Industry

Financial Services

Technology

Amazon Bedrock
Amazon Redshift
Amazon OpenSearch Service
Amazon S3
AWS Lambda
AWS Step Functions
Amazon API Gateway
Amazon Cognito
Amazon DynamoDB
Amazon CloudWatch
LangFuse
LangChain
AWS CloudTrail
AWS KMS
AWS IAM

OVERVIEW

ACB Securities (ACBS), one of Vietnam’s leading securities and investment service providers, is transforming its research and advisory operations through Generative AI. With the growing complexity of financial data and the rising expectations of investors, ACBS recognized the need to modernize its manual, time-consuming research process and provide faster, more consistent insights to both analysts and clients.

To achieve this, ACBS partnered with Renova Cloud, an AWS Advanced Consulting Partner, to design and deploy a Generative AI-powered Investment Analysis Assistant built entirely on Amazon Web Services (AWS). This intelligent platform automates investment research, generates concise financial summaries, and delivers real-time, conversational advisory services through a secure, compliant, and scalable cloud architecture.

 

KEY CHALLENGES

Operating in a fast-moving financial market, ACBS faced several operational and technological challenges:

  • Manual Workflows: Analysts spent hours consolidating financial data from multiple disconnected systems such as FiinTrade, spreadsheets, and market reports.
  • Inconsistent Insights: Lack of centralized knowledge base and automation led to variations in report quality and analytical depth.
  • Compliance and Security: Financial data handling required strict governance, traceability, and explainable AI outputs.
  • Limited AI Expertise: ACBS’s internal team needed support in designing, deploying, and managing an enterprise-grade GenAI environment.

 

SOLUTION

Renova Cloud designed and implemented a serverless, AI-driven research platform on AWS, combining structured data analytics and unstructured document intelligence to empower analysts and investors alike.

ACBS accelerates investment research with Gen AI on AWS built by Renova Cloud.
Image 1. ACBS accelerates investment research with Gen AI on AWS built by Renova Cloud.

 

1. Architecture & Deployment

The solution integrates multiple AWS services together with an enterprise-grade AI framework-LangChain, into a unified and intelligent AI ecosystem.

  • Amazon Bedrock (Claude 3 Sonnet + Knowledge Bases): Acts as the reasoning layer for report summarization, document synthesis, and conversational Q&A.
  • Amazon Redshift: Serves as the financial data warehouse.
  • Amazon OpenSearch Service: Indexes unstructured market reports, filings, and research papers for semantic retrieval and grounding of AI responses.
  • AWS Lambda & Step Functions: Orchestrate workflows across data sources, enabling parallel execution, automated data processing, and cost optimization.
  • Amazon DynamoDB: Stores session data and conversation history with millisecond latency.
  • Amazon CloudWatch & LangFuse: Provide continuous observability of performance, cost, and latency, ensuring high system reliability.
  • Amazon Cognito, IAM & KMS: Manage user authentication, access control, and encryption for compliance with financial security standards.

 

2. Security & Governance

The entire architecture is built with end-to-end encryption, role-based IAM policies, and CloudTrail auditing for full traceability. Every AI-generated output is logged with metadata—model version, data source, and prompt ID—ensuring accountability and regulatory compliance.

3. Validation & Knowledge Transfer

Following deployment, Renova Cloud conducted performance benchmarking and user acceptance testing, validating accuracy, latency, and scalability under production load. ACBS’s IT and analyst teams received dedicated training on prompt management, dashboard monitoring, and system governance, enabling full self-management of the platform.

 

BENEFITS

Financial Benefits

  • Optimized Costs: The serverless design eliminates infrastructure overhead, using AWS’s pay-as-you-go pricing model.
  • Cost Efficiency: Intelligent model routing ensures lighter AI models handle simpler requests, reducing overall compute spend.

 

Operational Benefits

  • Accelerated Productivity: Automated report generation drastically reduces manual preparation time, enabling analysts to focus on strategic insights.
  • Ease of Management: Built-in observability dashboards allow internal teams to monitor performance and cost without external dependencies.
  • Security and Compliance: IAM, KMS, and CloudTrail ensure data protection and full auditability for all operations.

 

Performance Improvements

  • Scalable and Responsive: The system dynamically adjusts to workload peaks, maintaining fast query responses across thousands of users.
  • High Accuracy: The Bedrock-powered assistant provides reliable, data-grounded insights with traceable references to verified financial sources.
  • Continuous Improvement: Integrated feedback loops and performance telemetry allow ACBS to refine prompts, models, and system performance over time.

 

CONCLUSION

ACBS: The Gen AI on AWS Platform Changing Investment Advisory in Vietnam.
Image 2. ACBS: The Gen AI Platform Changing Investment Advisory in Vietnam.

 

Through its collaboration with Renova Cloud, ACBS successfully transformed its traditional research and advisory workflows into an AI-driven investment analysis platform powered by AWS. This modernization empowers analysts to produce deeper insights faster, enhances investor engagement through conversational access to financial intelligence, and sets a new benchmark for AI adoption in Vietnam’s financial services sector.

Built with AWS’s scalable, secure, and compliant architecture, the ACBS Investment Analysis Assistant not only accelerates operations today but also lays the foundation for future innovation—spanning predictive analytics, multilingual support, and voice-based advisory in the near future.

You may also find our other customer success stories in FSI industry helpful.

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