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Rank on Google & get cited by AI engines. Done-for-you SEO audits, blog articles, backlinks and AI mentions, while you focus on your business.
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Rank on Google & get cited by AI engines. Done-for-you SEO audits, blog articles, backlinks and AI mentions, while you focus on your business.
YOUR PROBLEMS
Google ignores you
ChatGPT, Perplexity and Gemini don't mention your brand. You don't even know why.
AI doesn't know you exist
ChatGPT, Perplexity and Gemini never mention your brand because you have zero AI footprint.
No authority, no trust
Without backlinks and social presence, AI models have no reason to recommend you.
WHAT YOU GET
Enter your URL. Sorank scans your technical health and AI visibility, then fixes every issue automatically.
AI finds all SEO errors on your website.
AI Agent automatically patches errors.
Full technical, content and AI visibility report.
We reverse-engineer top sites in your niche and map their best buying-intent keywords, so you can exploit their traffic.
Auto scan of +100 leaders in your niche.
Untapped High-volume, low competition.
750+ prompts sent to 5 AI to get keywords.
Sorank generates and publishes on your website fact-checked articles designed to rank on search engines and AI.
Articles with internal links and external sources.
AI images of your product and your team.
Sounds like you (genuinely you).
We automatically exchange backlinks between Sorank users' articles to boost your domain rating.
Auto Link exchanges between 1,000+ users.
Your links placed in high-authority websites.
Domain rating grows while you sleep.
We create content for LinkedIn, Medium, Reddit and social platforms that influence AI models.
Ready-to-post content for 5+ platforms.
Optimized to get picked up by AI crawlers.
Consistent brand voice across every channel.
Building your own SEO stack with multiple tools is a smart move. But every hour spent debugging is an hour away from your zone of genius.
Stop paying for tools that barely talk to each other. Sorank does it all for €99/mo. And nothing breaks.
No more connecting 478 APIs to spreadsheets.
No more teaching prompts to GPT wrappers.
No more restarting your AI agent every day.
No more broken automations at 3am.
No more reaching token limits
Pick your keyword, set the tone, and Sorank writes a fully optimized article with sources, internal links, and images. The one below took 4 minutes. Yours can be next.
Can you obtain a Category B driving licence from the age of 16? Discover the rules for accompanied driving (AAC), exam requirements and the benefits for young drivers.
In France, over 1.5 million candidates take the driving test each year, according to figures from the French Road Safety Authority. For many young people, getting their licence as early as possible means independence, access to employment and freedom. But can you really get a driving licence at 16?
The short answer: no, not to drive on your own. However, 16 is a pivotal age on the path to getting your licence. It is the age at which you can take the theory test through the standard training route and continue accompanied driving if you started at 15. Here is everything you need to know to plan your journey.
Contrary to popular belief, it is not possible to obtain a Category B driving licence at 16 in France. The decree of 20 December 2023 lowered the minimum age for obtaining a driving licence from 18 to 17, not to 16. This measure came into effect on 1 January 2024.
In practice, a 17-year-old can now take the practical test, obtain their licence and drive independently on French roads. Before this reform, you had to wait until 18, even if you had passed the test earlier through accompanied driving.
So, what can you do at 16? Quite a lot, actually. This age marks a key stage in the learning process, when you actively prepare to get your licence as soon as you turn 17.
The journey towards your driving licence begins well before the practical test. Here is what you can do from the age of 15 and 16:
The early driver training programme is the most common way to start early. It allows you to drive with an experienced supervisor, under specific conditions, for at least one year and 3,000 km before taking the practical test.
If you have already passed your school road safety certificate (ASSR) at secondary school, you already have a useful prerequisite for the rest of your journey.
Among the various training options, the AAC delivers the best results. The first-time pass rate reaches approximately 75%, compared to 57% for standard training, according to data from the French Road Safety Authority.
To enrol in accompanied driving, several criteria must be met:
Once you have your AFFI, you drive with your supervisor for at least one year and must cover a minimum of 3,000 km on French roads. Two mandatory educational appointments with a driving instructor are required:
Varying your driving conditions is essential: country roads, motorways, night driving and driving in the rain. This variety of experience is one of the major strengths of the AAC in producing safer drivers.
