companyName

extensiveId

feedTypes

includeDividend

includeEstimates

includeOverview

includeOwnership

includeResearchContent

researchId

snapshotDate

CompanyName_Query

companySlug

CompanyMetaData

Company_query

company

query CompanyName_Query(
  $companyName: String!
  $extensiveId: ID
  $snapshotDate: String
  $researchId: ID
  $includeResearchContent: Boolean!
  $feedTypes: [ContentType!]!
  $includeEstimates: Boolean!
  $includeOverview: Boolean!
  $includeOwnership: Boolean!
  $includeDividend: Boolean!
) {
  ...CompanyMetaData_Ux1x9
  ...Company_query_1TiJKa
}

fragment AnalystData on Analyst {
  name
  pageUrl
  jobTitle
  imgUrl
}

fragment AuthorList on Content {
  __isContent: __typename
  id
  authors {
    __typename
    id
    name
    pageUrl
  }
}

fragment ChangePercentBlock_Company on Company {
  defaultInstrument {
    isin
    symbol
    priceData {
      diff1mPercentage
      diff1yPercentage
      diff3yPercentage
      diffFromStartPercentage
    }
    id
  }
}

fragment CompactFeed_3NXCcw on Query {
  compactFeed: feedContent(companySlug: $companyName, filter: {types: $feedTypes}) {
    edges {
      node {
        __typename
        id
        ...TeaserExtraCompact_content
        createdAt
        companies {
          viewerIsFollowing
          id
        }
      }
      cursor
    }
    pageInfo {
      endCursor
      hasNextPage
    }
  }
}

fragment CompanyAnalystQuery on Company {
  analysts {
    ...AnalystData
    name
    pageUrl
    jobTitle
    imgUrl
    id
  }
}

fragment CompanyCoverage_Company on Company {
  analysts {
    name
    id
  }
  isPayingCustomerOf
  isFormerCustomerOf
  isCorporateCustomer
  ...CompanyAnalystQuery
  defaultInstrument {
    ...TargetAndRecommendation_Company
    id
  }
}

fragment CompanyDescription_Company on Company {
  description
  websiteUrl
  name
}

fragment CompanyDisclaimer_query_Ux1x9 on Query {
  company(companySlug: $companyName) {
    name
    isPayingCustomerOf
    isFormerCustomerOf
    id
  }
}

fragment CompanyDividendER_query on Company {
  name
  defaultInstrument {
    estimateData {
      reportingCurrency
    }
    dividendTransactions: estimateTransactions(first: 1, includeQuarters: false) {
      actualized {
        year
        dividend
        dividendYield
        payoutPercentage
        sharePrice
      }
      estimates {
        year
        dividend
        dividendYield
        payoutPercentage
        sharePrice
      }
    }
    id
  }
}

fragment CompanyDividendNonER_query on Company {
  name
  defaultInstrument {
    nonERDividendSet: nonERCompanyNumberSet(includeQuarters: false) {
      year
      dividend
      dividendYield
      epsReported
      sharePrice
      currency
    }
    id
  }
}

fragment CompanyDividend_query_Ux1x9 on Query {
  company(companySlug: $companyName) {
    ...CompanyDividendER_query
    ...CompanyDividendNonER_query
    defaultInstrument {
      coreId
      id
    }
    id
  }
}

fragment CompanyFinancials_query_Ux1x9 on Query {
  company(companySlug: $companyName) {
    ...NonERCompanyNumbers_query
    ...CompanyNumbers_query
    defaultInstrument {
      coreId
      id
    }
    id
  }
}

fragment CompanyHeader_query_Ux1x9 on Query {
  company(companySlug: $companyName) {
    id
    companyInsref
    name
    viewerIsFollowing
    followersCount
    isCorporateCustomer
    hasPinpointData
    hasDividendHistory
    sector {
      sectorname
      industry
    }
    regions
    extensiveExists
    researchContentExists
    defaultInstrument {
      symbol
      priceData {
        tradeCurrency
        lastPrice
        diff1dPercentage
      }
      marketplace {
        name
      }
      estimates: estimateTransactions(first: 1, includeQuarters: false) {
        date
      }
      nonERCompanyNumberSet(first: 1, includeQuarters: false) {
        year
      }
      id
    }
    topOwners {
      holders {
        name
      }
    }
    transactions: insiderTransactions(filter: {types: [BUY, SELL, SUBSCRIPTION]}) {
      edges {
        node {
          date
          id
        }
      }
    }
  }
}

