We are proud to announce our win in the Best Use of ML/AI category at Risk Markets Technology Awards 2025 for TradeEntry, CompatibL’s latest AI solution to assist with entering complex trades for what-if analysis.

This year, CompatibL became the first vendor to deliver to production an AI solution for what-if analysis, as part of its CompatibL Platform. Before CompatibL AI provided an alternative, based on large language models (LLMs), what-if analysis required a manual process not just for more complex trades such as structured notes but even for standard trade types.

Alexander Sokol and Anastasiya Yachmeniova at the Risk Markets Technology Awards 2025

In production use, TradeEntry significantly improves the speed and accuracy of the initial what-if trade entry process. This helps our clients avoid missed trades due to delays in what-if analysis and can also prevent trade-entry key-in errors of the kind that have occasionally caused massive market disruption.

Alexander Sokol, Executive Chairman and Head of Quant Research at CompatibL said:

“The accuracy of CompatibL’s LLM-based what-if trade entry has been highly rated by our clients. CompatibL AI was able to understand highly sophisticated aspects of trades that may not have been grasped by anyone other than analysts with deep experience in a narrow market segment or a complex asset class.”

Alexander Sokol at the RMTA 2025

LLMs are ideally suited for trade entry because they can process unstructured text or voice instructions, are resilient to input format changes, and can interpret imprecise meaning. However, these unique capabilities can only be harnessed for trade entry when combined with the innovations developed by CompatibL’s R&D team to enhance the reliability of LLM-based workflows.

Want to Try Out TradeEntry?

The TradeEntry solution is open source. Follow the link to contact us for a demo.

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