The supervisor does not need to be a professional driving instructor. It can be a parent, a family member or even a friend. You can also have several supervisors.
However, each supervisor must meet three conditions:
During accompanied driving, specific speed limits apply: 110 km/h on motorways, 100 km/h on dual carriageways, 80 km/h on other roads and 50 km/h in built-up areas.
An "accompanied driving" sticker must be displayed at the rear left of the vehicle. In the event of a roadside check, the learner must be able to present the licence application form, the vehicle registration certificate and the supervisor's driving licence.
From your 17th birthday, you can take the practical driving test. The exam lasts approximately 32 minutes and consists of several phases: driving in built-up areas, outside built-up areas, manoeuvres and technical vehicle checks.
To be called for the test, you must have:
If you pass, you will receive a driving test certificate (CEPC) valid for 4 months, while you wait for your permanent licence. If you want to optimise your preparation, an intensive driving course can complement your AAC programme.
Regardless of the age at which you pass, the licence issued is a probationary licence. This means specific rules apply during the first years of driving:
| Criteria | Standard probationary licence | After AAC |
| Probationary period duration | 3 years | 2 years |
| Initial points balance | 6 points | 6 points |
| Maximum motorway speed | 110 km/h | 110 km/h |
| Maximum blood alcohol level | 0.2 g/l | 0.2 g/l |
The major advantage of the AAC is the reduction of the probationary period to 2 years instead of 3. If no points are deducted during this period, you reach the full balance of 12 points. You can find out more about how the probationary licence works and its day-to-day implications.
A post-licence course (additional training) can also be taken between 6 and 12 months after obtaining your licence to further shorten this period.
Obtaining a licence at 17 raises practical questions, particularly regarding insurance. Insurers are free to set their own rates for young drivers who are minors. The good news: candidates who completed accompanied driving generally benefit from a reduced insurance surcharge compared to those who took the standard route.
From a legal standpoint, two types of liability coexist:
Before driving on your own, make sure your insurance policy covers a 17-year-old driver. An extension of cover is often required.
A licence obtained at 17 in France does not automatically allow you to drive in another European country. The minimum driving age depends on the regulations of each EU member state. In most countries, it remains set at 18.
Before any trip abroad, it is essential to check the local legislation. The French Road Safety Authority provides information on driving conditions in different European countries.
During the accompanied driving phase, driving outside French territory is strictly prohibited.
The cost of a driving licence averages 1,800 euros in France, a significant budget for a 16 or 17-year-old and their family. Several schemes exist to help reduce the cost:
Checking with your local town hall or youth employment centre is a good first step to identify the support available in your area. To enrol at a driving school, comparing offers and payment options is an essential step.
While the phrase "driving licence at 16" is a common search term, the reality is more nuanced. In France, 16 is the age from which you can take the theory test through the standard route and build up valuable experience through accompanied driving. The licence itself can be obtained from the age of 17 since 1 January 2024. The AAC remains the most effective route: a 75% first-time pass rate and a probationary period reduced to 2 years.
The best advice? Start learning at 15 so you are ready on your 17th birthday. Every kilometre driven with a supervisor is an investment in your future safety. To plan your journey, explore the supervised driving options and get started now.
No. Since 1 January 2024, the minimum age to drive alone is 17. At 16, you can only drive with a supervisor as part of the early driver training programme (AAC).
No, accompanied driving is not mandatory. You can follow a standard training course at a driving school from the age of 16 and take the practical test at 17, provided you have completed the required driving hours.
Not automatically. Each EU country sets its own rules on the minimum driving age. In most cases, you must be 18 to drive abroad. Check local regulations before any trip.
Discover the 10 science-backed benefits of matcha for entrepreneurs: sustained energy, sharper focus, stress resilience, and more. Fuel your ambition with matcha.
A 2022 review published in the journal Nutrients confirmed what high performers have suspected for years: matcha enhances cognitive function, reduces stress markers, and supports cardio-metabolic health. For entrepreneurs running on tight deadlines and high stakes, that is not a luxury. It is a competitive advantage.
