[{"data":1,"prerenderedAt":225},["ShallowReactive",2],{"page-miten-se-toimii-en":3},{"id":4,"title":5,"audience":6,"author":6,"body":7,"cover":6,"coverAlt":6,"data":15,"dateModified":6,"datePublished":6,"description":216,"extension":217,"locale":218,"meta":219,"metaTitle":6,"navigation":220,"path":221,"readingMinutes":6,"seo":222,"stem":223,"summary":6,"__hash__":224},"pages\u002Ffi\u002Fen\u002Fpages\u002Fmiten-se-toimii.md","How we work",null,{"type":8,"value":9,"toc":10},"minimark",[],{"title":11,"searchDepth":12,"depth":13,"links":14},"",2,3,[],{"eyebrow":16,"lead":17,"intro":18,"introLinkLabel":24,"layerTitle":25,"layerSub":26,"layerIntro":27,"layers":30,"layerNote":55,"methodTitle":56,"methodSub":57,"methodIntro":58,"route":61,"steps":67,"measurementTitle":106,"measurementIntro":107,"measurement":108,"measurementNote":124,"platformTitle":125,"platformIntro":126,"platformListTitle":129,"platform":130,"platformNote":135,"platformImage":136,"platformImageAlt":137,"expertiseTitle":138,"expertise":139,"expertisePull":144,"boundariesTitle":145,"boundariesIntro":146,"canTitle":147,"can":148,"cannotTitle":155,"cannot":156,"boundariesNote":163,"rndTitle":167,"rnd":168,"rndRoute":172,"rndLinkLabel":177,"startTitle":178,"startCards":179,"briefs":189,"startNote":196,"relatedTitle":197,"related":198,"notes":207},"HOW WE WORK","An AI answer is a symptom",[19,20,21,22,23],"AI may use an old company name, confuse a brand with a legal entity, miss a new product or describe the same business differently across languages.","That tells you what happened. It does not, by itself, tell you why.","QuorumLab starts by identifying what kind of task we are dealing with.","If the task is already clear, we can go directly to the relevant work: review a website and its data, work with Wikidata, assess notability under Wikipedia rules, investigate Reddit or measure current AI Visibility.","If the symptom is visible but the cause is not, we use the Navigational Method.","Services","The machine layer","What shapes the picture AI presents",[28,29],"AI does not see a company through its website alone. The picture can be shaped by websites, data, brands, products, people, independent sources, public discussions and the connections between them.","At QuorumLab, we call this environment the machine layer.",[31,35,39,43,47,51],{"label":32,"icon":33,"text":34},"Website & data","document","How clearly does the website explain who the company is, what it does, what it offers and how its main parts fit together?",{"label":36,"icon":37,"text":38},"Companies, brands, products & people","people","Are different companies, legal entities, brands, products or people being confused with one another?",{"label":40,"icon":41,"text":42},"Connections","network","Is it clear how the company, its brands, products, people, profiles and external records relate to each other?",{"label":44,"icon":45,"text":46},"Independent sources","shield","What is confirmed outside the company's own channels?",{"label":48,"icon":49,"text":50},"Public discussions","chat","What already exists around the company on Reddit and other open platforms, and does it matter to the task?",{"label":52,"icon":53,"text":54},"Languages & markets","globe","The same organisation can appear differently across languages and markets.","Not every layer matters in every project. Our job is to identify what is actually relevant to the problem rather than work on everything at once.","Navigational Method","When the symptom is visible but the cause is not",[59,60],"The Navigational Method is not the starting point for every project.","It is used when the result can already be seen, but the reason behind it has not yet been established.",[62,63,64,65,66],"MEASURE","MAP","CHANGE","MEASURE AGAIN","ADJUST THE COURSE",[68,75,83,91,99],{"label":69,"icon":70,"lead":71,"points":72},"Measure","chart","We establish what picture AI presents now.",[73,74],"A single answer is an observation, not a stable measurement. Depending on the task, measurement may involve several queries, systems, languages or conditions.","This creates a starting point against which later changes can be compared.",{"label":76,"icon":77,"lead":78,"points":79},"Map","search","We investigate what may be shaping that picture.",[80,81,82],"Where do old details still appear? Which sources contradict one another? Are the company, brand and product connected clearly? What evidence is missing?","At this stage, it is important to separate an established fact from a hypothesis about the cause.","We may be able to see the error clearly while still not knowing what is producing it.",{"label":84,"icon":85,"lead":86,"points":87},"Change","gear","We choose an intervention that is supported by the evidence.",[88,89,90],"This may involve the website, structured data, Wikidata, external sources, Reddit or another part of the machine layer.","If the task involves Wikipedia, we assess the notability of the company or person under Wikipedia rules and the strength of the independent sources available.","Sometimes the investigation shows that the tool that seemed obvious at the beginning is not needed at all.",{"label":92,"icon":93,"lead":94,"points":95},"Measure again","repeat","After the change, we measure again.",[96,97,98],"What changed? What stayed the same? Did the confusion disappear? Is the new product now represented more clearly?","Repeat measurement shows what happened after the intervention.","It does not, on its own, prove causation. But without it, there is no sound basis for assessing whether the intervention had an effect.",{"label":100,"icon":101,"lead":102,"points":103},"Adjust the