WrenAI for Financial Analytics: KPI Modeling and Regulatory-Aware Dashboards Training Course

This instructor-led, live training in Taiwan (online or on-site) is designed for intermediate-level financial professionals, risk analysts, and AI engineers who wish to develop and deploy AI-driven solutions for financial automation and fraud detection.

Upon completing this training, participants will be able to:

• Comprehend the role of AI in financial automation and fraud detection.
• Construct AI models designed to identify fraudulent transactions.
• Utilize machine learning techniques for real-time risk assessment.
• Deploy AI-powered financial monitoring systems.

Artificial intelligence is revolutionizing the way financial institutions evaluate creditworthiness, price risk, and optimize lending decisions.

This instructor-led live training, available online or onsite, is designed for intermediate-level finance professionals seeking to leverage AI to enhance credit scoring models, manage risk more effectively, and streamline lending operations.

Upon completing this training, participants will be able to:

• Grasp the key AI methodologies employed in credit scoring and risk prediction.
• Construct and evaluate credit scoring models utilizing machine learning algorithms.
• Interpret model outputs to ensure regulatory compliance and transparency.
• Apply AI techniques to improve underwriting, loan approval processes, and portfolio management.

Course Format

• Interactive lectures and discussions.
• Numerous exercises and practical practice sessions.
• Hands-on implementation within a live-lab environment.

Course Customization Options

• For those interested in requesting customized training for this course, please contact us to make arrangements.

Artificial Intelligence serves as a pivotal technology that facilitates the creation of digital products equipped with sophisticated data-driven functionalities and personalized customer experiences.

This instructor-led live training, available in both online and onsite formats, integrates asynchronous activities with hands-on in-person workshops. It is specifically designed for intermediate-level banking professionals who aim to effectively design, develop, and launch AI-enhanced digital products.

Upon completion of this training, participants will be able to:

• Pinpoint customer needs and establish a clear product vision.
• Leverage AI technologies to upgrade digital banking offerings.
• Utilize agile methodologies and design thinking to develop user-centric solutions.
• Measure, iterate, and optimize product performance to ensure sustained value.

Course Format

• 50% synchronous classes (virtual or in-person).
• 25% asynchronous activities (videos, readings, forums).
• 25% in-person practical workshop featuring case studies.

Course Customization Options

• To arrange customized training for this course, please contact us.

AI is revolutionizing the way financial institutions identify fraud and combat money laundering by utilizing intelligent, real-time analysis of extensive transaction data.

This instructor-led live training (available online or onsite) is designed for intermediate-level professionals aiming to leverage machine learning and AI tools to automate and strengthen financial crime detection, compliance monitoring, and operational governance.

Upon completion of this training, participants will be capable of:

• Understanding AI applications in fraud detection and AML monitoring.
• Designing and implementing models for anomaly detection and transaction scoring.
• Utilizing graph-based AI for network risk detection.
• Ensuring the deployment of ethical, explainable, and regulation-compliant models.

Course Format

• Interactive lectures and discussions.
• Extensive exercises and practice sessions.
• Hands-on implementation within a live-lab environment.

Course Customization Options

• To request customized training for this course, please contact us to arrange.

Artificial intelligence serves as a strategic enabler in financial services, enhancing risk reduction, customer experience, and operational efficiency.

This instructor-led live training, available online or onsite, is designed for financial services executives, fintech managers, and compliance officers with limited prior exposure to artificial intelligence. It aims to help them understand how to responsibly and effectively implement AI solutions within their institutions.

Upon completion of this training, participants will be able to:

• Comprehend the strategic value of AI in the financial services sector.
• Identify and mitigate ethical risks associated with AI models.
• Navigate the regulatory landscape for AI in finance.
• Design responsible AI governance and implementation frameworks.

Format of the Course

• Interactive lecture and discussion.
• Case study analysis and group exercises.
• Application of ethical frameworks to realistic financial scenarios.

Course Customization Options

• To request customized training for this course, please contact us to arrange.

Artificial intelligence is reshaping the FinTech sector by facilitating intelligent automation, hyper-personalized experiences, and secure real-time financial services.

This instructor-led live training, available online or onsite, targets beginner to intermediate FinTech professionals eager to explore the intersection of AI, APIs, and Open Banking innovations to create next-generation financial products.

