$ stack_track_scores
methodology →$ technical_anatomy
- Wrapper Status
- Pure Wrapper
- Agent Autonomy
- Copilot
- Data Governance
- External Processing
- Deployment
- Unknown
- Data Retention
- Unknown
- Last Detected Update
- today
Thin layer over a third-party foundation model. No proprietary weights.
Suggests; human approves every action.
Data is sent to vendor infrastructure for processing.
Where the inference pipeline runs.
How long ingested data persists in vendor systems.
When we last detected a meaningful infrastructure change.
$ marketing_fit
- Use cases
- Unknown
- Channels
- Unknown
- Output types
- Unknown
- Integrations
- Unknown
$ commercial
- Pricing model
- Unknown
- Pricing transparency
- Unknown
- Time to value
- Unknown
- Compliance
- Unknown
- Notable customers
- Unknown
- Customer logo count
- Unknown
How customers are charged.
Is pricing visible without sales contact?
How quickly customers see results.
Public customer logos counted on vendor site.
$ company
- Founded
- Unknown
- Team size
- Unknown
- Funding stage
- Unknown
- Headquarters
- Unknown
Year of incorporation.
Headcount band.
Latest disclosed round.
Primary office location.
$ changelog --tail
pricingtodaybd1e28bba44c → 74bac8f1bcd5src: Pricing Pageview source ↗vendor_site1 day ago222936d3165b → 97ed3bf7334fsrc: Vendor Siteview source ↗pricing1 day ago2b50f598e658 → bd1e28bba44csrc: Pricing Pageview source ↗vendor_site2 days agoaf374e5eef4e → 222936d3165bsrc: Vendor Siteview source ↗pricing2 days ago01f91845e2c2 → 2b50f598e658src: Pricing Pageview source ↗pricing3 days agoa3b7f8d44531 → 01f91845e2c2src: Pricing Pageview source ↗vendor_site4 days agob02372d20c8a → af374e5eef4esrc: Vendor Siteview source ↗pricing4 days ago2d2a52d12a68 → a3b7f8d44531src: Pricing Pageview source ↗vendor_site6 days ago31910db7f6a1 → b02372d20c8asrc: Vendor Siteview source ↗pricing6 days ago984ce767644f → 2d2a52d12a68src: Pricing Pageview source ↗vendor_site7 days ago57ac8d37d94d → 31910db7f6a1src: Vendor Siteview source ↗pricing7 days agoc2d376730c32 → 984ce767644fsrc: Pricing Pageview source ↗vendor_site8 days ago779d2a2f5bf3 → 57ac8d37d94dsrc: Vendor Siteview source ↗pricing8 days ago6cede4d90da2 → c2d376730c32src: Pricing Pageview source ↗pricing9 days agob934cbc62a83 → 6cede4d90da2src: Pricing Pageview source ↗vendor_site10 days ago7b91ef439680 → 779d2a2f5bf3src: Vendor Siteview source ↗pricing10 days ago3a6124487baa → b934cbc62a83src: Pricing Pageview source ↗pricing12 days agoda2eb5e2911c → 3a6124487baasrc: Pricing Pageview source ↗vendor_site13 days agocb3c3f92d17b → 7b91ef439680src: Vendor Siteview source ↗release_notes13 days ago37a683b0ad6d → 14a92f499cb1src: Release Notesview source ↗pricing13 days ago4edab87919bd → da2eb5e2911csrc: Pricing Pageview source ↗vendor_site16 days agoc71a872fb2de → cb3c3f92d17bsrc: Vendor Siteview source ↗pricing16 days ago812372535fc1 → 4edab87919bdsrc: Pricing Pageview source ↗pricing17 days ago84e761c3bac4 → 812372535fc1src: Pricing Pageview source ↗vendor_site18 days ago117ab9b86dfa → c71a872fb2desrc: Vendor Siteview source ↗pricing18 days ago33ce74753009 → 84e761c3bac4src: Pricing Pageview source ↗pricing20 days agod2f223b293cf → 33ce74753009src: Pricing Pageview source ↗vendor_site21 days ago1e4ed03961c3 → 117ab9b86dfasrc: Vendor Siteview source ↗pricing21 