Integrating Artificial Intelligence into Psychological Counseling: A Narrative Review and Governance Framework.

The growing global demand for mental health services has created substantial gaps in access and service delivery due to limited workforce and resources. In this context, artificial intelligence (AI) is emerging as a supportive technology in psychological counseling with the potential to enhance acce...

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Published in:Inquiry (00469580) Vol. 63; pp. 1 - 17
Main Authors: Erdemir, Nuri, Sumbas, Ezgi
Format: Article
Published: Sage Publications Inc. 3/31/2026
Subjects:
Online Access:View this record in EBSCOhost
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        atl: Integrating Artificial Intelligence into Psychological Counseling: A Narrative Review and Governance Framework.
      aug:
        au:
          Erdemir, Nuri
          Sumbas, Ezgi
        affil: İnönü University, Malatya, Turkey
      su:
        Health services accessibility
        Documentation
        Risk assessment
        Empathy
        Medical protocols
        Mental health services
        Professional practice
        Medical technology
        Professional ethics
        Artificial intelligence
        Health policy
        Medical care
        Clinical decision support systems
        Clinical governance
        Privacy
        Data security failures
        Responsibility
        Digital health
        Natural language processing
        Diagnostic errors
        Conceptual structures
        Informed consent (Medical law)
        Counseling
        Quality assurance
        Individualized medicine
        Therapeutic alliance
        Integrated health care delivery
        Labor supply
        Chatbots
        Algorithms
        Medical ethics
      sug:
        subj:
          Health services accessibility
          Documentation
          Risk assessment
          Empathy
          Medical protocols
          Mental health services
          Professional practice
          Medical technology
          Professional ethics
          Artificial intelligence
          Health policy
          Medical care
          Clinical decision support systems
          Clinical governance
          Privacy
          Data security failures
          Responsibility
          Digital health
          Natural language processing
          Diagnostic errors
          Conceptual structures
          Informed consent (Medical law)
          Counseling
          Quality assurance
          Individualized medicine
          Therapeutic alliance
          Integrated health care delivery
          Labor supply
          Chatbots
          Algorithms
          Medical ethics
      keyword:
        artificial intelligence
        clinical decision support systems
        ethics
        mental health services
        psychotherapy
      ab: The growing global demand for mental health services has created substantial gaps in access and service delivery due to limited workforce and resources. In this context, artificial intelligence (AI) is emerging as a supportive technology in psychological counseling with the potential to enhance access and capacity. This narrative review critically examines the peer-reviewed literature on AI applications in psychological counseling and proposes an approach for responsible integration. A narrative review was conducted synthesizing recent peer-reviewed studies on AI-based tools relevant to psychological counseling (eg, chatbots, large language models, predictive analytics, and decision support systems). Evidence was thematically analyzed across opportunities, risks/limitations, and ethical–professional responsibilities, and used to inform a multi-layer governance framework for responsible use. The literature indicates that AI may improve accessibility, enable more personalized interventions, and support counselors in areas such as clinical decision-making, monitoring, and documentation. Key risks and limitations include limited empathic capacity, algorithmic bias, misleading outputs and potential misdiagnosis, data privacy and security breaches, and digital inequalities that may widen disparities. Ethical considerations emphasize strengthening informed consent, preserving the therapeutic alliance, maintaining transparency about AI use, and ensuring continuous human oversight. The proposed governance framework delineates roles, accountability, and safeguards at the clinical practice, organizational/health-system, and regulatory levels. AI should be positioned as a tool that complements—rather than replaces—human counselors in psychological counseling. Developing ethical guidelines, strengthening regulatory and institutional safeguards, and integrating AI literacy into counselor training are essential to ensure responsible, safe, and equitable implementation.
      pubtype: Academic Journal
      doctype: Article
      src: R
    language: English
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