course","compass","If the change produces a useful result, that informs the next decision.",[104,105],"If it does not, we return to the map, review the hypothesis and adjust the route.","That is the purpose of the method: less guesswork, less unnecessary work and less risk of fixing the wrong thing.","Measurement, not a single answer","QuorumLab distinguishes between:",[109,112,115,119,121],{"label":110,"icon":77,"text":111},"Observation","what happened in one particular answer.",{"label":113,"icon":70,"text":114},"Measurement","what a systematic check shows beyond a single answer.",{"label":116,"icon":117,"text":118},"Hypothesis","bulb","what may be causing the result.",{"label":84,"icon":85,"text":120},"what was altered.",{"label":122,"icon":93,"text":123},"Repeat measurement","what happened afterwards.","This protects against two common mistakes: treating one unusual answer as a stable problem, or assuming that a later change in the answer proves what caused it.","QuorumLab research platform",[127,128],"QuorumLab uses its own research platform to support repeatable measurement and comparison.","It is not a separate SaaS product for clients and it does not “fix ChatGPT”.","The platform helps our team:",[131,132,133,134],"record the state of the picture at a specific point in time;","compare results before and after changes;","track what changes and what does not;","preserve the history of a project.","It makes measurement more consistent and comparable. The platform does not make decisions on its own. The team does.","\u002Fmedia\u002Fplatform-ai-visibility.jpg","Illustrative platform view. The AI Visibility scan across thirteen engines.","The right expertise for the task",[140,141,142,143],"Different causes require different expertise.","One task may be about the website and data. Another may involve Wikidata. A third may require work around Wikipedia notability, Reddit, independent sources, or several languages and markets at the same time.","We bring in only the expertise needed for the next justified step.","Sometimes one specialist is enough. Sometimes several areas of expertise are needed together.","Exactly as much expertise as the task requires.","What we can change — and what we do not control","QuorumLab works with what can be examined and changed on a sound basis: websites and data, connections between companies, brands, products and people, Wikidata, independent sources, Reddit and other relevant parts of the public information environment.","We can work with",[149,150,151,152,153,154],"websites and data","connections between companies, brands, products and people","Wikidata","independent sources","Reddit","other relevant parts of the public information environment","QuorumLab does not promise",[157,158,159,160,161,162],"a specific wording in ChatGPT, Gemini, Claude or Perplexity","a guaranteed recommendation","the same answer across all AI systems","a guaranteed Wikipedia article","a Google Knowledge Panel","the removal of legitimate criticism",[164,165,166],"But we do not control external AI systems.","What we can define in advance is the scope of work, what the client will receive and how the result will be checked where it can be measured.","The goal is not to make AI say what a client wants to hear. The goal is to make the picture more accurate, clearer and better connected to verifiable facts.","When the work becomes R&D",[169,170,171],"Not every difficult project is R&D.","If the task is clear and the required work is already known, it can be handled as a normal service.","But where there is genuine uncertainty, a research question, a hypothesis that needs to be tested and an outcome that must be measured, the work may move into a separate R&D project.",[173,174,64,175,176],"QUESTION","HYPOTHESIS","REPEAT MEASUREMENT","CONCLUSION","Explore R&D","Where to start",[180,184],{"label":181,"text":182,"cta":24,"to":183},"Already know what you need?","Go directly to the relevant service.","palvelut",{"label":185,"text":186,"cta":187,"to":188},"Want to see what QuorumLab work looks like first?","Run a limited demo check using your own company or organisation. We review one or two relevant queries and send you two concise briefs.","Start a check","tarkistus",[190,193],{"label":191,"text":192},"COMMUNICATIONS BRIEF","What appears clear, weak, outdated or contradictory in the AI representation.",{"label":194,"text":195},"TECHNICAL BRIEF","Technical, structural and information signals that may need attention.","This is a demonstration format, not a full AI Visibility Baseline and not proof of what is causing the problem.","Read next",[199,203],{"route":200,"label":201,"text":202},"kasitteet","Glossary","The terms used across this site, explained in the order you meet them.",{"route":204,"label":205,"text":206},"usein-kysytyt","FAQ","What a measurement covers, what a report contains, and where the limits of the work are.",{"n0":208,"n1":209,"n2":210,"n3":211,"n4":212,"n5":213,"n6":214,"n8":215},"DIFFERENT ANSWERS \u002F SAME COMPANY","SAME FACTS \u002F DIFFERENT PICTURES","FROM SYMPTOMS \u002F TO DIRECTION \u002F LESS GUESSWORK \u002F A CLEARER TOMORROW","MEASURE \u002F LEARN \u002F ADJUST","MEASURE \u002F UNDERSTAND \u002F MAKE PROGRESS","DIFFERENT PERSPECTIVES \u002F A CLEARER ANSWER","SAME DATA \u002F A CLEARER TOMORROW","CLEARER ANSWERS \u002F START HERE","An AI answer tells you what happened. It does not, by itself, tell you why.","md","en",{},true,"\u002Ffi\u002Fen\u002Fpages\u002Fmiten-se-toimii",{"title":5,"description":216},"fi\u002Fen\u002Fpages\u002Fmiten-se-toimii","R-16xcxv6OZmS8iKUSic5MM6nZXGKa4RkqlbQyeU_ZY",1790284451919]