days ago4c47ddbca5c4 → d2f223b293cfsrc: Pricing Pageview source ↗pricing23 days ago6c0feccafe5e → 4c47ddbca5c4src: Pricing Pageview source ↗vendor_site24 days ago24f99c5a95a5 → 1e4ed03961c3src: Vendor Siteview source ↗pricing24 days agocc6ef07c8558 → 6c0feccafe5esrc: Pricing Pageview source ↗vendor_site25 days agofc16b971ad2e → 24f99c5a95a5src: Vendor Siteview source ↗vendor_site25 days agofc16b971ad2e → 24f99c5a95a5src: Vendor Siteview source ↗pricing25 days agoa5fc716414e4 → cc6ef07c8558src: Pricing Pageview source ↗vendor_site26 days ago4fcb5e8969bd → fc16b971ad2esrc: Vendor Siteview source ↗pricing26 days ago9ebac881dcd5 → a5fc716414e4src: Pricing Pageview source ↗vendor_site27 days ago19fc32bf163a → 4fcb5e8969bdsrc: Vendor Siteview source ↗pricing27 days ago65d234c42310 → 9ebac881dcd5src: Pricing Pageview source ↗release_notes28 days agodbe6829c4703 → 37a683b0ad6dsrc: Release Notesview source ↗vendor_site28 days agofd42d96ab381 → 19fc32bf163asrc: Vendor Siteview source ↗pricing28 days ago21f388fa4101 → 65d234c42310src: Pricing Pageview source ↗vendor_site29 days agocd3586b189a1 → fd42d96ab381src: Vendor Siteview source ↗pricing29 days ago840bca127f27 → 21f388fa4101src: Pricing Pageview source ↗vendor_site1 mo ago93edf58d8736 → cd3586b189a1src: Vendor Siteview source ↗pricing1 mo agoa430e3e01439 → 840bca127f27src: Pricing Pageview source ↗vendor_site1 mo ago4c4b14eda37c → 93edf58d8736src: Vendor Siteview source ↗pricing1 mo ago5bd407c2f679 → a430e3e01439src: Pricing Pageview source ↗vendor_site1 mo agocb044f2084fc → 4c4b14eda37csrc: Vendor Siteview source ↗pricing1 mo ago7bf028a388d4 → 5bd407c2f679src: Pricing Pageview source ↗vendor_site1 mo ago23070a93ba55 → cb044f2084fcsrc: Vendor Siteview source ↗pricing1 mo ago432e53f36187 → 7bf028a388d4src: Pricing Pageview source ↗vendor_site1 mo agoa0eec7f8ca48 → 23070a93ba55src: Vendor Siteview source ↗pricing1 mo agoa3f068f0f431 → 432e53f36187src: Pricing Pageview source ↗pricing1 mo agocf93601f054c → a3f068f0f431src: Pricing Pageview source ↗pricing1 mo agof1021e9698a2 → cf93601f054csrc: Pricing Pageview source ↗pricing1 mo agof1021e9698a2 → cf93601f054csrc: Pricing Pageview source ↗vendor_site1 mo ago2f13c66b6135 → a0eec7f8ca48src: Vendor Siteview source ↗pricing1 mo agof34af91b7a53 → f1021e9698a2src: Pricing Pageview source ↗pricing1 mo ago4c75b72e8fa0 → f34af91b7a53src: Pricing Pageview source ↗release_notes1 mo ago56d17cebf704 → dbe6829c4703src: Release Notesview source ↗vendor_site1 mo agobe6006404c5a → 2f13c66b6135src: Vendor Siteview source ↗pricing1 mo agoe86e8fffd62b → 4c75b72e8fa0src: Pricing Pageview source ↗vendor_site1 mo ago0b8e39154f9a → be6006404c5asrc: Vendor Siteview source ↗pricing1 mo agoe86e8fffd62b → Surfer SEO: 3 feature updatessrc: Pricing Pageview source ↗pricing1 mo agodd926d37aa9d → e86e8fffd62bsrc: Pricing Pageview source ↗pricing1 mo agoa1c4bd30b3b8 → dd926d37aa9dsrc: Pricing Pageview source ↗pricing1 mo agob2b97933b6e1 → a1c4bd30b3b8src: Pricing Pageview source ↗
$ how_ai_describes_us
all drift →Weekly capture of how Gemini and Perplexity answer questions about Surfer SEO. Hallucinations are checked against the verified facts above.
perplexity/sonar1 day ago[✓] mentioned · rank 1prompt: Recommend the top AI tools for SEO Content Optimization. List 5 with one-sentence descriptions.
