{"id":29834,"date":"2025-11-18T17:34:39","date_gmt":"2025-11-18T10:34:39","guid":{"rendered":"https:\/\/renovacloud.com\/?post_type=story-pt&#038;p=29834"},"modified":"2026-01-21T14:22:26","modified_gmt":"2026-01-21T07:22:26","slug":"acbs-modernizing-investment-research-and-advisory-with-gen-ai-on-aws","status":"publish","type":"story-pt","link":"https:\/\/renovacloud.com\/en\/success-stories\/acbs-modernizing-investment-research-and-advisory-with-gen-ai-on-aws\/","title":{"rendered":"ACBS: Modernizing Investment Research and Advisory with Gen AI on AWS"},"content":{"rendered":"<h2><b>OVERVIEW<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">ACB Securities (ACBS), one of Vietnam\u2019s 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.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">To achieve this, ACBS partnered with <\/span><b>Renova Cloud<\/b><span style=\"font-weight: 400;\">, an AWS Advanced Consulting Partner, to design and deploy a <\/span><b>Generative AI-powered Investment Analysis Assistant<\/b><span style=\"font-weight: 400;\"> built entirely on <\/span><b>Amazon Web Services (AWS)<\/b><span style=\"font-weight: 400;\">. 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.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2><b>KEY CHALLENGES<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Operating in a fast-moving financial market, ACBS faced several operational and technological challenges:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><b>Manual Workflows:<\/b><span style=\"font-weight: 400;\"> Analysts spent hours consolidating financial data from multiple disconnected systems such as FiinTrade, spreadsheets, and market reports.<\/span><\/li>\n<li style=\"font-weight: 400;\"><b>Inconsistent Insights:<\/b><span style=\"font-weight: 400;\"> Lack of centralized knowledge base and automation led to variations in report quality and analytical depth.<\/span><\/li>\n<li style=\"font-weight: 400;\"><b>Compliance and Security:<\/b><span style=\"font-weight: 400;\"> Financial data handling required strict governance, traceability, and explainable AI outputs.<\/span><\/li>\n<li style=\"font-weight: 400;\"><b>Limited AI Expertise:<\/b><span style=\"font-weight: 400;\"> ACBS\u2019s internal team needed support in designing, deploying, and managing an enterprise-grade Gen AI environment.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2><b>SOLUTION<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Renova Cloud designed and implemented a <\/span><b>serverless, AI-driven research platform<\/b><span style=\"font-weight: 400;\"> on AWS, combining structured data analytics and unstructured document intelligence to empower analysts and investors alike.<\/span><\/p>\n<figure id=\"attachment_30125\" aria-describedby=\"caption-attachment-30125\" style=\"width: 1168px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-30125 size-full\" src=\"http:\/\/renovacloud.com\/wp-content\/uploads\/2025\/11\/ACBS-accelerates-investment-research-with-Gen-AI-on-AWS-built-by-Renova-Cloud-1.png\" alt=\"ACBS accelerates investment research with Gen AI on AWS built by Renova Cloud.\" width=\"1168\" height=\"827\" \/><figcaption id=\"caption-attachment-30125\" class=\"wp-caption-text\">Image 1. ACBS accelerates investment research with Gen AI on AWS built by Renova Cloud.<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<h3><b>1. Architecture &amp; Deployment<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">The solution integrates multiple AWS services together with an enterprise-grade AI framework-LangChain, into a unified and intelligent AI ecosystem.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\"><b>Amazon Bedrock (Claude 3 Sonnet + Knowledge Bases):<\/b><span style=\"font-weight: 400;\"> Acts as the reasoning layer for report summarization, document synthesis, and conversational Q&amp;A.<\/span><\/li>\n<li style=\"font-weight: 400;\"><b>Amazon Redshift:<\/b><span style=\"font-weight: 400;\"> Serves as the financial data warehouse.<\/span><\/li>\n<li style=\"font-weight: 400;\"><b>Amazon OpenSearch Service:<\/b><span style=\"font-weight: 400;\"> Indexes unstructured market reports, filings, and research papers for semantic retrieval and grounding of AI responses.<\/span><\/li>\n<li style=\"font-weight: 400;\"><b>AWS Lambda &amp; Step Functions:<\/b><span style=\"font-weight: 400;\"> Orchestrate workflows across data sources, enabling parallel execution, automated data processing, and cost optimization.<\/span><\/li>\n<li style=\"font-weight: 400;\"><b>Amazon DynamoDB:<\/b><span style=\"font-weight: 400;\"> Stores session data and conversation history with millisecond latency.<\/span><\/li>\n<li style=\"font-weight: 400;\"><b>Amazon CloudWatch &amp; LangFuse:<\/b><span style=\"font-weight: 400;\"> Provide continuous observability of performance, cost, and latency, ensuring high system reliability.<\/span><\/li>\n<li style=\"font-weight: 400;\"><b>Amazon Cognito, IAM &amp; KMS:<\/b><span style=\"font-weight: 400;\"> Manage user authentication, access control, and encryption for compliance with financial security standards.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3><b>2. Security &amp; Governance<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">The entire architecture is built with <\/span><b>end-to-end encryption<\/b><span style=\"font-weight: 400;\">, <\/span><b>role-based IAM policies<\/b><span style=\"font-weight: 400;\">, and <\/span><b>CloudTrail auditing<\/b><span style=\"font-weight: 400;\"> for full traceability. Every AI-generated output is logged with metadata\u2014model version, data source, and prompt ID\u2014ensuring accountability and regulatory compliance.