Benchmark Series

AAL Benchmark Series — Roadmap

Twelve datasets covering the full OTC derivatives operations lifecycle. Each dataset contains 250 validated cases, evaluated across 3–7 frontier models, producing 750–4,500 scored observations per dataset.

Confirmation & Settlement (Front-to-Back)

AAL-D-001

Trade confirmation exception identification

Published

AAL-D-002

Margin call dispute detection

Published

AAL-D-003

Equity-options confirmation exceptions

Published

AAL-D-004

Settlement fail root cause identification

Published

AAL-D-005

P&L reconciliation break attribution

Published

Collateral & Risk

AAL-D-006

Collateral eligibility & substitution

Published

AAL-D-007

SIMM/UMR IM dispute detection

Planned

AAL-D-008

Repo / securities lending rate disputes

Planned

Corporate Actions & Lifecycle

AAL-D-009

Corporate actions processing exceptions

Planned

AAL-D-010

Prime brokerage financing disputes

Planned

Regulatory & Reporting

AAL-D-011

EMIR / CFTC trade report validation

Planned

AAL-D-012

SFTR securities financing reporting

Planned

From the series: a book

The AAL Benchmark Series is being developed into AI Benchmarking for Capital Markets Operations— a practitioner's guide and research monograph. Each dataset forms a chapter; methodology and cross-cutting findings frame the arc.