Yet most founders still reach for their third espresso by 2 PM, only to crash an hour later. The benefits of matcha go far beyond a caffeine fix. From sustained mental clarity to immune support, this vibrant green powder offers a toolkit built for the entrepreneurial lifestyle.
Coffee spikes your energy, then drops it. Matcha works differently. The caffeine in matcha, roughly 25 to 35 mg per serving, binds with L-theanine, an amino acid that slows caffeine absorption into the bloodstream. The result is a steady release of energy that can last four to six hours.
For entrepreneurs juggling pitch meetings, product reviews, and investor calls, this matters. No jitters before a presentation. No 3 PM slump during a strategy session. Just clean, consistent fuel.
L-theanine promotes the production of alpha brain waves, the same pattern seen during meditation and deep focus. Scientists call this state "calm alertness", a combination impossible to achieve with coffee alone. When caffeine delivers awakening and L-theanine delivers composure, the synergy creates something uniquely productive.
Can a cup of tea actually make you think better? Research suggests yes. A study published in Food Research International found that participants who consumed 4 g of matcha powder showed improvements in attention and reaction time compared to a placebo group.
Matcha contains up to five times more L-theanine than standard green tea, thanks to the shade-growing process that forces leaves to produce more of this calming amino acid. L-theanine crosses the blood-brain barrier and modulates glutamate receptors, neurotransmitters essential for learning and memory.
For founders navigating complex decisions daily, this translates into fewer mental fog episodes, faster problem-solving, and better retention during long working sessions. Combined with caffeine, L-theanine does not just calm you down. It sharpens you up.
Entrepreneurs often sacrifice sleep, skip meals, and live under chronic pressure. Oxidative stress accumulates. Matcha offers a potent counterbalance.
Because you consume the entire tea leaf in powdered form, matcha delivers a significantly higher concentration of catechins than steeped green tea. The dominant catechin, EGCG (epigallocatechin gallate), is one of the most studied natural antioxidants. A review in Molecules confirmed that matcha's unique composition of phenolic acids, quercetin, rutin, and chlorophyll exceeds that of other green tea varieties.
These antioxidants neutralize free radicals caused by pollution, screen time, and stress, three constants in an entrepreneur's life. They protect cells from premature aging and may lower the risk of chronic diseases linked to oxidative damage.
Quality matters, though. Our organic ceremony-grade matcha is hand-harvested from young shoots in Nishio, Japan, which preserves the highest concentration of antioxidants and eliminates bitterness.
Entrepreneurship is a stress marathon. Investor rejections, hiring challenges, cash flow anxiety, the cortisol never stops flowing. Matcha offers a biochemical buffer.
A clinical trial published in the journal Nutrients demonstrated that matcha with a high theanine-to-caffeine ratio significantly reduced stress markers in human participants, measured through salivary alpha-amylase activity. The study showed that theanine's calming effect can counteract the stimulatory impact of caffeine when the ratio is right.
Unlike coffee, which triggers a cortisol spike, your body's primary stress hormone, matcha promotes cortisol regulation. L-theanine stimulates dopamine and serotonin production, the two neurochemicals responsible for mood stability and emotional resilience. A comprehensive review of 15 studies comparing beverages found that tea increased cortisol by only 20% above baseline, while coffee raised it by 50%.
For an entrepreneur facing a board meeting or a tough negotiation, the difference between controlled calm and caffeine-fueled anxiety can shape the outcome.
Long hours at a desk, irregular meals, and late-night work sessions wreak havoc on metabolism. Matcha can help tilt the balance.
A 2020 review concluded that consuming green tea alongside dietary measures and exercise can reduce body mass index when taken consistently. The mechanism is twofold: EGCG increases the rate of fat oxidation during physical activity, while caffeine provides a mild thermogenic boost.
This does not make matcha a miracle weight loss product. But for entrepreneurs who already exercise and eat reasonably well, adding a daily matcha can support their efforts. The catechins in matcha have been shown to increase the body's calorie-burning rate throughout the day, a passive benefit that compounds over time.
Getting sick when you are bootstrapping a company is not just inconvenient, it is costly. Matcha's EGCG content has well-documented antiviral and anti-inflammatory properties.