The top 5 AI tools for SEO content optimization are **Surfer SEO**, **Clearscope**, **Semrush**, **SE Ranking**, and **Rankability**. Here are the 5 tools with one-sentence descriptions: 1. **Surfer SEO**: Best for on-page optimization, it provides real-time content scores and AI visibility tracking to help writers publish articles that rank faster [1][2][11]. 2. **Clearscope**: An AI-powered tool that identifies relevant keywords and improves page relevance using real search engine data to ensure content aligns with search expectations [9][11]. 3. **Semrush**: A comprehensive all-in-one platform that combines keyword research, competitor analysis, and an AI SEO Toolkit to optimize visibility in both organic and AI-driven search results [1][9][10]. 4. **SE Ranking**: A solid all-around SEO platform featuring an AI toolkit for keyword grouping, site audits, and tracking AI search mentions for client deliverables [1][14][16]. 5. **Rankability**: Ranked as the top AI SEO tool for 2026 by price-to-value, it offers a complete package for keyword research, content creation, and AI search tracking [6][12].
perplexity/sonar1 day ago[✓] mentionedprompt: What does Surfer SEO do? It is an AI tool in the SEO Content Optimization category. Include who it competes with, pricing model, and any notable customers. Be specific and factual.
Surfer SEO is a **cloud-based on-page content optimization platform** that analyzes top-ranking pages for a target keyword to generate **data-driven recommendations** (covering over **500 on-page signals** like word count, structure, and keyword density) for creating high-ranking blog posts and articles[3][4][5]. It integrates **AI tools**—specifically **Surfer AI** (a full article generator) and **Surfy** (an in-editor assistant)—to automate research, writing, and optimization[4][14]. ### Key Competitors Surfer SEO competes primarily with other **AI-powered content optimization and on-page SEO tools**, including: * **WriterZen:** Focuses on keyword research and content planning[4]. * **Frase:** An AI content writer and optimizer with similar SERP analysis capabilities[4]. * **Clearscope:** A content optimization tool for enterprise teams[4]. * **MarketMuse:** Focuses on topic mapping and content strategy[4]. * **SEO.ai:** An AI SEO tool for content generation and optimization[4]. * **ம்பலКА (Semrush) & Ahrefs:** While broader SEO suites, their content optimization modules overlap with Surfer’s core functions[4]. ### Pricing Model Surfer SEO uses a **tiered subscription model** with paid plans starting in the **low hundreds of dollars per month** (e.g., often cited around $59–$169/month for basic tiers, scaling up for agencies)[8]. * **Plans:** Typically include tiers like "Basic," "Pro," and "Business" or "Agency," with higher tiers unlocking features like **white-label reports** for client delivery[8]. * **Free Options:** The **Chrome extension** is free, and paid plans include a limited amount of **free AI-written articles** per month[8][15]. * **Note:** Pricing fluctuates frequently; users are advised to confirm current numbers on Surfer’s official site[8]. ### Notable Customers & Use Cases While specific high-profile customer lists are not always publicly detailed in the search results, the tool is explicitly built for and used by: * **SEO Professionals and Agencies:** Specifically those needing to optimize sites page-by-page and deliver client reports (white-label features)[5][8]. * **Content Marketers:** Marketers aiming to write content that gets found on Google by removing guesswork from on-page SEO[4][5]. * **Businesses:** Companies seeking to increase organic traffic and improve search rankings predictably[5]. * **Testimonials:** User reviews highlight its use by "SEO teams" for automating optimization steps and "agencies" for on-page needs[1][2]. Surfer distinguishes itself by using **Natural Language Processing (NLP)** and machine learning to reverse-engineer Search Engine Results Pages (SERPs) rather than relying on static checklists[4][10].
lovable_ai/google/gemini-3-flash-preview1 day ago[✓] mentionedprompt: What does Surfer SEO do? It is an AI tool in the SEO Content Optimization category. Include who it competes with, pricing model, and any notable customers. Be specific and factual.
