Implementing ChatGPT Work in a large organization requires not only selecting the right tool but also skillfully managing access, security, and costs. The OpenAI video from May 2024 demonstrates how IT administrators can leverage the platform's advanced features to integrate it with existing systems and ensure regulatory compliance.
In May 2024, OpenAI published a tutorial video on its YouTube channel titled "How IT admins can manage ChatGPT at scale," which became a valuable knowledge resource for IT administrators planning to deploy ChatGPT Work (formerly ChatGPT Enterprise) in corporate environments. Although more than two years have passed since its release, the features discussed remain relevant, and the product has evolved to become a standard in many large enterprises. In this article, we will examine the key aspects of managing ChatGPT Work at scale, based on insights from the video and updates introduced through 2026.
Why is ChatGPT Work more than just a standard AI tool?
ChatGPT Work is not just an advanced language model, but a comprehensive platform designed with security, scalability, and integration with existing enterprise systems in mind. Unlike the consumer version, it offers:
- Full data control – GDPR, HIPAA, and SOC 2 compliance, end-to-end encryption, and no use of company data for model training.
- Advanced administrative tools – user, role, and permission management, as well as activity monitoring.
- SSO and SCIM integrations – the ability to connect with Microsoft Entra ID, Okta, or Google Workspace, which facilitates deployment in companies using these solutions.
- Model customization – fine-tuning on your own data and setting custom instructions to ensure ChatGPT responses align with internal company policies.
In the video, OpenAI emphasizes that ChatGPT Work eliminates the risk of data leaks, which is crucial for companies in the financial, medical, or legal sectors. Examples include automating customer support or generating reports – tasks that require access to sensitive information while needing to be performed without privacy concerns.
User and access management: key features for administrators
One of the most important aspects of deploying ChatGPT Work is effectively managing users and their permissions. The OpenAI video discusses several key features that facilitate this task in detail:
1. Single Sign-On (SSO) and SCIM
Integration with SSO systems (e.g., Microsoft Entra ID, Okta, Google Workspace) allows for unified user login, eliminating the need to manage separate passwords. Furthermore, the SCIM (System for Cross-domain Identity Management) protocol automates the addition, removal, and modification of users and groups, which is invaluable in large organizations with high employee turnover.
The video demonstrates how an administrator can configure these integrations in the admin panel, significantly simplifying the onboarding process for new employees.
2. Roles and permissions
ChatGPT Work offers three main roles that can be assigned to users:
- Administrator – full access to settings, user management, and security policy configuration.
- User – access to basic ChatGPT features, with the ability to use models and tools tailored to team needs.
- Guest – limited access, e.g., only to selected models or features, without the ability to generate code or access the internet.
Additionally, administrators can define custom access policies, blocking specific features (e.g., code generation, internet access) for selected user groups. This is particularly useful in companies where different departments have varying needs and trust levels.
3. Security policies and compliance
Data security is a priority in ChatGPT Work. The platform offers:
- End-to-end encryption – data is encrypted both in transit and at rest.
- Activity logging – a full history of user actions, allowing for audits and the identification of anomalous behavior.
- Content blocking – the ability to filter inappropriate or sensitive information, such as personal data or trade secrets.
- Regulatory compliance – the platform meets GDPR requirements (the ability to delete data upon request), HIPAA (for the medical sector), and SOC 2 Type II (security audit).
The video shows how an administrator can export activity logs for audit purposes, which is essential for companies subject to strict regulations.
Integrations and customization: how does ChatGPT Work work with other systems?
ChatGPT Work does not operate in isolation – its strength lies in its ability to integrate with existing tools and enterprise systems. Here are the most important features discussed in the video:
1. API and webhooks
Thanks to the API, administrators can programmatically connect ChatGPT Work with internal systems such as CRM, ERP, or project management tools. Examples include automatically generating sales reports based on data from a CRM system or analyzing legal documents in a contract management tool.
Webhooks allow for receiving notifications about specific events, such as adding a new user or exceeding a usage limit. This facilitates monitoring and responding to unusual situations in real-time.
2. Fine-tuning and custom instructions
One of the most advanced features of ChatGPT Work is the ability to customize models to specific company needs. Fine-tuning allows for training the model on your own data, such as company documents, HR procedures, or knowledge bases. This enables ChatGPT to generate responses consistent with the company's internal standards and tone of voice.
Custom instructions are default guidelines that can be set for the entire organization or individual teams. For example, the legal department may have different guidelines for content generation than the marketing department.
The video demonstrates how a company can train a model on its HR procedures so that ChatGPT generates responses compliant with company policies, for example, regarding recruitment or leave management.
Monitoring and cost optimization: how to control AI spending?