fragment CompanyInsiderTransactions on Company {
  name
  regions
  insiderTransactions(filter: {types: [BUY, EXERCISE_OF_SHARE_OPTION, PLEDGE, RECEPTION_OF_SHARE_PREMIUM, SELL, SUBSCRIPTION]}) {
    edges {
      node {
        insider
        position
        volume
        price
        date
        unit
        type
        relatedParty
        id
      }
    }
  }
}

fragment CompanyInvestorConsensus_query_Ux1x9 on Query {
  company(companySlug: $companyName) {
    name
    companyInsref
    id
  }
}

fragment CompanyMetaData_Ux1x9 on Query {
  company(companySlug: $companyName) {
    name
    description
    pageUrl
    defaultInstrument {
      estimateData {
        modelType
      }
      id
    }
    id
  }
}

fragment CompanyName_Slug on Company {
  slug
}

fragment CompanyNumbers_query on Company {
  name
  defaultInstrument {
    estimateData {
      modelType
      reportingCurrency
    }
    estimateTransactions(first: 1, includeQuarters: true) {
      comparisonIndexName
      actualized {
        year
        quarter
        revenue
        revenueGrowth
        ebitda
        ebitAdjusted
        ebitReported
        preTaxProfit
        netEarnings
        epsReported
        epsAdjusted
        dividend
        payoutPercentage
        roePercent
        roiPercent
        enterpriseValue
        bookValue
        marketCap
        gearingPercent
        equityRatio
        dividendYield
        totalCosts
        loanLosses
        balanceSheetTotal
        tangibleBook
        cet1
        rwa
        sharePrice
        sharesTotal
        nav
        navPerShare
        opexOfNav
        totalShareholderReturn
        comparisonIndexReturn
        netDebtTotalAsset
        quarterlySharePrice
      }
      estimates {
        year
        quarter
        revenue
        revenueGrowth
        ebitda
        ebitAdjusted
        ebitReported
        preTaxProfit
        netEarnings
        epsReported
        epsAdjusted
        dividend
        payoutPercentage
        roePercent
        roiPercent
        enterpriseValue
        bookValue
        marketCap
        gearingPercent
        equityRatio
        dividendYield
        totalCosts
        loanLosses
        balanceSheetTotal
        tangibleBook
        cet1
        rwa
        sharePrice
        sharesTotal
        nav
        navPerShare
        opexOfNav
        totalShareholderReturn
        comparisonIndexReturn
        netDebtTotalAsset
        quarterlySharePrice
      }
    }
    id
  }
}

fragment CompanyOverviewGraphs_query_Ux1x9 on Query {
  company(companySlug: $companyName) {
    defaultInstrument {
      estimateData {
        modelType
        reportingCurrency
      }
      companyTransactions: estimateTransactions(first: 1, includeQuarters: false) {
        actualized {
          year
          revenue
          ebitAdjusted
          epsAdjusted
          dividendYield
          navPerShare
          totalShareholderReturn
        }
        estimates {
          year
          revenue
          ebitAdjusted
          epsAdjusted
          dividendYield
          navPerShare
          totalShareholderReturn
        }
      }
      id
    }
    id
  }
}

fragment CompanyOwners on Company {
  regions
  topOwners {
    recordDate
    compareDate
    source
    holders {
      name
      capitalPercent
      votingPowerPercent
      totalShares
      positionChange
      totalSharesChange
      shareChange
      isNew
      isRemoved
    }
  }
}

fragment CompanyOwnership_query_Ux1x9 on Query {
  company(companySlug: $companyName) {
    name
    ...CompanyOwners
    ...CompanyInsiderTransactions
    id
  }
}

