Top-trust smart risk control
GNN + federated joint modeling sharply lifts suspicious-path recall.
Evidence notice: cases, figures and inferred project metadata are unverified scenario illustrations, not established client outcomes, credentials or return promises. Signed contracts define scope, fees, baselines, acceptance and data responsibilities; client business data stays off-chain.
1. Project Overview
- Customer type
- Top-tier Banks / brokers / insurers
- Project duration
- 12–20 weeks
- Tech stack
- Graph neural networks · Federated learning · Speech / ASR-TTS · Predictive modeling
- Deployment
- Private deployment
2. Business Context & Pain Points
The customer is a Enterprise / Group player in Finance, with the core pain concentrated in "Risk & Compliance". Manual workflows and point tools could not scale or stay consistent, driving up response time, operating cost and compliance risk. This project delivered an end-to-end AI upgrade for that workflow.
3. Solution
Anchored on "AI + Finance", Global AI DAO integrated the following capability stack into a single solution:
- Graph neural networks —— Wired into the critical business path across ingestion, inference and human-in-the-loop collaboration.
- Federated learning —— Wired into the critical business path across ingestion, inference and human-in-the-loop collaboration.
- Speech / ASR-TTS —— Wired into the critical business path across ingestion, inference and human-in-the-loop collaboration.
- Predictive modeling —— Wired into the critical business path across ingestion, inference and human-in-the-loop collaboration.
- Deployment: Private deployment, balancing data compliance, performance SLA and operability.
4. Quantified Outcomes (Before vs After)
| Metric | Before | After | Delta |
|---|---|---|---|
| AML response | 100% | 125% | +25% |
| suspicious detection | 100% | 118% | +18pp |
Source metric: +25% AML response, +18pp suspicious detection.
5. Specs & Fit
| Best for | Banks / brokers / insurers / trusts / payments |
| Core tech | GNN + FL + multi-agent |
| Deployment | Private / regulatory sandbox / consortium |
| Compliance | MLPS-3 / banking / personal-finance |
| SLA | 99.95% availability |