<\/span><\/p>\n<h3><\/h3>\n<h3><b>3. Validation &amp; Knowledge Transfer<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Following deployment, Renova Cloud conducted performance benchmarking and user acceptance testing, validating accuracy, latency, and scalability under production load. ACBS\u2019s IT and analyst teams received dedicated training on prompt management, dashboard monitoring, and system governance, enabling full self-management of the platform.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2><b>BENEFITS<\/b><\/h2>\n<h3><b>Financial Benefits<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\"><b>Optimized Costs:<\/b><span style=\"font-weight: 400;\"> The serverless design eliminates infrastructure overhead, using AWS\u2019s pay-as-you-go pricing model.<\/span><\/li>\n<li style=\"font-weight: 400;\"><b>Cost Efficiency:<\/b><span style=\"font-weight: 400;\"> Intelligent model routing ensures lighter AI models handle simpler requests, reducing overall token consumption.<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3><b>Operational Benefits<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\"><b>Accelerated Productivity:<\/b><span style=\"font-weight: 400;\"> By cutting manual processing time by 60%, automated report generation delivers results in under 2.2 hours. This efficiency frees analysts from administrative overhead, allowing them to dedicate more time to high-value strategic analysis.<\/span><\/li>\n<li style=\"font-weight: 400;\"><b>Ease of Management:<\/b><span style=\"font-weight: 400;\"> Built-in observability dashboards allow internal teams to monitor performance and cost without external dependencies.<\/span><\/li>\n<li style=\"font-weight: 400;\"><b>Security and Compliance:<\/b><span style=\"font-weight: 400;\"> IAM, KMS, and CloudTrail ensure data protection and full auditability for all operations.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3><b>Performance Improvements<\/b><\/h3>\n<ul>\n<li style=\"font-weight: 400;\"><b>Scalable and Responsive:<\/b><span style=\"font-weight: 400;\"> Automatically scales to support thousands of users, consistently maintaining query latency at under 27 seconds during peak operation.<\/span><\/li>\n<li style=\"font-weight: 400;\"><b>High Accuracy:<\/b><span style=\"font-weight: 400;\"> Powered by Amazon Bedrock, the assistant delivers data-grounded insights with 92.4% accuracy, ensuring every response includes traceable references to verified financial sources.<\/span><\/li>\n<li style=\"font-weight: 400;\"><b>Continuous Improvement:<\/b><span style=\"font-weight: 400;\"> Integrated feedback loops and performance telemetry allow ACBS to refine prompts, models, and system performance over time.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2><b>CONCLUSION<\/b><\/h2>\n<figure id=\"attachment_29843\" aria-describedby=\"caption-attachment-29843\" style=\"width: 1280px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-29843 size-full\" src=\"http:\/\/renovacloud.com\/wp-content\/uploads\/2025\/11\/ACBS-The-GenAI-Platform-Changing-Investment-Advisory-in-Vietnam.png\" alt=\"ACBS: The Gen AI on AWS Platform Changing Investment Advisory in Vietnam.\" width=\"1280\" height=\"720\" \/><figcaption id=\"caption-attachment-29843\" class=\"wp-caption-text\">Image 2. ACBS: The Gen AI Platform Changing Investment Advisory in Vietnam.<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Through its collaboration with Renova Cloud, ACBS successfully transformed its traditional research and advisory workflows into an <\/span><b>AI-driven investment analysis platform<\/b><span style=\"font-weight: 400;\"> 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\u2019s financial services sector.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Built with AWS\u2019s scalable, secure, and compliant architecture, the ACBS Investment Analysis Assistant not only accelerates operations today but also lays the foundation for future innovation\u2014spanning predictive analytics, multilingual support, and voice-based advisory in the near future.<\/span><\/p>\n<p>You may also find our other <a href=\"https:\/\/renovacloud.com\/en\/success-stories\/modernizes-disaster-recovery-with-aws-and-renova-cloud\/\"><strong>customer success stories in FSI industry<\/strong><\/a> helpful.<\/p>\n<p><strong>Contact us <a href=\"https:\/\/renovacloud.com\/en\/\">here<\/a><\/strong>\u00a0to see how Renova Cloud&#8217;s solutions can grow your organization.<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>ACBS transforms investment research with a Gen AI on AWS built by Renova Cloud. Get faster, real-time investment advisory services.<\/p>\n","protected":false},"featured_media":29839,"template":"","meta":[],"class_list":["post-29834","story-pt","type-story-pt","status-publish","has-post-thumbnail","hentry"],"_links":{"self":[{"href":"https:\/\/renovacloud.com\/en\/wp-json\/wp\/v2\/story-pt\/29834","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/renovacloud.com\/en\/wp-json\/wp\/v2\/story-pt"}],"about":[{"href":"https:\/\/renovacloud.com\/en\/wp-json\/wp\/v2\/types\/story-pt"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/renovacloud.com\/en\/wp-json\/wp\/v2\/media\/29839"}],"wp:attachment":[{"href":"https:\/\/renovacloud.com\/en\/wp-json\/wp\/v2\/media?parent=29834"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}