fragment CompanyPageBottom_query_2bVJwf on Query {
  ...GeneralFeed_data_3NXCcw
  ...CompactFeed_3NXCcw
  ...UpcomingEventsQuery_Ux1x9
  ...RiskRecommendMatrix_query_Ux1x9
  ...CompanyOverviewGraphs_query_Ux1x9
  ...NonERCompanyOverviewGraphs_query_Ux1x9
  company(companySlug: $companyName) {
    companyInsref
    ...ForumUpdates_Company
    defaultInstrument {
      coreId
      id
    }
    id
  }
  allFeed: feedContent(first: 1, companySlug: $companyName, filter: {hideUpcomingVideos: true}) {
    edges {
      node {
        __typename
        id
      }
    }
  }
  main: feedContent(first: 1, companySlug: $companyName, filter: {hideUpcomingVideos: true, types: [COMPANY_REPORT, EXTENSIVE_COMPANY_REPORT, ANALYST_COMMENT, VIDEO, ARTICLE]}) {
    edges {
      node {
        __typename
        id
      }
    }
  }
  webcasts: feedContent(first: 1, companySlug: $companyName, filter: {hideUpcomingVideos: true, types: [WEBCAST]}) {
    edges {
      node {
        __typename
        id
      }
    }
  }
  thirdPartyResearch: feedContent(first: 1, companySlug: $companyName, filter: {types: [THIRD_PARTY_COMPANY_REPORT]}) {
    edges {
      node {
        __typename
        id
      }
    }
  }
  releases: feedContent(first: 1, companySlug: $companyName, filter: {types: [STOCK_EXCHANGE_RELEASE, PRESS_RELEASE]}) {
    edges {
      node {
        __typename
        id
      }
    }
  }
}

fragment CompanyPageTop_query_Ux1x9 on Query {
  ...StockChart_ChartQuery_Ux1x9
  ...LatestReports_query_Ux1x9
  company(companySlug: $companyName) {
    isFund
    name
    ...CompanyCoverage_Company
    ...CompanyName_Slug
    ...CompanyDescription_Company
    ...FundNumbers_Company
    ...ChangePercentBlock_Company
    ...KeyEstimateFigures_Company
    ...InvestmentCompanyKeyFigures_Company
    defaultInstrument {
      id
      estimateData {
        modelType
      }
    }
    analysts {
      name
      id
    }
    id
  }
  extensiveReport: feedContent(first: 1, companySlug: $companyName, filter: {types: [EXTENSIVE_COMPANY_REPORT]}) {
    edges {
      node {
        __typename
        id
      }
    }
  }
  analysis: feedContent(first: 1, companySlug: $companyName, filter: {types: [COMPANY_REPORT, EXTENSIVE_COMPANY_REPORT], tagNames_nin: ["Mallisalkku", "Arvonluojat"]}) {
    edges {
      node {
        __typename
        id
      }
    }
  }
  analysisArvonluojat: feedContent(first: 1, companySlug: $companyName, filter: {types: [COMPANY_REPORT, EXTENSIVE_COMPANY_REPORT], tagNames_nin: ["Mallisalkku"]}) {
    edges {
      node {
        __typename
        id
      }
    }
  }
}

fragment CompanyTagList on Company {
  pageUrl
  name
  viewerIsFollowing
}

fragment Company_query_1TiJKa on Query {
  ...CompanyHeader_query_Ux1x9
  ...CompanyOwnership_query_Ux1x9 @include(if: $includeOwnership)
  ...CompanyFinancials_query_Ux1x9 @include(if: $includeEstimates)
  ...CompanyDividend_query_Ux1x9 @include(if: $includeDividend)
  ...CompanyInvestorConsensus_query_Ux1x9
  ...CompanyPageTop_query_Ux1x9 @include(if: $includeOverview)
  ...CompanyPageBottom_query_2bVJwf @include(if: $includeOverview)
  ...CompanyDisclaimer_query_Ux1x9
  ...Extensive_query_3u4Ry5
  ...ResearchContent_query_14bL89
}

fragment Extensive_query_3u4Ry5 on Query {
  company(companySlug: $companyName) {
    extensive(extensiveId: $extensiveId, snapshotDate: $snapshotDate) {
      publishedAt
      pageUrl
      pdfUrl
      content {
        id
        title
        lang
        slug
        htmlBody
        publishedAt
        createdAt
        changedAt
        isOutdated
      }
    }
    id
  }
}

fragment ForumUpdates_Company on Company {
  name
  forum {
    threadUrl
    highlightedPosts {
      url
      author
      authorImgUrl
      text
      postedAt
      likesCount
    }
  }
}

fragment FundNumbers_Company on Company {
  defaultInstrument {
    isin
    symbol
    priceData {
      lastPrice
      ath
    }
    id
  }
}

fragment GeneralFeed_data_3NXCcw on Query {
  generalFeed: feedContent(first: 20, companySlug: $companyName, filter: {types: $feedTypes}) {
    edges {
      node {
        __typename
        id
        companies {
          name
          id
        }
        ...Teaser_content
        ...TeaserCompact_content
      }
      cursor
    }
    pageInfo {
      endCursor
      hasNextPage
    }
  }
}