Catechins act as natural antimicrobials. According to research reviewed by Harvard Health, polyphenols found in matcha demonstrate anti-inflammatory effects, while catechins may help lower oxidative stress and prevent inflammation. Matcha also contains vitamin C, which synergizes with rutin to support the circulatory system.
Building a startup demands showing up every day. A stronger immune system means fewer sick days, faster recovery, and consistent performance when your team depends on you.
Entrepreneurship is a long-term bet. Your cardiovascular system needs to keep up. Green tea consumption has been consistently linked with a lower risk of cardiovascular disease compared to coffee. The compounds in matcha, similar to those in green tea but more concentrated, support this protective effect.
Catechins help reduce LDL ("bad") cholesterol and lower blood pressure. A meta-analysis published in the European Journal of Nutrition confirmed these cardio-protective benefits across multiple studies. Matcha also contains rutin, a bioflavonoid that further supports arterial elasticity and healthy circulation.
For founders working 60-plus-hour weeks, investing in cardiovascular health today pays compounding dividends for decades. A daily matcha ritual is one of the simplest deposits you can make. Our complete guide to matcha benefits covers the science behind each of these effects.
This is the benefit most articles overlook, and arguably the most valuable for entrepreneurs.
Preparing matcha is not instant. You measure the powder, heat the water to the right temperature, and whisk it with a bamboo chasen. This two-minute process forces you to pause. To be present. To breathe.
In a world of back-to-back Zoom calls and Slack notifications, that forced pause is a form of micro-meditation. Buddhist monks have used matcha for centuries precisely for this reason, not just for the caffeine, but for the ritual itself. Samurai warriors drank it before battle to achieve focused calm.
Entrepreneurs who build rituals into their day, morning journaling, a walk, or preparing matcha, report better decision-making and lower burnout rates. The act of making matcha becomes an anchor, a daily signal that says: slow down, recalibrate, then perform. If you are new to the ritual, our preparation guide walks you through every step.
The startup world runs on coffee. Co-working spaces smell like espresso. Investor meetings happen over lattes. But coffee's energy model, spike, crash, repeat, contradicts what high-performance science actually recommends.
Matcha's energy curve is fundamentally different. Where coffee activates your sympathetic nervous system (fight-or-flight mode), matcha supports the parasympathetic system, which governs calm and emotional balance. A review by WebMD notes that matcha's catechins and caffeine may offer mild benefits for weight loss and management, while also supporting heart and brain health.
Many entrepreneurs who switch to matcha for two weeks report less anxiety, better sleep, and steadier productivity throughout the day. The transition does not require abandoning coffee entirely. Even replacing one cup per day introduces measurable benefits.
The real question is not whether you can afford to drink matcha. It is whether you can afford the cognitive cost of not optimizing your daily fuel.
The entrepreneurial edge is not always found in a new tool, a hack, or another productivity app. Sometimes, it sits in a small bowl of vibrant green powder. From sustained energy and sharper focus to stress resilience and long-term heart health, the benefits of matcha align precisely with the demands of building something from nothing.
Research confirms what Japanese monks and samurai understood centuries ago: the combination of L-theanine and caffeine creates a unique state of calm, alert performance. For founders, that state is not optional, it is essential.
With our organic, hand-harvested matcha sourced directly from Japanese farmers, we make it easy to integrate this ritual into your ambitious routine. Start with our ceremony-grade matcha and experience the difference clean energy makes.
One to two cups per day is the ideal range. This provides roughly 50 to 70 mg of caffeine and enough L-theanine to sustain focus for four to six hours. Avoid drinking matcha after 4 PM to protect sleep quality.
Matcha and coffee deliver energy differently. Coffee provides a faster, more intense spike but often leads to jitters and a crash. Matcha releases caffeine gradually, paired with L-theanine for sustained calm focus. For tasks requiring deep concentration over several hours, matcha has a clear advantage.
Significantly. Ceremony-grade and premium matcha are made from young, hand-picked leaves grown in shade, which maximizes L-theanine and antioxidant content. Lower-grade matcha from older leaves tastes more bitter and contains fewer beneficial compounds. Always choose organic, stone-ground matcha from reputable Japanese farms.
