Resources
A reference library of finance and AI statistics. Every figure is traced to a primary source and kept current.
- AI financial model riskUpdated July 2026
AI Financial Model Risk and Governance: Statistics (2026)
Verified statistics on AI financial model risk and governance: accuracy benchmarks, shadow AI in finance, audit gaps, and EU AI Act rules.
- AI in finance statisticsUpdated July 2026
AI in Finance: Adoption and Reality Statistics (2026)
How many finance teams use AI, where agents are heading, and why most enterprise AI efforts still fall flat. The 2026 numbers, with primary sources.
- financial forecast accuracy statisticsUpdated July 2026
Financial Forecast Accuracy and Budget Cycle Statistics (2026)
How accurate are corporate forecasts, and how long does the annual budget really take? The data, with primary sources, sample sizes, and years.
- fractional CFO statisticsUpdated June 2026
Fractional CFO Statistics: Demand, Pay, and the Engagement Model (2026)
How fast fractional CFO demand is growing, what fractional and full-time CFOs earn, and how the engagement model works. The 2026 numbers, with primary sources.
- LLM reliability statisticsUpdated July 2026
LLM Reliability: Hallucination, Consistency, and Reasoning Statistics (2026)
How often do LLMs hallucinate, how consistent are they run to run, and where does reasoning break down? Verified LLM reliability data, a source per figure.
- spreadsheet error statisticsUpdated July 2026
Spreadsheet Errors and Risks: Statistics and Notable Failures (2026)
How often do spreadsheets contain errors, how much does finance still rely on them, and what have spreadsheet mistakes cost? The data, with primary sources.
- finance engineer statisticsUpdated July 2026
The Finance Engineer Role: Job Posting Statistics (2026)
We scanned 421 employer job boards and 27,278 open postings for finance engineering roles. 37 verified requisitions: titles, departments, tools, pay.
- finance function cost as percentage of revenueUpdated July 2026
What a Finance Function Costs: Benchmark Statistics (2026)
Finance cost as a share of revenue, finance FTEs per $1bn, and where finance time goes. Benchmark data with primary sources and sample sizes.
- FP&A productivity statisticsUpdated July 2026
Where FP&A Time Actually Goes: Productivity Statistics (2026)
How much of FP&A time reaches analysis, and what stops the rest getting there. Verified time-allocation data for financial planning, a source per figure.