Case study · Financial Services
Risk reporting,weekly to 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. Other workflows had been modernized, but risk management reporting was still entirely manual: no standard indicator framework, weekly cycles where real-time visibility was needed, and custom format requests so slow and costly that many simply went unmet.
Constraints and answers
A weekly report is a week of blind spots.
The agent that closed the week
No standard framework, so quality varied
With no processing framework, experience-based work and differing readings of risk indicators produced uneven report quality.
Answer
Automated risk report agent
Structured templates combined with AI analysis produce unified risk indicators and standard report logic, so quality stops depending on who wrote it.
A weekly cycle, no real-time support
A fully manual workflow meant long report cycles and no real-time risk support at all.
Answer
Auto-report generation engine
AI-generated reports replace the manual workflow and compress the cycle from weekly to minutes.
Data in silos, cleaned by hand
Data sat in silos with no unified entry point, and cleaning it by hand took days to prepare a single report.
Answer
Multi-source data integration pipeline
Scattered sources are integrated and cleaned into one format automatically, which removes the days of manual preparation.
Scenario requests too slow to answer
Changing a format or an analytical dimension was slow, so scenario-specific requests could not be answered quickly.
Answer
Flexible custom template system
Adjustable formats and dimensions, so a scenario-specific request is answered rather than declined.
Nothing was removed from the report, only the hands that used to assemble it.
The results
Weekly cycles to minutes, preparation 95% faster.
- 95%
- FASTER DATA PREPARATION
- Automated multi-source integration and cleaning removes days of manual work.
- REPORT GENERATION TIME
- AI-generated reports replace the full manual workflow.
- RAPID CUSTOMIZATION
- Adjustable formats and dimensions meet scenario-specific reporting needs.
- STANDARDIZED RISK INDICATORS
- Unified indicators and report logic hold quality steady across every report.
Same indicators, same logic, every time. That is what makes the number arguable in a meeting.
The stack
What was deployed
A pipeline that integrates and cleans scattered sources into one format, removing days of manual preparation.
Structured templates with AI analysis, producing unified risk indicators and standard report logic.
Enterprise-grade controls protecting sensitive risk data through generation and distribution alike.
A complete trail of the generation process, the data sources and the analytical logic behind each report.
Nota sobre capacidades
Las capacidades, credenciales y referencias de implementación mostradas en este sitio reflejan el trabajo colectivo del equipo central de ingeniería de Amanah. Ciertos proyectos se entregaron bajo entidades previas o afiliadas. Las implementaciones soberanas son confidenciales por mandato, por lo que no se identifica a clientes individuales. Las referencias subyacentes son verificables bajo NDA.
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