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Energy Trading
Automated trade capture from comms + margin optimization
ForOne of the largest oil traders in Saudi Arabia
~80%
Trades auto-captured
Minutes → seconds
From comms to portal
+ bps
Margin uplift per cargo
The problem
Trades were being struck across email, Bloomberg chat, and phone — then manually re-keyed into the trading portal. Capture latency caused missed hedges and margin leakage on every cargo.
What we built
- 1Unified comms intake (IMAP, Bloomberg, transcription for voice) into one event stream.
- 2Fine-tuned extractor that turns free-text into structured trade tickets with counterparty, product, volume, price, and incoterm.
- 3Confirmation loop with the trader on Slack before the trade hits the portal.
- 4Margin optimizer that re-balances the book using cost-of-carry, freight, and live spreads.
Stack
OpenAIFine-tuningWhisperPostgresPythonInternal trading API
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