fragment InvestmentCompanyKeyFigures_Company on Company {
  marketData {
    marketCap
  }
  defaultInstrument {
    priceData {
      tradeCurrency
      dailyTurnover
    }
    estimateData {
      modelType
    }
    estimateTransactions(first: 1, includeQuarters: true) {
      actualized {
        year
        quarter
        sharesTotal
        marketCap
        nav
        navPerShare
        dividendYield
        quarterlySharePrice
      }
      estimates {
        year
        quarter
        dividendYield
      }
    }
    id
  }
}

fragment KeyEstimateFigures_Company on Company {
  marketData {
    marketCap
  }
  defaultInstrument {
    priceData {
      tradeCurrency
      dailyTurnover
      lastPrice
      marketCap
    }
    sector
    fundamentalData {
      ebit
      eps
      sales
      dividend
    }
    estimateData {
      modelType
      estimates {
        firstEstimateYear {
          year
          bookValue
          netSales
          dividendA
          epsAdjusted
          ebitAdjusted
          hybridLoan
          noOfShares
          netDebt
          mvMinorities
          mvAssociated
          roePercent
        }
      }
    }
    estimatesSharePrice: estimateTransactions(first: 1) {
      estimates {
        sharePrice
      }
    }
    id
  }
}

fragment LatestReports_query_Ux1x9 on Query {
  extensiveReport: feedContent(first: 1, companySlug: $companyName, filter: {types: [EXTENSIVE_COMPANY_REPORT]}) {
    edges {
      node {
        __typename
        createdAt
        pageUrl
        id
      }
    }
  }
  analysis: feedContent(first: 1, companySlug: $companyName, filter: {types: [COMPANY_REPORT, EXTENSIVE_COMPANY_REPORT], tagNames_nin: ["Mallisalkku", "Arvonluojat"]}) {
    edges {
      node {
        __typename
        createdAt
        pageUrl
        id
      }
    }
  }
  analysisArvonluojat: feedContent(first: 1, companySlug: $companyName, filter: {types: [COMPANY_REPORT, EXTENSIVE_COMPANY_REPORT], tagNames_nin: ["Mallisalkku"]}) {
    edges {
      node {
        __typename
        createdAt
        pageUrl
        id
      }
    }
  }
}

fragment NonERCompanyNumbers_query on Company {
  name
  defaultInstrument {
    nonERNumberSet: nonERCompanyNumberSet(includeQuarters: true) {
      year
      quarter
      revenue
      ebitda
      ebitReported
      epsReported
      dividend
      sharesTotal
      roe
      roi
      enterpriseValue
      marketCap
      gearingRatio
      equityRatio
      dividendYield
      sharePrice
      currency
      evSales
      evEbitda
      evEbit
      pb
      netIncome
      ptp
    }
    id
  }
}

fragment NonERCompanyOverviewGraphs_query_Ux1x9 on Query {
  company(companySlug: $companyName) {
    defaultInstrument {
      overviewGraphsData: nonERCompanyNumberSet(includeQuarters: false) {
        year
        revenue
        ebitReported
        epsReported
        dividend
        dividendYield
        currency
      }
      id
    }
    id
  }
}

fragment Reactions on Content {
  __isContent: __typename
  id
  reactionGroups {
    reactionType
    reactionsCount
    viewerReacted
  }
}

fragment ResearchContent_query_14bL89 on Query {
  company(companySlug: $companyName) {
    slug
    researchContentFeed @include(if: $includeResearchContent) {
      __typename
      id
      ...Teaser_content
    }
    researchContentIds @include(if: $includeResearchContent)
    researchContent(researchId: $researchId) @include(if: $includeResearchContent) {
      researchId
      researchTitle
      publishedAt
      pageUrl
      content {
        id
        title
        lang
        slug
        htmlBody
        publishedAt
        createdAt
        changedAt
        isOutdated
      }
    }
    id
  }
}

fragment RiskRecommendMatrix_query_Ux1x9 on Query {
  company(companySlug: $companyName) {
    defaultInstrument {
      riskData: estimateTransactions(first: 1) {
        businessRisk
        valuationRisk
      }
      id
    }
    id
  }
}