Query fan-out is the technique AI search engines use to split one query into multiple sub-queries. Learn how it works, why it matters for SEO, and how to optimize for it.
When someone types a question into Google AI Mode, ChatGPT, or Perplexity, the system does not simply match keywords to web pages. It breaks that single query into a constellation of related sub-queries, searches for each one simultaneously, and synthesizes the results into a single response. This process is called query fan-out, and it represents the most significant shift in search architecture since mobile-first indexing.
For SEO professionals and marketing teams, understanding query fan-out is no longer optional. Research from iPullRank confirms that AI search queries now average 70 to 80 words, compared to just 3 or 4 on traditional Google. The old model of optimizing for a single keyword no longer captures the full picture. This article explains what query fan-out is, how it works across platforms, and what you need to do about it.
Query fan-out is an information retrieval technique where AI search systems expand a single user query into multiple, distinct sub-queries. Instead of treating a search as one isolated request, the AI decomposes it into several related angles, executes all of them in parallel, and combines the retrieved information into a comprehensive response.
Consider a user searching for "best CRM software for small businesses." A traditional search engine returns a ranked list of pages matching that phrase. An AI system using query fan-out generates sub-queries such as "best free CRM tools," "CRM with email automation," "HubSpot vs Zoho for small teams," and "CRM pricing comparison 2026." Each sub-query surfaces different sources, and the AI synthesizes the most relevant passages into one answer.
Google officially described this mechanism at Google I/O 2025, explaining that AI Mode uses a custom version of Gemini to break questions into subtopics and issue multiple queries simultaneously on the user's behalf. The technique is also documented in Google's Thematic Search patent, filed in December 2024, which refers to fan-out queries as "themes."
The mechanics of query fan-out follow a structured sequence that happens entirely on the backend, invisible to the user.
Step 1: Query analysis. The AI model receives the user's input and evaluates whether it requires decomposition. Simple factual queries ("What time is it in Tokyo?") may not trigger fan-out. Complex, multi-faceted questions almost always do.
Step 2: Sub-query generation. The LLM generates multiple sub-queries designed to cover different facets of the original question. Google's patent identifies eight distinct query types the system can produce, ranging from comparative queries to implicit follow-up questions.
Step 3: Parallel retrieval. All sub-queries execute simultaneously across multiple data sources. For Google AI Mode, this happens across Google's own infrastructure, Knowledge Graph, and Shopping Graph. For ChatGPT, retrieval runs through Bing. Parallel execution is critical because running 15 queries simultaneously takes roughly the same time as running one.
Step 4: Passage extraction and ranking. Rather than evaluating entire web pages, AI systems identify and extract specific passages that best answer each sub-query. This is called passage-based retrieval, and it means a single paragraph buried deep in your content can be surfaced and cited.
Step 5: Synthesis and response generation. The AI combines the most relevant passages into a coherent, structured response with inline citations linking back to source material.
Query fan-out is not exclusive to Google. It has become the standard retrieval architecture across all major AI search platforms, though each implements it differently.
Google AI Mode uses a custom Gemini model specifically designed for query decomposition. Standard queries generate 8 to 12 sub-queries, while Deep Search scenarios can issue hundreds. Google made this public at I/O 2025 and has since upgraded the system with Gemini 3, which performs even more searches and understands intent more precisely.
ChatGPT executes fan-out through Bing's search infrastructure. When browsing is enabled, the model generates multiple search queries visible in the interface. Users can observe this directly using browser extensions that reveal the sub-queries ChatGPT fires behind the scenes.
Perplexity transparently displays its fan-out process, showing users the sub-queries it generates and the sources it consults. This makes it particularly useful for understanding how AI search decomposes intent.
Google AI Overviews also leverage fan-out, though in a more limited capacity than full AI Mode. The system generates thematic groupings and pulls passage-level information from multiple sources to construct the overview panel.
Query fan-out fundamentally breaks the traditional SEO model. The shift can be summarized in one comparison:
Old model: One query leads to one SERP. Pages ranked 1 through 10 receive traffic.
