Course Outline
Introduction to Conversational Analytics
- Defining conversational analytics and its significance for product teams
- Core capabilities and high-level architecture of WrenAI
- Common product team workflows facilitated by Wren AI
Connecting Data Sources and Access
- Supported data sources and ingestion patterns
- Data access, permissions, and multi-source joins
- Best practices for handling sample datasets and sandboxing
Semantic Modeling and Metrics Standardization
- Designing a metrics layer and defining canonical definitions
- Creating reusable metrics and dimensions for product analytics
- Versioning and governance of the semantic model
Natural-Language to SQL Workflows
- How WrenAI translates NL queries to SQL and relevant validation strategies
- Prompting patterns and fallback mechanisms for product questions
- Managing ambiguity, asking clarifying questions, and designing intent
Self-Service BI and Embedded Use Cases
- Designing conversational dashboards and templates for product teams
- Integrating Wren AI into product workflows and internal tools
- Measuring the adoption and impact of self-service analytics
Quality, Evaluation, and Guardrails
- Testing NL-to-SQL accuracy and developing validation suites
- Monitoring drift, data quality signals, and auditing queries
- Safety, access control, and enforcing business-rule guardrails
Workshop: Building a Product Insights Flow
- Hands-on lab: Model a product metric, create conversational queries, and validate outcomes
- Assemble a self-service dashboard and provide user guidance
- Presentations, feedback sessions, and planning next steps
Summary and Next Steps
Requirements
- A solid grasp of product metrics and KPIs
- Experience using data analysis or BI tools
- Basic familiarity with SQL is advantageous
Audience
- Product managers
- Data analysts
- Data champions within business units
Custom Corporate Training
Training solutions designed exclusively for businesses.
- Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
- Flexible Schedule: Dates and times adapted to your team's agenda.
- Format: Online (live), In-company (at your offices), or Hybrid.
Price per private group, online live training, starting from 3200 € + VAT*
Contact us for an exact quote and to hear our latest promotions
Testimonials (3)
Deepthi was super attuned to my needs, she could tell when to add layers of complexity and when to hold back and take a more structured approach. Deepthi truly worked at my pace and ensured I was able to use the new functions /tools myself by first showing then letting me recreate the items myself which really helped embed the training. I could not be happier with the results of this training and with the level of expertise of Deepthi!
Deepthi - Invest Northern Ireland
Course - IBM Cognos Analytics
he was well prepared - and he is very sympathetic
Oliver - Post CH AG
Course - Splunk Fundamentals
lots of pratical exercises
