By Amit Acco, Partner |

In the realm of legal services, the integration of artificial intelligence (AI) has revolutionized the efficiency and effectiveness of various processes. Among these advancements, the utilization of Private GPT (Generative Pre-trained Transformer) stands out as a secure and tailored solution for organizations like Kan-Tor & Acco (KTA) operating within sensitive domains such as immigration law. This essay explores the implementation of Private GPT by KTA, emphasizing its security features, multifunctionality, and efficiency in enhancing legal services for immigration.

Introduction to Public and Private GPT and Kan-Tor & Acco Use

Chat GPT LLM (Language Model) is an advanced AI model specifically designed to assist in legal tasks and services. Trained on vast amounts of public legal data, it has been primed to understand and generate legal language, making it a valuable tool for legal professionals. In its public iteration, Chat GPT LLM was trained on publicly available legal texts, including case law, statutes, regulations, and legal opinions, allowing it to comprehend and generate legal documents, analyze legal issues, and provide relevant insights.

In its private iteration, Chat GPT LLM is tailored to the specific needs of Kan-Tor & Acco (KTA), a legal firm seeking efficiency, multifunctionality, security, and creativity in their legal services. By training the model on KTA's proprietary data sources such as KTA’s Office 365 case law folders, legal opinion folders, client questions from the chatbot, and information from, Chat GPT LLM becomes a bespoke tool for KTA's lawyers.

During the training process of the Chat GPT (Generative Pre-trained Transformer), stringent measures are implemented to safeguard Personally Identifiable Information (PII) and corporate data. This involves meticulous removal of any sensitive information from the datasets utilized for training purposes. By meticulously filtering out PII and corporate data, the training data remains devoid of any content that could potentially compromise client confidentiality. This proactive approach ensures that the Chat GPT remains compliant with privacy regulations and upholds the highest standards of confidentiality and data protection. Consequently, clients can be assured that their sensitive information remains safeguarded throughout the development and utilization of the Chat GPT, mitigating any risks associated with unauthorized access or disclosure.

This private training ensures that the AI understands the nuances of KTA's legal practice, enabling it to offer tailored advice, draft documents, and provide insights that align closely with KTA's standards and practices.

The use of a private GPT model within KTA's infrastructure enhances efficiency by streamlining legal research, drafting processes, and client interactions. Its multifunctionality allows it to perform a wide range of tasks, from analyzing case law to answering client queries and generating legal documents. Moreover, the model's integration with KTA's AI chatbot ensures that lawyers can access its capabilities seamlessly, while stringent security measures ensure that sensitive client data and proprietary legal information remain confidential and protected. Ultimately, Chat GPT LLM empowers KTA's lawyers with a powerful tool that combines the benefits of AI-driven automation with the expertise and creativity of legal professionals, enhancing the overall quality and effectiveness of the firm's legal services.

Understanding Private GPT

Private GPT represents a bespoke AI model developed and customized for exclusive use within a specific organization, leveraging its proprietary knowledge and information. Unlike Public GPT, which operates on a broader scale and may raise concerns regarding data privacy and security, Private GPT ensures a controlled environment where sensitive client data remains safeguarded. KTA adopts Private GPT to bolster its services while prioritizing the confidentiality and security of client information.

Distinguishing Private GPT from Public GPT

One of the paramount differences between Private GPT and its public counterpart lies in the security measures embedded within the former. While Public GPT operates on cloud-based platforms, potentially exposing data to external vulnerabilities, Private GPT operates locally, within the confines of the organization's infrastructure. This localized execution ensures enhanced data security, mitigating risks associated with unauthorized access or breaches.

Microsoft Azure hosts the private GPT used by Kan-Tor & Acco. Azure provides a secure and scalable cloud infrastructure that can accommodate various types of workloads, including AI models like GPT. By leveraging Azure's computing resources, Kan-Tor & Acco can deploy their private GPT model while benefiting from Azure's security features, compliance certifications, and advanced capabilities for managing and securing their AI infrastructure.

Philosophy of Efficiency, Multifunctionality, Security, and Creativity

At KTA, our philosophy revolves around delivering legal services characterized by efficiency, multifunctionality, security, and creativity. Private GPT aligns seamlessly with these principles, serving as a versatile tool that streamlines various aspects of immigration law. Here are examples of how a private GPT hosted on Azure can assist Kan-Tor & Acco in delivering legal services characterized by efficiency, multifunctionality, security, and creativity:

  • Document Analysis and Summarization: KTA utilizes Private GPT to analyze immigration-related documents, extract critical details, and summarize complex legal texts, streamlining the review process and enhancing accuracy.
  • Legal Research and Analysis: Private GPT assists KTA's legal team by exploring legal precedents, regulations, and case law, ensuring access to accurate and up-to-date information to support informed decision-making.
  • Chatbot Guidance for Clients: KTA developed an AI chatbot powered by Private GPT to guide clients through visa processes, eligibility criteria, and required documentation, enhancing accessibility and client engagement.


In conclusion, the integration of Private GPT by Kan-Tor & Acco represents a significant advancement in the provision of legal services, particularly in the domain of immigration law. In embracing the power of Private GPT, Kan-Tor & Acco reaffirms its position as a leader in innovative and client-centric legal services, setting a precedent for the future of the legal profession.