fragment StockChart_ChartQuery_Ux1x9 on Query {
  company(companySlug: $companyName) {
    isFund
    defaultInstrument {
      coreId
      id
      marketOpen
      marketClose
      marketplace {
        region
      }
      priceData {
        lastPrice
      }
      returns {
        day
        week
        month
        threeMonths
        sixMonths
        year
        threeYears
        fiveYears
        tenYears
        ytd
        total
      }
    }
    id
  }
}

fragment TargetAndRecommendation_Company on Instrument {
  estimateData {
    modelType
    researchCurrency
    estimates {
      date
      recommendation
      targetPrice
    }
  }
}

fragment TeaserCompact_content on Content {
  __isContent: __typename
  __typename
  id
  type
  title
  createdAt
  isPremium
  pageUrl
  lang
  companies {
    ...CompanyTagList
    id
  }
  ... on Video {
    liveTime
  }
  ... on Webcast {
    liveTime
  }
  ...AuthorList
}

fragment TeaserExtraCompact_content on Content {
  __isContent: __typename
  id
  title
  createdAt
  pageUrl
  lang
  companies {
    name
    pageUrl
    viewerIsFollowing
    id
  }
}

fragment Teaser_content on Content {
  __isContent: __typename
  __typename
  id
  type
  title
  createdAt
  pageUrl
  imgUrl
  isPremium
  lang
  companies {
    ...CompanyTagList
    id
  }
  publishers {
    imgUrl
  }
  authors {
    __typename
    id
  }
  ... on AnalystComment {
    preview
  }
  ... on Article {
    preview
  }
  ... on CompanyReport {
    preview
  }
  ... on ThirdPartyCompanyReport {
    preview
  }
  ... on QA {
    preview
  }
  ... on Video {
    preview
    liveTime
    videoDuration
  }
  ... on Webcast {
    preview
    liveTime
  }
  ...AuthorList
  ...Reactions
}

fragment UpcomingEventsQuery_Ux1x9 on Query {
  company(companySlug: $companyName) {
    defaultInstrument {
      calendarEvents(first: 10) {
        edges {
          node {
            date
            type
            period
            id
          }
        }
      }
      id
    }
    id
  }
}


name

description

pageUrl

defaultInstrument

companyInsref

viewerIsFollowing

followersCount

isCorporateCustomer

hasPinpointData

hasDividendHistory

sector

regions

extensiveExists

researchContentExists

topOwners

insiderTransactions

isPayingCustomerOf

isFormerCustomerOf

extensive

slug

feedContent

Qt Group

Qt Group Q1'26 preview: IAR kompenserer for organisk svaghed

Qt, Webcast, Q1'26

Publishing Qt Group’s Interim Statement on May 13, 2026

Qt sigter mod besparelser på 20 MEUR med et omfattende omstruktureringsprogram

Insider Information: Qt Group Launches Operational Reorganization to Improve Efficiency

The Decisions of Qt Group Plc's Annual General Meeting and the organizing meeting of the company’s Board of Directors

Qt's udnævnelse af finansdirektør skaber kontinuitet midt i integrationen

CHANGE IN QT GROUP’S MANAGEMENT TEAM: ANN ZETTERBERG APPOINTED AS PERMANENT CFO

Notice of Qt Group Plc’s Annual General Meeting

Qt Group Plc's Annual Report 2025 has been published

Qt Group Joins NVIDIA Halos for Automated Safety in Physical AI

Qt Group joins forces with Qualcomm to speed up development of Industrial AI devices for future factories

Qt Group Q4'25: Sentiment is glum and expectations are moderate

Qt, Webcast, Q4'25

Qt Group Plc: Financial Statements Bulletin for January 1 – December 31, 2025

Qt Group Q4'25 preview: Søger bekræftelse på indtjeningsvækstforventninger

Modular Finance IR Consensus: Qt Group – Consensus estimates Q4 2025

Publishing Qt Group’s Financial Statements Bulletin on February 26, 2026

Qt's CFO skiftes ud på et uheldigt tidspunkt

Change in Qt Group's Management Team: CFO Jouni Lintunen to pursue new opportunities outside the company

Komatsu chooses Qt Group to automate GUI testing for construction machines

Qt Group Introduces Support for NVIDIA CUDA Safety and Coding Guidelines

Qt Group Plc: Managers' Transactions - Turunen

Qt Group Plc: Managers' Transactions - Rehn

Qt, Q3'25

Head of Nordic ER Development, Analyst

Antti Luiro

NASDAQ Helsinki

QT Group operates in the IT sector. The group develops various development tools for the global market. The technology is based on QT technology and is used to develop multi-platform interfaces and associated applications. The services are used in, among other things, industrial robots, entertainment systems, and vehicle systems. Operations are conducted on a global level and customers are found in the automotive and aerospace industries.

