including keyword placement targets (title, meta description, headings), word count validation, internal linking requirements, and readability metrics. The checklist is likely generated by mapping formula sections to SEO best practices and creating actionable items for content writers to follow during drafting.","intents":["Ensure my content hits all on-page SEO factors without needing to memorize best practices","Give my writers a clear checklist of what to optimize so they don't miss critical SEO elements","Validate finished content against SEO standards before publishing"],"best_for":["Content teams with writers who lack SEO expertise and need explicit optimization guidance","Agencies managing content quality across multiple writers with varying SEO knowledge","Solo creators who want a structured approach to on-page optimization"],"limitations":["Checklist is static and formula-based — doesn't adapt to actual competitor content or SERP rankings","No integration with content editors (Google Docs, WordPress) — checklist must be manually referenced during writing","Keyword placement targets may be generic (e.g., 'include keyword in first 100 words') without considering semantic variations or LSI keywords","No real-time validation — checklist is generated upfront, not checked against draft content as it's written"],"requires":["Selected content formula","Target keyword","Optional: competitor content for benchmarking (if available)"],"input_types":["structured data (formula definition, target keyword)"],"output_types":["structured data (checklist with items, priority levels, and guidance)","text (formatted checklist for export or sharing with writers)"],"categories":["planning-reasoning","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_seo-formulas__cap_6","uri":"capability://data.processing.analysis.content.performance.tracking.and.formula.effectiveness.analytics","name":"content performance tracking and formula effectiveness analytics","description":"Tracks ranking positions, organic traffic, and engagement metrics for content created using each formula, then aggregates this data to show which formulas perform best for different keyword types or niches. The system likely integrates with Google Search Console or Analytics APIs to pull performance data and correlates it back to the formula used, enabling data-driven template optimization.","intents":["See which content formulas actually drive rankings and traffic so I can focus on high-performing templates","Understand which formula works best for different keyword types (informational vs. transactional) in my niche","Optimize my formula library based on real performance data instead of guessing"],"best_for":["Data-driven content teams that want to optimize formulas based on ranking and traffic outcomes","Agencies managing multiple client content strategies and wanting to identify best practices across accounts","Publishers with 50+ articles who have enough data to identify performance patterns"],"limitations":["Requires Google Search Console or Analytics integration — setup complexity and permission requirements","Attribution lag — may take weeks or months to see ranking impact, making feedback loops slow","Confounding variables — ranking performance depends on backlinks, domain authority, and other factors beyond formula, making formula-specific attribution difficult","Limited to organic search metrics — no integration with engagement metrics (time on page, bounce rate) that might indicate content quality","Freemium tier likely has limited historical data or reporting frequency"],"requires":["Google Search Console or Google Analytics 4 connected account","Minimum 20-30 published articles using tracked formulas for meaningful analysis","Paid account for advanced analytics features","3-6 months of historical data for reliable performance trends"],"input_types":["structured data (formula metadata, publication dates, target keywords)","API data (Google Search Console rankings, Analytics traffic)"],"output_types":["structured data (formula performance metrics: avg ranking, traffic, engagement by formula type)","text/visualization (reports showing which formulas perform best, recommendations for optimization)"],"categories":["data-processing-analysis","memory-knowledge"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":40,"verified":false,"data_access_risk":"high","permissions":["Active internet connection for API calls to keyword database","Topic or seed keyword to begin discovery process","Free or paid account depending on query volume limits","Target keyword or topic to match against appropriate formula","Basic understanding of content types (guide, how-to, comparison, etc.)","Freemium or paid account to access formula library","Target keyword to analyze","Optional: competitor URLs or SERP data for more accurate intent detection","Access to formula library (freemium or paid)","List of keywords (CSV, text, or pasted list)"],"failure_modes":["Keyword data freshness unknown — may lag behind real-time search trends by days or weeks","No competitive gap analysis or backlink-based keyword discovery like Ahrefs provides","Limited to English-language keyword research; no multi-language support mentioned","Difficulty scoring may not account for entity-based ranking factors (E-E-A-T, brand authority)","Templates may feel formulaic and reduce content differentiation in competitive niches where unique angles outweigh structural optimization","No dynamic template adaptation based on SERP analysis — formulas are static, not responsive to top-ranking competitor content structures","Limited evidence of ranking impact — templates optimize for on-page factors but don't address off-page signals (backlinks, domain authority) that dominate rankings","No A/B testing framework to validate which formula variations perform best for specific keywords or industries","Intent classification may be inaccurate for ambiguous keywords with mixed intent (e.g., 'best CRM' could be informational or transactional)","No real-time SERP analysis — recommendations based on keyword alone, not actual top-ranking content types","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.31666666666666665,"quality":0.67,"ecosystem":0.25,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.1,"match_graph":0.35,"freshness":0.05}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:33.095Z","last_scraped_at":"2026-04-05T13:23:42.560Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=seo-formulas","compare_url":"https://unfragile.ai/compare?artifact=seo-formulas"}},"signature":"rAf8s0eOvCPs3fa38KhVG7IW4zquprpXtCRs3yXnt2pyda6YArZwmw+Eg9ooDdcScaY5Ha3Q50vGtvPMXcJTAA==","signedAt":"2026-06-22T05:25:43.398Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/seo-formulas","artifact":"https://unfragile.ai/seo-formulas","verify":"https://unfragile.ai/api/v1/verify?slug=seo-formulas","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}