Deploying ChatGPT Work in a large organization involves costs, so monitoring usage and optimizing spending is key. The OpenAI video presents several tools that help administrators with this task:
1. Usage dashboard
The admin panel offers detailed statistics regarding:
- The number of active users,
- Frequency of use for specific features,
- Token consumption (a measure of model usage).
This allows administrators to identify which teams use ChatGPT most frequently and which features are the most useful.
2. Alerts and limits
The platform allows for setting alerts that notify the administrator of unusual activity, such as a sudden spike in token consumption or login attempts from unauthorized locations. Additionally, limits can be set for individual teams or departments, preventing budget overruns.
For example, the marketing department can have a set monthly usage limit, and the administrator will receive a notification when it is approached.
3. Model optimization
Not all tasks require the use of the most advanced model (e.g., GPT-4). ChatGPT Work allows for the selection of cheaper models (e.g., GPT-3.5) for less demanding tasks, which can significantly lower costs. Administrators can set a default model for specific teams or tasks, e.g., GPT-4 for the R&D department and GPT-3.5 for the customer support department.
ChatGPT Work in 2026: what has changed since the video's release?
Since the video's release in May 2024, ChatGPT Work has undergone several significant updates that have made its enterprise deployment even easier:
1. Rebranding and new features
In May 2024, OpenAI announced a rebranding from ChatGPT Enterprise to ChatGPT Work, aimed at emphasizing that the product is intended not only for large corporations but also for smaller companies and teams. New features were also introduced, such as:
- ChatGPT Work Teams – a simplified version for small and medium-sized businesses, offering basic administrative features without the need for individual price negotiations.
- Better Microsoft 365 integrations – the ability to connect ChatGPT Work with Microsoft Copilot, allowing for the use of AI directly in applications like Word, Excel, or Outlook.
2. Adoption in large companies
According to industry reports, in 2026, ChatGPT Work is already a standard in more than half of the Fortune 500 companies. Companies appreciate not only the advanced AI features but also the ability to tailor the tool to their needs and maintain strict data control.
3. Market competition
ChatGPT Work is not the only AI solution for businesses. Also available on the market are:
- Microsoft Copilot – integrated with the Microsoft 365 ecosystem, offering similar features but with a greater focus on collaboration with Office tools.
- Google Duet AI – Google's solution for companies using Google Workspace, offering integration with Gmail, Docs, and Sheets.
Compared to the competition, ChatGPT Work stands out with greater flexibility in model customization and more advanced administrative tools. However, the choice of the right solution depends on the specific needs of the company and existing systems.
Frequently asked questions by IT administrators about ChatGPT Work
Based on the OpenAI video and questions appearing in the industry, we have prepared answers to the most common concerns of IT administrators:
1. Is ChatGPT Work safe for company data?
Yes. OpenAI ensures that company data is not used to train models, and the platform meets GDPR, HIPAA, and SOC 2 requirements. Additionally, all data is encrypted end-to-end, which minimizes the risk of leaks.
2. What are the technical requirements for deployment?
Minimum requirements include:
- Support for SSO (e.g., Microsoft Entra ID, Okta, Google Workspace),
- Web browser (Chrome, Edge, Safari),
- Internet access (no VPN required for basic features, but integration with the corporate network is possible).
3. Can access to specific features be restricted?
Yes. Administrators can block internet access, disable code generation, or set request limits for individual users or teams.
4. What are the costs of ChatGPT Work?
OpenAI does not publicly publish a price list – prices are determined individually based on the number of users, support level, and required features. It is worth contacting the OpenAI sales department to get a quote tailored to your company's needs.
5. Does ChatGPT Work work offline?
No. The platform requires a constant internet connection, but data is stored in the OpenAI cloud and is accessible from anywhere.
Summary: is ChatGPT Work a good solution for your company?
ChatGPT Work is a powerful tool that can significantly improve team productivity – from automating customer support to generating reports and data analysis. However, its implementation requires careful planning, especially regarding user management, security, and cost optimization.
The 2024 OpenAI video remains a valuable source of knowledge for IT administrators, showing how to leverage the platform's advanced features. In 2026, ChatGPT Work is a mature product that has gained the trust of many large companies, but the choice of the right solution depends on the specific needs of the organization.
If your company is looking for an AI tool that offers not only advanced language models but also full data control and integration with existing systems, ChatGPT Work may be an excellent choice. However, it is worth conducting tests and consulting with the IT team before deployment to ensure the platform meets all requirements.
For those who want to learn more about the practical aspects of using AI in business, we also recommend our previous posts, such as ChatGPT and healthcare: How is OpenAI developing health intelligence? or An 18-year-old bug in OpenAI's infrastructure: How a minor Linux kernel vulnerability survived since 2008.
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