Free field guide ยท 30 pages ยท 2026
AI Use Cases in Finance
Forty use cases, each scored six ways. A demo is not a use case, so we rank the ones that pay back and show where to start.
โ 40 use cases: 22 in the finance function, 18 in financial institutions
โ Six scores for every one, so the ranking is explicit
โ Three waves that sequence the winners
โ Controls, model risk and a no-fly list
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95%
of enterprise generative AI pilots show no measurable P&L impact (MIT NANDA, The GenAI Divide, August 2025). Scoring is how you avoid being one of them.
What is inside
Every chapter ends with a Monday morning box. The full scoring sheet and templates are in Appendix A.
The method
Six scores for every use case
Each use case is scored the same six ways, and the machine doing the work (generative, analytical, predictive or agentic) is named first.
22 use cases
The finance function
Eight functions, scored on the four numbers that drive the sequence. The best place to start, because the data is structured and the baseline is already in the ledger.
18 use cases
Financial institutions
Seven functions, higher value and higher risk. Most are second or third wave, and the guide shows what each needs before it starts.
Sequencing
Three waves
Twelve first-wave use cases that pay back in under six months, then the ones that need more data or more control.
Governance
The stack and the control layer
The technology stack, the controls around it, model risk, and the no-fly list for what AI should not do in finance.
Worked in full
Corbin's finance function
The frozen case company, with its finance function worked end to end, and a view of who on the team does what.
The argument
A demo is not a use case.
A use case has data it can run on, an owner, a control around it and a payback you can measure. Most finance AI never gets that far. This guide scores forty of them so a finance leader can choose, sequence and defend the first twelve.
Who it is for
CFOs and finance leaders choosing where to start with AI.
FP&A and controllership teams who need a ranked list, not a vendor demo.
Operating partners sizing finance-function value in a portfolio company.
Finance professionals building skills for the AI-enabled function.
Also free
Read The AI Value Creation Model for the framework behind the scores, or try the LBO returns calculator.
Pick your first twelve this week
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About VCI Institute
VCI Institute is a nonprofit dedicated to building practical capability and shared standards for value creation in private equity. Its certification ecosystem, including the Certified Operating Partner in Private Equity (COPPE) and the Certified Value Creation Analyst (CVCA) tracks, serves operating partners, value creation professionals, and portfolio company leaders.