Когнитивная аналитика и BI

AI трансформирует BI: от dashboards к natural language interactions и proactive insights.

Trends

Text-to-SQL: LLM превращают вопросы в queries. Automated insights: proactive anomaly narratives. Conversational analytics: chat с data. AI-generated summaries dashboards. Predictive insights: not just historical.

Инструменты

Tableau Pulse: AI-generated insights. Power BI Copilot. ThoughtSpot: search-first analytics. Looker: LookML + AI features. Snowflake Cortex: LLM в warehouse. Startups: Julius AI, Datadog AI. Fast-evolving landscape.

Use cases в iGaming

Executive queries: "Why revenue dropped last week?" — AI investigates и summarizes. Compliance reports generation. Anomaly explanation. Trend forecasting narratives. Insights subscription: proactive alerts. Democratization data access за пределы analysts.

Limitations

Hallucinations: LLM могут invent statistics. Grounding в actual data critical. Data quality important more than before. Sensitive queries: guardrails. Governance: не every user должен видеть every insight. Trust: gradual buildup через verification.