Case study · Financial Services
Days of preparation,done in minutes.
A leading publicly listed securities firm and a constituent of the blue-chip index of its national stock exchange, with total assets over $45 billion, more than 7,000 employees and 177 branch offices across 87 cities. It runs securities brokerage and trading, private banking and asset management, investment banking and international operations. Its investment committee process was bottlenecked by fragmented data: analysts spent days pulling figures from disconnected internal and external sources before every decision meeting, with no unified entry point and no systematic decision log.
Constraints and answers
Regulators want the rationale, not just the decision.
Every decision meeting now starts from the same standard
No standard framework, uneven output
There was no standard analysis framework, so experience-based judgment and inconsistent standards produced uneven output and errors.
Answer
Investment decision meeting agent
Built on our agent platform, generating traceable reports from standard analytical models so output quality stays consistent.
Days of manual cross-channel data work
Data sat in silos with no unified entry point, and preparing project data took days of manual cross-channel work.
Answer
Automated multi-source data aggregation
Connects internal and external data sources and replaces the manual cross-channel work with real-time unified retrieval.
No log to trace a decision
Without systematic logs there was no way to trace the basis of a decision, which made auditing and regulatory review expensive.
Answer
Closed-loop traceability
Records the complete decision chain for every investment decision, which is what makes regulatory review and audit fast.
Confidential deal data on loose channels
Confidential deal information moved through loosely permissioned channels, which is a material leakage risk.
Answer
Private deployment with fine-grained permissions
Encrypted transmission and role-based access control, so confidential investment information stops traveling loosely.
Analysts get the days back, and the decision keeps a record of how it was reached.
The results
Preparation from days to minutes, traceability 95% faster.
- 95%
- FASTER TRACEABILITY
- Closed-loop records of the decision chain make compliance review and audit rapid.
- 100%
- COMPLIANCE COVERAGE
- Private deployment with encrypted transmission and role-based access control.
- DATA PREPARATION TIME
- Automated multi-source aggregation and real-time unified retrieval.
- INVESTMENT CYCLE
- Shorter research cycles and data-driven conclusions, with less information asymmetry.
Private deployment is not a feature here. It is the reason the deal data can be on the platform at all.
The stack
What was deployed
Automated multi-source aggregation connecting internal and external sources, with real-time unified retrieval in place of manual work.
Standard analytical models and traceable reports, so every decision meeting gets the same expert-level output.
Private deployment, encrypted transmission and fine-grained role-based access, closing the leakage risk on confidential information.
A closed-loop record of the complete decision chain for every investment decision, ready for regulatory review.
역량에 관한 노트
본 사이트 전반에 소개된 역량, 자격, 배포 레퍼런스는 Amanah 핵심 엔지니어링 팀의 총체적인 작업을 반영합니다. 일부 프로젝트는 이전 또는 계열 법인 하에 수행되었습니다. 소버린 배포는 규정상 기밀이므로 개별 고객명은 공개되지 않습니다. 기반이 되는 레퍼런스는 NDA 하에 검증 가능합니다.
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