
AI Data Analytics Blog
Practical insights on AI data analytics, data privacy and self-service analytics.

Natural Language BI 2026: Definition & Vendor Landscape
Natural Language BI explained: definition, four-layer architecture, 8 vendors compared, and when it pays off for mid-market teams.

AI Data Analytics in Controlling: Monthly Close in Minutes
AI data analytics in controlling: how mid-market finance teams collapse three days of monthly-close prep to 20 minutes. Honest numbers, clear limits, concrete setup.

Shopware Analytics Alternative: 5 Analyses That Are Missing
Shopware Analytics shows revenue — but not return rate per product, true ROAS, or assortment gaps. Five analyses most merchants lack, plus a live market-comparison example.

8 AI Analytics Tools Compared 2026: Real Pricing, Strengths & Weaknesses
ThoughtSpot from €25,000/year, oneAgent €500/month, Julius AI €18/month: We benchmark 8 AI analytics platforms for mid-market companies — with real pricing, honest weaknesses, and clear recommendations for European buyers.

Bitkom 2026: 41% of German Firms Use AI — and a Third Are Overpaying
41% of German companies now use AI — double the 2025 figure. A third report unexpectedly high costs, 53% cite legal uncertainty. What's behind the Bitkom 2026 numbers and what mid-market firms must do differently.

Entering Company Data into ChatGPT? Why That's Risky — and What the Alternative Is
Many employees use ChatGPT with company data — often without knowing what happens to it. We explain the risks and show a secure alternative for AI data analytics.

Databricks Genie vs. oneAgent: Does the Mid-Market Really Need Agentic Engineering?
Databricks Genie Code promises autonomous data engineering via AI. Sounds impressive — but does a mid-sized company actually need it? An honest comparison with numbers, facts, and a clear recommendation.

Returns Analysis: Which Products, Customers, and Channels Are Eating Your Margin?
Most retailers know their return rate — but not which products, channels, and customer segments are actually killing their margin. We show how a cause-based returns analysis works and why it's critical for e-commerce profitability.

AI Act 2026: What Already Applies Despite the Delay
The EU has postponed high-risk AI obligations to December 2027. But many rules have been in effect since February 2025 — and they apply to every company using AI. A clear overview of what you need to do now.

Shopware Analytics Not Enough? How to Get Deeper Insights into Your Shop Data
Shopware Analytics is still in beta and struggles with large data volumes. Learn how to connect your shop data with ERP, CRM, and marketing — for decisions based on the full picture.

76% of IT Leaders Say Data Silos Block AI — Here's How to Break Them
Data silos are the biggest obstacle to AI in mid-market companies. 76% of IT leaders confirm it. We show why traditional integration approaches fail — and how ready-made connectors let you start immediately.

Power BI Copilot: Over EUR 5,000/Month — Are There Alternatives for Mid-Market Companies?
Microsoft is making Power BI Copilot the standard — but costs start at EUR 5,258 per month. We break down what Copilot offers, where it falls short, and what alternatives exist for mid-market companies.

Shadow AI: Why Your Employees Are Secretly Feeding Company Data to ChatGPT
80% of companies use AI — but fewer than half have security controls in place. Shadow AI is already a reality. We explain why bans don't work and what does.

Which Products Are Truly Profitable? How to Calculate the Real Contribution Margin per Item
Most e-commerce dashboards show revenue — but not which products actually make money after marketing, fulfillment, returns, and payment costs. Here's how to calculate the real contribution margin per item.

96% Wrong: Why ChatGPT Fabricates Your Business Data
A recent study shows: ChatGPT returns incorrect CEO names for 96% of DACH mid-market companies. We explain why generative AI fails at business data — and how deterministic analytics solves the problem.
Comparisons & Alternatives
All comparisons →How does oneAgent compare to other AI analytics platforms? Honest side-by-side comparisons with concrete numbers.