New model: One query generates 10 to 20 sub-queries. Hundreds of pages are retrieved. The AI selects the best passages and cites 3 to 8 sources.
This has several concrete implications for content strategy.
First, topical authority now outweighs single-keyword rankings. Research published by Surfer SEO analyzed over 173,000 URLs and found that pages ranking for multiple fan-out queries are 161% more likely to be cited in Google's AI Overviews. Coverage across a topic cluster matters more than position one for a head term.
Second, passage-level optimization becomes essential. AI systems do not evaluate entire pages. They extract specific passages that directly answer sub-queries. This means every section of your content needs to deliver standalone value, with clear definitions, specific data points, and structured formatting that makes extraction easy.
Third, fan-out queries are inherently unstable. Only about 27% of fan-out queries remain consistent across repeated searches for the same prompt. Chasing individual sub-queries is not a scalable strategy. Building comprehensive topical coverage is.
Adapting to query fan-out requires a shift from keyword-centric to topic-centric content strategy. Here are the core principles.
Build topical clusters, not isolated pages. Organize your content around broad themes, with each page covering a specific subtopic. Internal linking between cluster pages signals comprehensive coverage to both Google and AI systems. Sites with 80%+ topical coverage retain 85.4% of their AI visibility despite fan-out query instability, according to research from WordLift.
Structure content for passage retrieval. Use clear headings, concise definitions at the start of sections, and self-contained paragraphs that answer specific questions. AI systems extract passages, not pages. Each section should be independently valuable.
Answer adjacent questions proactively. If you are writing about "best CRM for small businesses," also address pricing comparisons, feature breakdowns, integration capabilities, and migration considerations within the same piece or across linked pages. These are the sub-queries AI will generate.
Use structured data markup. Schema types like FAQPage, HowTo, and Article help AI systems understand your content's structure and extract relevant passages more efficiently. This increases the probability of citation across fan-out sub-queries.
Monitor your AI visibility, not just Google rankings. Traditional rank tracking only tells part of the story. You need to track how often AI systems cite your content, in what position, and for which prompts. Sorank's Keyword Query Fan-Out tool is built specifically for this purpose, analyzing the exact keywords AI models use when generating answers in your market and revealing opportunities that traditional SEO tools cannot detect.
Understanding the distinctions between traditional search and fan-out-driven AI search helps clarify why existing strategies need updating.
In traditional search, one query produces one set of ranked results. The search engine evaluates full web pages, matches them against keywords, and ranks them by relevance and authority signals like backlinks. Users click through to websites to find information.
In AI search with fan-out, one query produces 10 to 20 synthetic sub-queries that execute in parallel. The system retrieves passages, not pages, from potentially hundreds of sources. An LLM then synthesizes these passages into a single response, citing 3 to 8 sources directly. The user may never visit any of the cited websites.
This shift has a critical business implication. As Digiday reports, AI Mode is designed in a way that makes external clicks difficult to obtain. All the sub-searches happen without user awareness, and the synthesized answer often satisfies the query entirely. For marketers, this means brand visibility within AI responses, through citations and mentions, becomes as strategically important as organic click-through traffic.
Topical authority has always mattered for SEO. With query fan-out, it becomes the primary driver of AI visibility.
When an AI system fans out a query, it searches for information across multiple subtopics simultaneously. If your site covers the entire semantic scope of a subject, through pillar pages, supporting articles, and comprehensive resource guides, you become a candidate for citation on multiple sub-queries from a single user prompt.
This is why topical cluster generators have become essential tools. They map the semantic landscape of your niche, identify content gaps, and provide a structured publishing roadmap that builds authority systematically rather than randomly.
The data supports this approach. Pages that rank for multiple fan-out queries dramatically increase their citation probability across AI platforms. And because fan-out queries are stochastic, meaning they vary across users and sessions, broad topical coverage provides resilience that single-keyword optimization cannot match.
Traditional SEO metrics remain important, but they no longer tell the complete story. Query fan-out optimization requires additional measurement approaches.
