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<article article-type="Research Article">
  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher">journal-of-information-and-optimization-sciences</journal-id>
      <journal-title-group>
        <journal-title>Journal of Information and Optimization Sciences</journal-title>
      </journal-title-group>
      <issn publication-format="electronic">2169-0103</issn>
      <issn publication-format="print">0252-2667</issn>
      <publisher>
        <publisher-name>Taru Publications</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.47974/JIOS-2443</article-id>
      <title-group>
        <article-title>AI-driven digital transformation in MSMEs : Modeling adoption, readiness, and implementation challenges</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes">
          <name>
            <surname>Modi</surname>
            <given-names>Ronak R.</given-names>
          </name>
          <aff>Department of Business Management, Faculty of Management Studies, Smt. S. B. Patel Institute of Business Management, Sankalchand Patel University, Visnagar, Gujarat, 384315, India</aff>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Modi</surname>
            <given-names>Parth M.</given-names>
          </name>
          <aff>Department of Commerce &amp; Management, Sevantilal Kantilal School of Business Management (SKSBM), Hemchandracharya North Gujarat University, Patan, Gujarat, 384265, India</aff>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Patel</surname>
            <given-names>Rajesh</given-names>
          </name>
          <aff>Department of Business Management, Faculty of Management Studies, Sankalchand Patel College of Engineering, Sankalchand Patel University, Visnagar, Gujarat, 384315, India</aff>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Patel</surname>
            <given-names>Chirag Rasikbhai</given-names>
          </name>
          <aff>Department of Business Management, Faculty of Management Studies, Sankalchand Patel College of Engineering, Sankalchand Patel University, Visnagar, Gujarat, 384315, India</aff>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Thakor</surname>
            <given-names>Miteshkumar Babuji</given-names>
          </name>
          <aff>Department of Business Management, Faculty of Management Studies, Smt. S. B. Patel Institute of Business Management, Sankalchand Patel University, Visnagar, Gujarat, 384315, India</aff>
        </contrib>
      </contrib-group>
      <volume>47</volume>
      <issue>9-B</issue>
      <fpage>3463</fpage>
      <lpage>3472</lpage>
      <pub-date date-type="pub">
        <day>30</day>
        <month>09</month>
        <year>2026</year>
      </pub-date>
      <abstract>
        <p>Artificial Intelligence (AI) can improve MSME efficiency, productivity, and decision-making. However, AI adoption among Indian MSMEs remains limited due to low awareness and implementation challenges. This study examines AI adoption in Gujarat’s MSMEs, focusing on AI awareness, perceived benefits, and adoption challenges. Using a quantitative approach, data were collected from MSME owners and managers through structured questionnaires and analysed using descriptive statistics and Structural Equation Modeling (SEM). The study provides empirical insights into AI adoption factors and offers implications for policymakers, business leaders, and technology providers to support effective AI integration and overcome adoption barriers.</p>
      </abstract>
      <kwd-group>
        <kwd>Artificial intelligence</kwd>
        <kwd>MSMEs</kwd>
        <kwd>Awareness</kwd>
        <kwd>Perceived benefits</kwd>
        <kwd>Adoption challenges</kwd>
      </kwd-group>
      <custom-meta-group>
        <custom-meta>
          <meta-name>access</meta-name>
          <meta-value>open</meta-value>
        </custom-meta>
        <custom-meta>
          <meta-name>retracted</meta-name>
          <meta-value>no</meta-value>
        </custom-meta>
      </custom-meta-group>
    </article-meta>
  </front>
</article>