Upon completion of this training, participants will be able to:

• Grasp how AI and machine learning are utilized across various FinTech use cases.
• Utilize Open Banking APIs and data aggregation techniques to drive product innovation.
• Develop AI-powered features for digital wallets, neobanks, and financial assistants.
• Ensure innovation aligns with regulatory, ethical, and security standards.

Course Format

• Interactive lectures and discussions.
• Extensive exercises and practical application.
• Hands-on implementation within a live laboratory environment.

Customization Options

• To request customized training for this course, please contact us to arrange.

WrenAI is an AI-driven analytics platform that connects data, models insights, and generates dashboards. In enterprise settings, strong governance and security measures are essential to ensure safe and compliant adoption.

This instructor-led, live training (available online or onsite) is designed for advanced-level enterprise professionals looking to implement governance, compliance, and security patterns for WrenAI at scale.

Upon completion of this training, participants will be able to:

• Design and implement permissioning models in WrenAI.
• Apply auditability and monitoring practices for compliance.
• Set up secure environments with enterprise-level controls.
• Roll out WrenAI safely across large organizations.

Format of the Course

• Interactive lecture and discussion.
• Hands-on labs with governance and security configurations.
• Practical exercises simulating enterprise rollout scenarios.

Course Customization Options

• To request a customized training for this course, please contact us to arrange.

WrenAI empowers organizations to transcend static dashboards, embracing conversational analytics and embedded generative BI. Successfully navigating this transition demands thoughtful adoption planning, asset migration, and robust change management strategies.

This instructor-led, live training (available online or onsite) is designed for intermediate-level BI and data platform professionals seeking to modernize their legacy BI systems using WrenAI.

Upon completing this training, participants will be equipped to:

• Assess legacy BI environments and pinpoint modernization opportunities.
• Strategize and execute the migration from static dashboards to WrenAI.
• Implement conversational analytics and embedded GenBI capabilities.
• Drive organizational change management efforts for BI modernization.

Course Format

• Interactive lectures and discussions.
• Practical exercises focused on migration and adoption planning.
• Hands-on labs covering conversational analytics and embedded GenBI.

Customization Options

• To arrange a customized training session for this course, please contact us.

WrenAI facilitates the conversion of natural language into SQL queries, empowering analytics with artificial intelligence to make data access more intuitive and rapid. To meet enterprise-grade standards, implementing rigorous quality assurance and observability practices is crucial for guaranteeing accuracy, reliability, and regulatory compliance.

This live, instructor-led training, available both online and onsite, is designed for advanced data and analytics professionals aiming to assess query accuracy, execute prompt tuning, and establish observability practices to monitor WrenAI in production environments.

Upon completing this training, participants will be capable of:

• Assessing the accuracy and reliability of natural language to SQL outputs.
• Implementing prompt tuning techniques to enhance system performance.
• Monitoring query behavior and detecting drift over time.
• Integrating WrenAI with logging and observability frameworks.

Course Format

• Interactive lectures and discussions.
• Practical exercises involving evaluation and tuning techniques.
• Hands-on labs focusing on observability and monitoring integrations.

Course Customization Options

• For a customized training version of this course, please reach out to us to make arrangements.

The WrenAI API serves as a robust interface for generating SQL queries from natural language, developing custom applications, and embedding charts into internal platforms.

This instructor-led live training (available online or onsite) is designed for intermediate-level engineers looking to leverage the WrenAI API for practical use cases, including SQL generation, data visualization, and application integration.

Upon completion of this training, participants will be able to:

• Authenticate and link applications to the WrenAI API.
• Generate SQL queries based on natural language inputs.
• Create and embed charts utilizing API endpoints.
• Integrate WrenAI into backend systems and internal tools.

Course Format

• Interactive lectures and discussions.
• Hands-on exercises involving API calls and integrations.
• Practical projects that connect applications, charts, and data pipelines.

Course Customization Options

• To request a customized training session for this course, please contact us to make arrangements.

WrenAI Cloud serves as a contemporary platform designed to facilitate the connection of data sources, the modeling of data, and the creation of interactive dashboards.

Delivered as an instructor-led, live session (available online or on-site), this training targets beginner to intermediate-level data professionals seeking to master the setup of WrenAI Cloud, data modeling techniques, and the visualization of insights within dashboards.

