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Chatham Financial reduced trade validation time in capital markets from 30 minutes to under 4 minutes after embedding OpenAI's Codex and GPT-5.6 into its technology and workflows — a model relevant to MENA banks and financial institutions.

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Chatham Financial Cuts Trade Validation from 30 Minutes to Under 4 with Codex and GPT-5.6

What happened?

FAQ

What exactly did Chatham Financial do?

The firm adopted OpenAI's Codex and GPT-5.6 to build internal technology and redesign its capital markets trade validation workflow, cutting validation time from 30 minutes to under 4 minutes.

What is the difference between Codex and GPT-5.6 in this case?

According to the source, Codex was used to build technology and work with code, while GPT-5.6 was used to redesign the workflow and handle related tasks; together they formed a single working loop.

Can MENA institutions replicate this model?

The source describes one capital markets firm, but the approach — combining code-generation tools with language models inside validation workflows — is transferable to regional banks and brokerages, subject to local compliance requirements.

Did Chatham publish financial ROI figures?

The source reports the validation-time improvement from 30 minutes to under 4 minutes, but does not include detailed financial figures on savings or return on investment.

Source: OpenAI

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