ipushpull
10 Case Studies
A ipushpull Case Study
Koch Energy Services, the natural gas trading arm of Koch Industries, faced the challenge of manually booking physical gas trades from chat messages, a process that was slow and prone to errors. They partnered with ipushpull to implement an LLM-enabled agent that automates the capture and interpretation of trade data directly from their chat platform.
The solution from ipushpull involved training a model to parse trader chat in real time, extract key booking fields, and automatically send validated trades to their ETRM system. This resulted in an 85% reduction in trade entry times and over 90% booking accuracy, having processed more than 50,000 trades while providing a full audit trail from chat to confirmation.