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Financial Services

LLM Security for the Finance Industry

CalypsoAI is the #1 platform for securing prompts entered into large language models (LLMs), avoiding costly data breaches, and protecting your organization’s intellectual property (IP).


Financial data is some of the most sensitive data in the AI ecosystem and, as such, it faces threats from many sides. Personal consumer data, ranging from credit card numbers and identity numbers to account balances and spending habits, and corporate proprietary data, are under constant attack from identity theft rings, scammers, and other threat actors, and breaches can incur significant penalties for the organizations charged with protecting the data.

The Problem

Unfortunately, human error is the most common cause of data exposure when using LLMs. For example, an employee pastes some experimental source code into a prompt with a request to structure it more concisely, and then sends the prompt to a public LLM. Even though doing so is strictly against company policy, there is no systematic safeguard in place to block the prompt from leaving the company system.

The Challenge

How could merely including that information in a prompt to an LLM expose company data? The company’s highly confidential IP (intellectual property) included in the prompt by the sender has been shared with an unauthorized third party and now resides on that entity’s system. The security of the third party’s system is unknown, potentially exposing the information to additional risk of dissemination if that system is breached. The source code could also be included in the LLM’s knowledge base and, therefore, be accessible to all users, putting the organization’s competitive advantage at risk and potentially leading to financial loss, reduced customer trust, and diminished shareholder value.

The Solution

CalypsoAI’s customizable scanners screen for source code, legal content, and other confidential or proprietary IP. Prompts containing such content are blocked before they can leave your organization’s system and the user is alerted that their prompt must be revised prior to being sent. All details of the interaction, including the prompt content, sender, LLM, date, time, and individual scanner results are recorded, providing full auditability and attribution. Beyond protecting your IP, CalypsoAI Moderator safeguards your organization’s operations.

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