# Chatham Financial Reduces Trade Validation Time with OpenAI Integration > By integrating OpenAI's advanced technologies, Chatham Financial has reengineered its trade validation process, achieving remarkable efficiency and enhancing client service quality in capital markets. **Source**: openai.com | **Published**: 2026-10-02 | **Type**: case_study ## Key Facts - Chatham reduced trade validation time from 30 mins to under 4, enhancing operational efficiency. - AI integration allows Chatham to focus on client needs, shifting from routine tasks to strategic insights. - Employee-driven app development fosters innovation, creating competitive advantages in capital markets. - Chatham's Onyx platform improves data governance, ensuring accuracy while leveraging AI for insights. - Expanding automation across workflows indicates a strategic shift towards scalable, technology-driven services. ## Summary \## Summary Chatham Financial faced challenges in streamlining trade validation processes, which traditionally took 30 minutes. By implementing OpenAI's Codex and GPT‑5.6, they reduced this time to under 4 minutes. This transformation allowed Chatham to enhance efficiency and focus on delivering greater value to clients. \## Background Chatham Financial is a firm specializing in advising clients on complex capital markets decisions. The company operates within the financial services industry and has a significant presence in capital markets consulting. Before deploying AI solutions, Chatham's workflow for trade validation was time-consuming and relied heavily on manual processes. \## Challenge The primary challenge Chatham sought to address was the lengthy trade validation process, which took approximately 30 minutes per transaction. This inefficiency limited the time experts could dedicate to higher-value client interactions and decision-making. \## Solution Chatham implemented OpenAI's Codex to develop a trade validation application that automates the gathering of supporting transaction evidence, compares key terms, and flags discrepancies for review. This application was part of a broader initiative called Process Zero, aimed at reengineering workflows to focus on outcomes. Additionally, Chatham integrated GPT‑5.6 into various internal and client-facing tools, enhancing their capital markets operating system, Chatham Onyx. \## Results The trade validation application successfully reduced the review time from around 30 minutes to under 4 minutes. Chatham is currently validating the application’s performance against experienced reviewers and real transactions to ensure accuracy before further automation. The firm plans to extend this application to additional trade types and continue refining their AI-driven workflows. \## Key Insights Chatham's experience illustrates the importance of identifying specific bottlenecks in workflows and leveraging AI to streamline processes. The focus on outcomes and maintaining human oversight ensures that technology enhances rather than replaces expert judgment. \## Customer Testimonial “Our constraint has never been expertise. It is the hours our experts spend getting to the point where they can apply it. OpenAI is helping us take those hours back, and the further we go, the more time our experts can spend applying their judgment where it creates the most value for clients.” — [Name not provided], Chatham Financial ## Entities - **Companies**: Chatham Financial, OpenAI - **Products**: Chatham Onyx, ChatFIN - **Technologies**: Codex, GPT-5.6, GPT-5.4, GPT-4.1 ## Key Concepts capital markets, AI capabilities, workflow reengineering, trade validation, client-facing tools, auditable results, employee-built applications, data integrity ## Definitions - **Codex**: A tool developed by OpenAI that helps in building applications and automating workflows. - **GPT-5.6**: An advanced AI model by OpenAI used for powering AI features in applications. - **Chatham Onyx**: Chatham's next-generation capital markets operating system that integrates data for clients and advisors. - **Process Zero**: Chatham's consulting service focused on reengineering workflows to improve efficiency and outcomes. - **trade validation**: The process of ensuring that transaction data accurately reflects client authorizations and executed trades. ## Use Cases - Reducing trade validation time from 30 minutes to under 4 minutes. - Building internal and client-facing applications using AI. - Supporting workflows for pricing workbooks and client communications. - Creating fixed-income rate sheets and hedging dashboards. - Performing structured comparisons and organizing evidence. - Developing new capabilities for the Onyx platform. ## Frequently Asked Questions **How does Chatham Financial utilize OpenAI's technology?** Chatham Financial uses OpenAI's Codex and GPT-5.6 to enhance their workflows and build applications that improve efficiency. This includes automating trade validation and creating tools that support both internal and client-facing processes. **What is the significance of trade validation in Chatham's operations?** Trade validation is crucial for ensuring the accuracy of transaction data, which is essential in capital markets. Chatham has developed an application that significantly reduces the time required for this process, allowing experts to focus on more complex client needs. **What are employee-built applications and how do they benefit Chatham?** Employee-built applications are tools created by Chatham's staff using the internal platform Chatham Vibes. These applications enhance productivity by allowing employees to tailor solutions to their specific workflows, leveraging AI capabilities. **What role does Chatham Onyx play in client interactions?** Chatham Onyx serves as a comprehensive operating system that connects clients and advisors through governed data. It allows users to access insights and information while maintaining traceability to the underlying data sources. **How does Chatham ensure the accuracy and security of its AI applications?** Chatham maintains high standards for accuracy, security, and accountability throughout the development lifecycle of its applications. This includes rigorous testing and validation processes to ensure that AI tools deliver reliable and auditable results. ## Links - [Read on Welcome.AI](https://welcome.ai/content/chatham-financial-reduces-trade-validation-time-with-openai-integration) - [Original source](https://openai.com/index/chatham-financial/) - [OpenAI](https://welcome.ai/company/openai): Featured company --- Source: Welcome.AI | https://welcome.ai/content/chatham-financial-reduces-trade-validation-time-with-openai-integration