Blog

Knowledge from real projects.

No trend reports, just what actually worked in our projects – and what didn't.

102 Articles

Industrial AI
Ailio
Latest article

Predictive Maintenance with AI: Is Your Machine Data Ready?

Predictive Maintenance AI: Check whether your machine data can support a reliable pilot, compare fixed maintenance intervals and plan your next step.

21 October 2026 · 6 min read

Business Intelligence
Ailio

Business Intelligence Consulting: Requirements Before Tools

Business intelligence consulting: Use a BI requirements brief to define decisions, metrics, data sources and selection criteria before choosing software.

20 October 2026 · 6 min read

Strategy
Ailio

AI Consulting for SMEs: How to Evaluate Provider Claims

Evaluate AI consulting for SMEs with evidence: check references, data readiness, measurable deliverables and stop criteria before choosing your partner.

19 October 2026 · 6 min read

Governance & law
Ailio

Data Governance Roles and Responsibilities: Who Decides What?

Define data governance roles and responsibilities with a practical matrix, lean staffing, and escalation paths for disputed metrics and data access.

16 October 2026 · 6 min read

Data platform
Ailio

Microsoft Fabric vs Power BI: When Should You Make the Move?

Microsoft Fabric vs Power BI: Find out when Fabric makes sense for existing Power BI users, which licenses you need, and how to assess costs and benefits.

15 October 2026 · 6 min read

Data platform
Ailio

Databricks Consulting: How to Compare Project Proposals

Compare Databricks consulting proposals by work packages, deliverables, team responsibilities and operational handover—not just individual day rates.

14 October 2026 · 6 min read

Data platform
Ailio

Microsoft Fabric Consulting: What an Architecture Review Must Deliver

Microsoft Fabric consulting: Learn what an architecture review must deliver, from source systems and security boundaries to a practical implementation roadmap.

13 October 2026 · 6 min read

Business Intelligence
Ailio

Power BI Consulting: How to Assess Proposals and Scope

Choose Power BI consulting with confidence: assess proposals for data model audits, KPI documentation, clear acceptance criteria and knowledge transfer.

12 October 2026 · 6 min read

Governance & law
Ailio

AI Governance for SMEs: Roles, Rules and Approvals

AI governance for SMEs: Define clear roles, maintain an AI register and approve use cases based on risk, without slowing down useful business applications.

09 October 2026 · 6 min read

Data & AI
Ailio

AI Agents in Procurement: Which Tasks Can You Delegate?

AI agents in procurement: Learn how to compare quotes, prepare purchase orders and track deliveries with clearly defined access rights and approvals.

08 October 2026 · 6 min read

Data platform
Ailio

Data Platform Operating Costs: What Comes After Go-Live?

Plan data platform operating costs realistically: learn how storage, processing, integrations and support shape your budget after launch and as usage grows.

07 October 2026 · 6 min read

Governance & law
Ailio

How to Calculate an AI Business Case: Costs, Value and Uncertainty

Learn how to calculate an AI business case, assess costs, achievable time savings and error reduction, and prioritize investments using adoption scenarios.

06 October 2026 · 6 min read

Business Intelligence
Ailio

Measuring Data Quality: Metrics and Validation Rules for Your Team

Learn how to measure data quality with practical metrics and automated checks for completeness, timeliness, uniqueness and consistency across your data.

05 October 2026 · 7 min read