AI citation volume. Track how frequently AI systems cite your content across platforms, including ChatGPT, Perplexity, Google AI Overviews, and Gemini. This is the most direct indicator of fan-out visibility.
Citation position. Monitor whether you are cited first, second, or lower in AI responses. First mentions carry disproportionate weight in user attention and trust.
Share of AI voice. Compare your AI visibility against competitors for key topics. Understanding who dominates AI responses in your market reveals both threats and opportunities. Sorank's GEO Leaderboard provides exactly this competitive intelligence, ranking brands by how often AI models mention them for specific prompts.
Topic-level rankings. Track rankings not for individual keywords, but for topic clusters and related fan-out queries. A page can rank poorly for a head term but still be heavily cited because it covers subtopics comprehensively.
Brand mention sentiment. Analyze how AI systems portray your brand. Neutral citations, positive recommendations, or inclusion in negative contexts all shape consumer perception through AI-generated answers.
Query fan-out is not a temporary trend. It is the foundational architecture of how AI search systems retrieve and synthesize information. Every major platform, from Google AI Mode to ChatGPT and Perplexity, uses this technique to deliver comprehensive answers from a single user prompt.
For SEO professionals, the strategic response is clear: stop optimizing for isolated keywords and start building comprehensive topical authority. Structure content for passage-level extraction. Monitor your AI visibility alongside traditional rankings. And use tools specifically designed for this new paradigm.
Sorank's Keyword Query Fan-Out feature analyzes the exact semantic patterns AI models rely on in your market, revealing the sub-queries and keywords that drive citations. If you want to understand how AI search sees your niche and where the gaps are, start your free trial and see the data for yourself.
AI Overviews are the output, the summarized answer a user sees at the top of Google results. Query fan-out is the process that powers them. When Google generates an AI Overview, it uses fan-out to break the query into sub-queries, retrieve relevant passages from multiple sources, and synthesize them into the overview panel. AI Mode uses fan-out more aggressively, generating more sub-queries and providing longer, more detailed responses.
Yes, partially. Tools like Perplexity transparently display the sub-queries they generate. For ChatGPT, browser extensions such as Keyword Surfer can reveal the search queries fired behind the scenes. Sorank's Keyword Query Fan-Out tool takes a different approach by analyzing the keywords AI models repeatedly use when generating answers in your niche, giving you a map of the semantic patterns that drive citations.
No. Query fan-out optimization enhances traditional SEO rather than replacing it. The majority of AI citations still come from pages that rank well in traditional search results. Strong technical SEO, quality backlinks, and well-structured content remain foundational. What changes is the strategic layer on top: instead of targeting individual keywords, you build comprehensive topic coverage that positions your content to be cited across multiple fan-out sub-queries simultaneously.
Users who find you through ChatGPT already trust the recommendation. But AI visibility compounds like SEO did 10 years ago: the earlier you start, the harder you are to catch.
One AI-optimized article today means citations across hundreds of fan-out queries tomorrow. Topical authority compounds. The gap between you and late movers widens every month.
When ChatGPT recommends your brand, the user does not compare 10 alternatives. They click, they buy. AI referral traffic converts 2 to 3x higher because the recommendation did the selling for you.
Most of your competitors have zero AI-optimized content. Sorank clients see their first AI citations within 3 weeks. In 6 months, that head start becomes a moat no one can cross.
Founder of Sorank
Stop guessing. Monitor your AI rankings, backlink impact, and competitor moves while mapping every user's journey and drop-off point on autopilot.
Identify exactly where you rank best and on which specific prompts to dominate AI search.
Monitor every backlink to see which ones drive the most authority and growth.
Receive alerts on your competitors' new content to exploit and stay ahead of the niche.
Track and scale the specific keywords that generate your actual revenue and growth.
Follow every visitor’s path from the first click until they reach the final sale.
See exactly where users stop on your site and fix your conversion leaks instantly.
We are an Ads agency and we wanted to get our SEO back on track once and for all. Sorank gave us a clear view of our site, helped us prioritize optimizations, and properly structure our content. The tool is easy to use, well designed for a team, and very practical for centralizing tracking without having to juggle multiple platforms. A very solid foundation to start fresh with our SEO.