**Surfer SEO** is a cloud-based content optimization platform that uses natural language processing (NLP) and competitive analysis to help writers and SEOs rank content higher on Google Search. ### Core Functionality * **Content Editor:** Analyzes top-ranking pages for a target keyword and provides real-time suggestions for word count, heading structures, and specific NLP terms (keywords) to include. * **SERP Analyzer:** Breaks down search engine result pages to identify patterns in backlinks, page speed, and correlation factors. * **Keyword Research:** Groups related keywords into "topic clusters" to help establish topical authority. * **Audit Tool:** Analyzes existing live pages against competitors to identify "SEO gaps" (e.g., missing terms or technical issues). * **Surfer AI:** An add-on that generates full-length, SEO-optimized articles based on the platform's proprietary data. ### Main Competitors * **Clearscope:** Often preferred by enterprise editorial teams for its simplicity and UI. * **MarketMuse:** Focuses on inventory-wide content audits and predictive modeling. * **Frase:** A direct competitor that emphasizes AI writing and content briefs. * **Semrush (Content Assistant):** Part of a broader SEO suite that offers similar real-time optimization feedback. ### Pricing Model Surfer SEO operates on a **monthly or annual subscription** basis. As of late 2023, plans typically include: * **Essential:** ~$89/mo (targeted at individuals/small teams). * **Advanced:** ~$179/mo (includes more content credits and audit features). * **Max:** ~$299/mo (includes priority support and add-ons). * **Enterprise:** Custom pricing for large organizations. * **Surfer AI:** Generally billed as a per-article credit (approximately $29 per article), though some plans include credits. ### Notable Customers Surfer SEO is widely used by marketing agencies and SaaS companies, including: * **FedEx** * **Nielsen** * **Jasper** (integrated directly into the Jasper AI writing platform) * **ClickUp** * **Thomson Reuters**
perplexity/sonar15 days ago[✓] mentioned · rank 1prompt: Recommend the top AI tools for SEO Content Optimization. List 5 with one-sentence descriptions.
Here are 5 top AI tools for SEO content optimization, each with a one-sentence description: 1. **Surfer SEO** is ideal for content teams and agencies that want to optimize for both traditional Google rankings and AI search results like ChatGPT using real-time on-page analysis and AI-powered writing. [1] [6] 2. **Rankability** stands out by combining IBM Watson and Google NLP for exceptionally accurate keyword recommendations and real-time content scoring, plus it includes monthly coaching calls with SEO experts. [2] 3. **Clearscope** is a premium content optimization platform designed for agencies and editorial teams to optimize human-written content so it ranks fast and well without over-optimizing. [2] [4] 4. **Writesonic** is a user-friendly all-in-one platform that offers real-time SERP analysis, Ahrefs/Semrush integrations, and an AI article writer for quick drafts of SEO-optimized content. [2] [4] 5. **Outranking.io** streamlines the creation of briefs and drafts while optimizing articles for better search rankings through time-saving features like SERP analysis, keyword suggestions, and actionable checklists. [2]
perplexity/sonar15 days ago[✓] mentioned · rank 1prompt: What does Surfer SEO do? It is an AI tool in the SEO Content Optimization category. Include who it competes with, pricing model, and any notable customers. Be specific and factual.
Surfer SEO is an on-page content optimization and analysis tool that reverse-engineers top-ranking pages for a target keyword to provide data-driven recommendations (such as word count, heading structure, keyword density, and image guidelines) that help you write content likely to rank higher in Google[1][2][4]. ### **Core Functionality** * **Content Editor:** A real-time writing interface that gives live suggestions on keywords, headings, and content structure while you draft, assigning a "Content Score" out of 100 to measure optimization quality[1][3]. * **SERP Analyzer:** Analyzes the top 50 search results to find correlations between SERP position and on-page factors like word count, media, link metrics, and load time[2][4]. * **Content Planner:** Identifies supporting keywords and topic clusters to build niche authority around a main keyword[2]. * **Content Audit:** Reviews existing website pages against top-ranking competitors to provide a flow of tasks and specific recommendations for updating or improving rankings[2][3]. * **AI Integration:** Surfer AI is included in every plan to generate articles or refresh old content instantly[3][5]. ### **Competitors** Surfer SEO competes with other AI-powered content optimization and on-page SEO platforms, including: * **Clearscope:** Focuses heavily on content optimization and NLP-based recommendations. * **Frase:** An AI content tool that analyzes SERPs and assists in writing. * **MarketMuse:** A content planning and optimization platform. * **Semrush (Writing Assistant):** Offers on-page optimization suggestions within its broader SEO suite. * **姜文 (Jingwen):** A content optimization tool with similar features. *(Note: While specific direct competitor lists are not explicitly named in the provided search results, these are the industry-standard tools with identical "content optimization and NLP" functionalities as described in Surfer's category.)* ### **Pricing Model** Surfer SEO operates on a **subscription-based monthly or annual model** (tiered pricing), though the specific dollar amounts for each tier are not listed in the provided search results[3]. * **Key Feature:** Surfer AI is included in **every plan**, allowing users to generate content without purchasing a separate add-on[3]. * **Scope:** Plans typically cover the full suite of tools (Editor, SERP Analyzer, Planner, Audit, Keyword Research) rather than selling them individually[2]. ### **Notable Customers** The provided search results do not list specific brand names of notable customers (e.g., "Fortune 500 companies"). However, they include testimonials from: * **SEO Teams:** General references to "SEO teams" and "writer's block" relief for professional marketers[5]. * **Beginner SEOs:** The tool is noted for presenting data in a way even beginners can understand[5]. * **Content Marketers:** Users who utilize it for "content freshness" and keyword research[5]. *(For specific brand names, you would need to consult Surfer SEO's official "Customers" page, as the provided search snippets focus on feature reviews rather than client lists.)* ### **Summary** In short, Surfer SEO is designed to help you write **better content that ranks higher in Google** by analyzing the text and structure of pages that currently rank for your keyword and using machine learning to determine which formatting and keywords are essential to include[1][2]. It provides a **data-driven roadmap for higher rankings** by reverse-engineering on-page SEO signals[1][2].