On Qt Group’s shareholder list, recent purchases can be found from at least Danske Invest and Cologny Advisors LLP. The latter’s investment strategy is interesting: the company utilizes a fundamental analysis-based “stock picking” method, meaning it aims to identify individual undervalued stocks through in-depth research. Former management team member Tuukka Turunen also added 1,000 shares. It looks like the bottom for Qt Group is now behind us!

qt.io              Built with Qt - Wittenborg Coffee Machine    Qt Partner Witekio presents their company and their Wittenborg coffee machine demo.                             Here is a coffee machine example. It’s hardly worth it for the manufacturer to start building a user interface from scratch with AI themselves. It seems that with a license, you get hundreds of customer customizations, testing, and updates sorted out more cheaply.

Antti released the Q1 preview comments today and we also launched a prediction contest for the community, where the most accurate predictors can win a year of Premium!                    Inderes – 4 May 26              Qt Group Q1'26 -ennakko: IAR paikkaa orgaanista heikkoutta - Inderes    Odotamme liikevaihdon kasvaneen lähinnä IAR-ostolla 18 %, mutta EBITA-marginaalin painuvan 12 %:iin.                              You can participate in the contest on the Qt company page under the Investor Consensus section.

For example, Salesforce has already introduced the “Agentforce model,” where billing is based on completed tasks. Qt is in an exceptionally good position in this race because they already have the infrastructure for a distribution license model in place.                   Salesforce              AI Agent Use Cases    Explore how Agentforce can transform your business with real-world use cases using ai agents to improve efficiency and drive growth.

Qt doesn’t sell drones or any other hardware. Qt’s product is a programming tool, and customers pay for developer and distribution licenses when the tool is used to write code. The threat to Qt is therefore not the emergence of some competing AI system. The threat to Qt is that because of AI, fewer developers will be needed, so fewer developer licenses will be sold. I personally believe that in the short term, this is exactly what will happen. In the longer term, I believe that when customers can complete projects with fewer developers, instead of putting the saved cash under the mattress, they will invest it by starting more projects. More projects, more developers. This is how it has always been in the software industry; as productivity increases, the demand for labor has not decreased but grown.

Many people find it difficult to understand what Qt does and how AI will impact the company. Would this be a good explanation? Correct me if I’m off track. Let’s say I’m making menu screens for a TV. It has buttons.  If I were to code this manually, it would require a huge amount of work.  With Qt, I just drag the buttons I want into place and then code what those buttons actually do. Later, when the processor changes for the next TV model, I don’t have to recode everything from scratch for the hardware; instead, Qt handles that transition for me. Qt takes care of the visual side.  (Note! I’m simplifying. Qt is much more than this) Example:  I can draw the Finnish flag in Paint. Paint converts it into ones and zeros in the background.  I could also directly save ones and zeros in a format that forms the Finnish flag. It’s difficult, but possible. The impact of AI:  Nowadays, I don’t need to draw the flag in Paint. I just ask an AI to draw one for me. Similarly, I tell the AI to create a menu for me. I just describe what I want the menu to look like.  The risk is that I might not understand all the code, and bugs could appear in the final product.  (Note! Not yet, but certainly in the future) Manufacturers of critical devices are unlikely to want to take this risk. If I’m making a coffee machine—especially a cheap one—I probably won’t want to pay for Qt. Then there is another AI impact that comes to mind:  The cost of a coding project decreases. Therefore, Qt’s share of the total project cost increases → there is pressure to lower prices.

Good post, and I’ll also add that as efficiency improves, the number of use cases also increases, which may lead to a larger TAM.            en.wikipedia.org              Jevons paradox     In economics, the Jevons paradox, or Jevons effect, is said to occur when technological improvements that increase the efficiency of a resource's use lead to a rise, rather than a fall, in total consumption of that resource. Greater efficiency reduces the amount of the resource needed per application, lowering its effective cost; if demand is sufficiently price elastic, this induces demand such that the per-unit savings are more than offset. This results in efficiency gains in the use In 1865,...

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