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20 AI Blog Articles - Optimized with internal links and ultra realist AI images.
Social Media AI Content - Ready-to-post content for LinkedIn, Reddit, Substack & X.
750 AI Prompts Tracked - Monitor visibility on ChatGPT, Perplexity, Claude, Gemini & Grok.
AI Citation Monitoring - Real-time tracking of your brand mentions.
5 GEO & SEO Audits - Complete technical health and AI visibility reports.
1,000+ User Link Exchange - Automated backlink acquisition between users
Major Media PR Marketplace - Get featured in top press outlets.
1,000 Keyword Analytics - Discover AI "Fan-out" keywords in your niche.
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Semrush and Ahrefs give you raw data: keywords, backlinks, reports. But you still have to do everything manually. Analyze, create content, publish, find backlinks... it's all on you.
Sorank does the work for you. We generate optimized articles, publish them on your site, acquire backlinks automatically, and fix technical errors. Plus, we optimize for AI engines (ChatGPT, Perplexity, Claude, Gemini, Grok), where Semrush and Ahrefs have zero data.With other tools: you pay to analyze.
With Sorank: you pay to get the job done. €99/month instead of €200-500+ stacking multiple subscriptions.
First AI citations: 3 weeks. Once your articles are published, ChatGPT, Perplexity and Claude start citing your brand.
Google traffic: 2-3 months. SEO takes longer, but once Google indexes your optimized content and detects your backlinks, your rankings climb.
Exponential growth: 6 months. The compounding effect of SEO + GEO becomes truly powerful. More articles = more backlinks = more AI citations = more authority = everything accelerates.
Our clients average +50k organic visitors and +3K AI visitors. And it all happens while you focus on your business.
Yes, and it converts 3x better than Google.
On Google, users compare 10 results, hesitate, leave without buying. On ChatGPT, the AI directly recommends your brand. Users arrive with pre-established trust.
Result: conversion rate 2 to 3 times higher.Plus, AI users are early adopters, often decision-makers and entrepreneurs. The profile that buys and pays.And since 80% of your competitors have zero GEO-optimized content, you create an advantage impossible to catch up with.
Almost nothing. Autopilot mode.
Connect your site (WordPress, Shopify, Webflow) - 5 minutes
Launch the audit - Sorank scans and detects SEO/GEO errors
Approve topics (optional) - or let it run automatically
Let Sorank work - articles generated, published, backlinks acquired, errors fixed
Monthly report with your AI citations, Google rankings, and traffic growth. You can intervene if you want. But you don't have to.You scale your visibility without hiring an SEO team, without spending hours on tools, without becoming an expert.
OpenClaw = developer tool. Sorank = turnkey solution.
OpenClaw is powerful but:
You have to install it yourself (several hours)
You have to code your own SEO "skills"
You manage APIs, bugs, costs (some people got $200 bills overnight)
Great if you love tinkering. Nightmare if you just want results. Sorank does SEO without you having to think about it. The difference between a workshop and a self-driving car.
Yes. 5-day free trial, credit card required. Not convinced after 5 days? Cancel. No notice period, no hidden fees, no aggressive follow-up. Most of our users stay because they see exactly what Sorank does while they sleep.
No. Zero risk.
Everything strictly respects Google guidelines:
EEAT content - Articles with reliable sources, internal links, custom images, natural tone. No spam, no keyword stuffing. 85-90% human score on AI detectors.
Natural backlinks - Exchange between users on contextual articles, varied anchors, relevant domains. Classic link building like agencies have done for 15 years.
Technical fixes - Speed, mobile, schema, indexing following Google recommendations. Never cloaking, deceptive redirects, or shady PBNs.
AI visibility - Being cited by ChatGPT isn't manipulation. It's providing quality content, well-structured, with sources.
Exactly what Google wants too.
No, Sorank is €99/month per website. Each site needs its own subscription because the entire automation system (audits, article generation, backlinks, AI tracking, social content) runs specifically for that domain.
If you manage multiple sites, you need separate subscriptions at €99/month each with all features included. Most users find the ROI on one site pays for multiple subscriptions within 3-6 months once the compounding effect kicks in.