Upon completing this training, participants will be equipped to:

• Establish and configure WrenAI Cloud environments.
• Integrate WrenAI Cloud with various data sources.
• Model data and define relationships to support analytics.
• Develop interactive dashboards to drive business insights.

Course Format

• Engaging lectures paired with open discussion.
• Practical, hands-on experience with cloud platform configuration and data modeling.
• Applied exercises focused on building dashboards and visualizing data.

Customization Options

• For those interested in tailored training for this course, please reach out to us to make arrangements.

WrenAI is an open-source generative business intelligence tool that facilitates the conversion of natural language into SQL and supports semantic data modeling.

This instructor-led live training, available online or on-site, is designed for advanced data engineers, analytics engineers, and machine learning engineers who aim to build robust semantic layers, refine prompts, and ensure reliable SQL generation.

Upon completing this training, participants will be able to:

• Implement semantic models to ensure consistent metric definitions across teams.
• Optimize text-to-SQL performance for improved accuracy and scalability.
• Configure and enforce guardrails to prevent invalid or risky queries.
• Integrate WrenAI OSS into existing data pipelines and analytics workflows.

Course Format

• Interactive lectures and discussions.
• Numerous exercises and practical applications.
• Hands-on implementation within a live lab environment.

Course Customization Options

• To request a customized training session for this course, please contact us to make arrangements.

WrenAI serves as a conversational analytics platform that converts natural-language inquiries into dependable analytics, empowering non-technical teams to derive insights swiftly and consistently.

This instructor-led, live training (available online or onsite) targets intermediate-level product managers, analysts, and data champions seeking to implement conversational analytics and establish self-service BI capabilities using WrenAI.

Upon completion of this training, participants will be equipped to:

• Design conversational analytics workflows that deliver reliable product insights.
• Create and maintain a standardized metrics layer for uniform reporting.
• Effectively utilize natural-language to SQL features to address product-related questions.
• Integrate WrenAI-driven self-service dashboards and guardrails into product workflows.

Course Format

• Interactive lectures and discussions.
• Hands-on labs utilizing Wren AI and sample datasets.
• Workshop: Construct a self-service dashboard and a set of conversational queries.

Course Customization Options

• For inquiries regarding customized training for this course, please contact us to arrange.

WrenAI empowers SaaS providers to seamlessly integrate generative business intelligence (GenBI) directly into their customer-facing applications. This course is designed to equip SaaS teams with the essential skills to leverage Wren AI via its Embedded API, configure white-label analytics, and effectively manage multi-tenant deployments.

Delivered through instructor-led live training (available online or onsite), this program targets intermediate to advanced SaaS product leaders, data engineers, and full-stack developers seeking to deploy WrenAI as an embedded analytics solution within SaaS ecosystems.

Upon completion of this training, participants will be able to:

• Integrate WrenAI into customer-facing applications using the Embedded API.
• Implement white-label conversational BI with customized branding.
• Design secure and scalable multi-tenant deployment architectures.
• Monitor usage, optimize performance, and ensure compliance in SaaS environments.

Course Format

• Interactive lectures and discussions.
• Hands-on labs utilizing the WrenAI Embedded API.
• Workshop: Design and deploy a white-label analytics feature tailored for a specific SaaS use case.

Customization Options

• For inquiries regarding customized training options for this course, please contact us to arrange a session.

The WrenAI Spreadsheets and Metrics Library facilitates rapid reporting by leveraging AI-driven spreadsheet workflows and a repository of pre-built, cross-platform business metrics.

This instructor-led, live training session (available online or onsite) is designed for beginner to intermediate-level operations professionals aiming to accelerate their reporting and analytical capabilities through the use of WrenAI Spreadsheets and the Metrics Library.

Upon completion of this training, participants will be able to:

• Develop AI-enhanced spreadsheets for data analysis and reporting.
• Utilize the WrenAI Metrics Library to establish standardized key performance indicators (KPIs).
• Link spreadsheets to various data sources to ensure real-time data updates.
• Design automated workflows to streamline operational reporting processes.

Course Format

• Interactive lectures and discussions.
• Practical, hands-on exercises for building spreadsheets using WrenAI.
• Applied exercises focused on metrics and KPI reporting.

Course Customization Options

• To arrange customized training for this course, please contact us directly.