What was broken
FX optimization only creates value if the proposal survives margin constraints, data-quality checks, and live execution. Late validation made good math fail in production.
Product decision
Embed the clearing house’s margin API in the optimizer. Add a four-source validation layer around production inputs, before the live window.
In plain terms
- FX forwards and NDFs (non-deliverable forwards) only compress if the proposal can clear margin and data checks
- Putting the clearing house’s initial margin inside the optimizer stops “good math, bad live run”
- Four independent sources must agree on critical inputs before the live window opens
- Success was proposal acceptance and fewer live failures, measured across 40+ runs
What I owned
- Designed and shipped FX-forward and NDF compression with margin intelligence in the product
- Embedded the clearing house’s margin API in the optimizer rather than validating after the fact
- Added four-source validation as a pre-live gate and tied launch to acceptance and reliability
How it works
- Validates margin constraints inside the optimization workflow
- Cross-checks critical data across four sources
- Surfaces quality issues before the live production window
- Measures success through proposal acceptance and live-run reliability
Role & tags
Product Manager. Designed and shipped FX-forward and NDF compression with the clearing house’s margin API embedded in the optimizer.
- Embedded margin API
- Four-source validation
- Pre-live quality gate
- Acceptance KPI
Impact
100% proposal acceptance across 40+ live runs. Four-source validation cut live-run failures 94%.

Also seeCompression Setup AgentIncident Triage AgentCross-Currency Compression
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