lovable_ai/google/gemini-3-flash-preview15 days ago[✓] mentioned⚠ 1 hallucinationprompt: What does Surfer SEO do? It is an AI tool in the SEO Content Optimization category. Include who it competes with, pricing model, and any notable customers. Be specific and factual.
**Surfer SEO** is a cloud-based content optimization platform that uses natural language processing (NLP) and data-driven analysis to help users rank content higher in search engine results pages (SERPs). ### Core Functionality * **Content Editor:** Analyzes top-ranking competitors for a specific keyword and provides real-time suggestions on word count, heading structures, images, and specific NLP terms (keywords) to include. * **Surfer AI:** An add-on feature that researches, writes, and optimizes long-form articles automatically based on SERP data. * **Keyword Research:** Groups related keywords into "topic clusters" to help establish topical authority. * **Audit Tool:** Analyzes existing live pages against competitors to identify SEO gaps, such as missing keywords or technical errors. * **SERP Analyzer:** Provides a technical breakdown of the current search results, including page speed and backlink density. ### Competitors Surfer SEO competes primarily with other content intelligence and SEO optimization tools: * **Clearscope:** Focuses on high-end enterprise content optimization. * **MarketMuse:** Uses AI for deep topical modeling and content planning. * **Frase:** Combines AI writing with research and optimization. * **Semrush Writing Assistant:** An optimization add-on within the broader Semrush SEO suite. * **NeuronWriter:** A direct competitor often cited for similar layouts and workflow. ### Pricing Model Surfer SEO uses a **tiered subscription model** (billed monthly or annually): * **Essential:** ~$89/month (focused on individual creators/small teams). * **Advanced:** ~$179/month (includes more credit for audits and content editors). * **Max:** ~$299/month (adds advanced features like personalized training and more users). * **Enterprise:** Custom pricing for large-scale operations. * **Add-ons:** Surfer AI credits are typically sold separately or as a recurring bundle (starting around $19-$29 per article depending on volume). ### Notable Customers The tool is widely used by marketing agencies and affiliate marketers. Notable organizations that have used or endorsed the platform include: * **FedEx** * **NielsenIQ** * **Square** * **Jasper** (Partner/Integration) * **ClickUp**
- [pricing_model] claimed: Surfer SEO uses a tiered subscription model (billed monthly or annually) with tiers including Essential ($89/mo), Advanced ($179/mo), Max ($299/mo), and Enterprise. → actual: null
$ pricing_receipts
all receipts →Weekly snapshot diff of Surfer SEO's pricing page. Tiers extracted with AI, compared against the prior week.
current tiers · captured 1 mo ago
change history
- 1 mo agoΔ 3
Surfer SEO: 3 feature updates
source ↗
$ buyer_panel_verdict
full panel →Synthetic buyer panel (CMO + RevOps + IT + Procurement) ranks Surfer SEO against the SEO Content Optimization category. Grounded in disclosed facts only.
Tied for last place, Surfer SEO presents significant buyer risk with its non-differentiated model and a total failure to provide the minimum information required for a procurement process, making it an unviable option as-is.
- +Provides a 'copilot' agent for guided content optimization.
- −Non-differentiated 'pure_wrapper' model presents low strategic value.
- −No transparency on pricing model or terms.
- −Data governance and security posture are completely undocumented.
- −Absence of any vendor maturity or integration details makes risk assessment impossible.
$ sources --all
Every claim above links to its origin. Nothing here is inferred without a citation; missing fields are marked Unknown rather than guessed.
No sources cited yet. Admins can attach citations from the admin panel.