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Conversational Analytics & Next-Gen BI

Forward-looking coverage of conversational analytics, natural language interfaces, AI-powered business intelligence, and the future beyond traditional dashboards.

Explores what comes after dashboards: natural language query interfaces, conversational BI prototypes, and AI-powered analytics. Includes project case studies and reflections on when traditional BI suffices versus when conversational approaches add value. The prototypes here show working examples you can adapt for your own data stack.

Articles

Agentic Data Organisation: How I Set Up an AI-Driven Data Organisation with Claude

· Updated
A practical walkthrough of my agentic data organisation: roles, ownership, agent coordination, and how Claude drives decision flow across analytics, platform, and governance.

From Raw Data to Revenue Decisions: Building an End-to-End Analytics Platform

How I designed and shipped a full-stack data intelligence system for a global manufacturing company — from Databricks pipelines to AI-powered dashboards.

Beyond Dashboards: Building Proactive Data Agents That Find and Share Insights Automatically

Discover how proactive data agents leverage AI and automation to automatically find and share critical business insights, transforming reactive BI into intelligent, interactive analytics.

Beyond Dashboards: How to Build Living Data Experiences with Conversational Analytics

Dashboards fail because they require users to go somewhere else. Data prototyping expertise: learn how proactive insights and conversational analytics replace traditional dashboards with living data experiences.

Why Most Business Dashboards Fail (Enterprise, Small Business & Sports Teams) - Data Engineer Insights

Data engineer Emil Ingemar Karlsson explains why 60% of dashboards fail and shares proven strategies for creating effective data visualizations that drive real business results from his experience in Nacka, Sweden.

Projects

Enterprise ML & Data Platform — 100 Jobs, 631 Tables, NLP at Scale

End-to-end data and ML platform for a global manufacturing company. 100 Databricks jobs, 631 Unity Catalog tables, support intelligence across 1.46M cases, production churn models, demand forecasting, and a 17-page Streamlit dashboard — built and operated solo over three years.

The Unnamed Roads: Production-Grade Agentic Platform on ~€35/month

A self-funded, solo-operated agentic engineering platform — LangGraph 24/7 orchestration, 5 specialized agents, LiteLLM routing across 8 models, MCPJungle gateway, pgvector memory, Langfuse observability, and a scraper fleet powering 10+ live projects. All running on ~€35/month.

Agentic Data Organisation with Claude

Design and implementation of an agentic data organisation with Claude coordinating analytics, data platform, pipelines, governance, and data quality.

End-to-End Analytics Platform — Databricks, Streamlit & GPT-4o

Full-stack data intelligence system for a global manufacturer. Medallion architecture on Databricks, AI-powered natural language querying, z-score anomaly detection, and 10 production dashboards covering 14 markets — shipped in 12 weeks.

Conversational Analytics Prototype - Beyond Dashboards

Interactive prototype demonstrating the future of data analytics: natural language queries, proactive insights, and zero-training data exploration. Built to show what comes after traditional dashboards.

TUVA Digital Neighborhood Watch Platform - Swift & Java Development

Complete neighborhood watch platform with Swift iOS and Java Android apps, MongoDB backend, and real-time reporting features for community safety and digital surveillance.

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