Why Most AI in Procurement Fails and Where the Real ROI Comes From

by Nikolai Pavlov | Apr 9, 2026 | AI-Enhanced Forecasting

ERP Transformation and Planning: Why Forecasting Breaks Down

by Nikolai Pavlov | Apr 9, 2026 | Integrated Planning & Reporting

Planning in Mid-Sized Companies: Why It Fails Under Pressure

by Nikolai Pavlov | Apr 9, 2026 | Integrated Planning & Reporting

Why Cost Volatility Exposes Weak Discipline in Finance

by Nikolai Pavlov | Apr 8, 2026 | Integrated Planning & Reporting

Cost Volatility Exposes Weak Discipline: A CFO Framework for Resilient Planning

by Nikolai Pavlov | Feb 13, 2026 | Articles

Key takeaways for CFOs Cost volatility does not create margin erosion, weak decision discipline does. 65% of CFOs are actively adjusting forecasts due to volatility (PwC). Tariff pass-through averages 45%, meaning internal discipline determines margin outcomes...