Insights
Research-backed thinking on AI automation
Data from 700+ sources. No hype, no fluff, just what actually works.
Procurement
What AP Automation Actually Costs and Saves
Manual invoice processing costs $8.78-$15.00 per invoice. Automation drops that to $1.77-$4.00. Here's the full breakdown from real deployments.
March 2026 / 6 min read
Strategy
Why 95% of AI Projects Deliver Zero ROI
The data is clear: most AI budgets go to the wrong places. The 5% that succeed share a pattern that has nothing to do with technology.
March 2026 / 7 min read
Market Analysis
AI Automation for Nordic Construction and Manufacturing
12,000-21,500 Nordic companies in the sweet spot for automation. Most still run procurement through Excel and email. Here's the opportunity.
March 2026 / 8 min read