Manual data fixes consume up to half of senior finance time at 36% of firms FERF surveyed
FERF's survey of 116 finance executives found that at 36% of their organizations, senior staff spend 31% to 50% of their time fixing data by hand. Those are the people who would have to install the AI tools 53% of the firms plan to fund heavily, while only 10% of firms invest aggressively in retraining.
Reality
- Evidence40
- Adoption15
- Hype gap+15
- Incentives65
- Confidence45
AWS puts a chatbot in front of its 18-tab deal-pricing spreadsheet
AWS's pricing team turned an 18-tab Excel model for evaluating customer deals into a chatbot, finance chief John Felton told Fortune. It gives pricing staff a plain-language way to question that model inside a $169 billion annualized business.
Reality
- Evidence35
- Adoption25
- Hype gap+10
- Incentives70
- Confidence40
Finance teams spend 26% of their working week verifying or correcting AI output, Datarails found in a survey of 270 CFOs. The study counts that labour and the budget overruns but not the hours AI saves, so the case that checking eats the savings is unproven.
Reality
- Evidence30
- Adoption45
- Hype gap+40
- Incentives75
- Confidence50
Claude tops the AI tools finance teams use while finance-built rivals are still emerging
Anthropic's Claude leads finance teams' AI use at 41% in a CFO Connect poll of 215 senior finance staff, where 67% now use AI. Finance-built AI tools are competing with AI features added to the software those teams already run.
Reality
- Evidence40
- Adoption62
- Hype gap+20
- Incentives70
- Confidence42
Bank of America's CashPro now benchmarks clients' payment efficiency against peers
Bank of America added AI peer benchmarking to CashPro, a platform that processed 213 million payments in the first half of 2026. The bank says clients want such tools to free staff from manual work, not to restructure teams, so the firmest number is its payment volume.
Reality
- Evidence40
- Adoption30
- Hype gap+15
- Incentives70
- Confidence55
A 20-minute Sapien rebuild turned $10M of claimed Carlex EBITDA into a $2M drag
Neo led Sapien at a $180 million valuation with no round size attached, so the figure worth weighing is the $12 million of margin that changed sign inside one Carlex division, on evidence the seller supplied.
Reality
- Evidence38
- Adoption45
- Hype gap+32
- Incentives72
- Confidence44