EVIDENT AI INDEX | BANKS
Key Findings Report
ABOUT THE EVIDENT AI INDEX FOR BANKS
The Evident AI Index for Banks benchmarks AI adoption and maturity across 50 of the world’s largest banks in North America, Europe and Asia-Pacific, using 75 indicators and millions of data points across four pillars: Talent, Innovation, Leadership and Transparency.
This year’s findings point to a sector in rapid acceleration. Banks are moving from building AI capability to proving impact, and putting the harnesses in place that let them scale AI without bottlenecks.
Read on to explore the key findings from the 2026 Evident AI Index, or download the full report for analysis beyond the rankings, including individual performance profiles of the leading banks and what sets them apart.
Join the Evident team on Tuesday, October 13 as we unpack the 2026 results and explore the latest insights on the state of AI adoption across the world's largest banks.
KEY FINDINGS
RAPID ACCELERATION
AI deployment across the banking sector has accelerated more in the past 12 months than at any point since the Evident AI Index launched in 2023. The average bank score rose 26% (9.6 points) year-over-year, nearly 3x the moving average observed in 2023–25.
THE WINNERS’ CIRCLE
The Index's leaders have remained remarkably consistent. Every bank in this year's top 10 has placed there before, and six have done so every year. JPMorganChase, Capital One and RBC remain the undisputed top three. JPMorganChase ranks first or second in all four pillars and has widened its lead over Capital One, which leads the Index for Talent and Innovation.
THE GAP IN REPORTED OUTCOMES
Banks are increasingly showing measurable returns from general productivity tools, but evidence of reported outcomes from individual use cases still lags. Only 12% of use cases report impact against operational KPIs, and barely 1% disclose concrete financial returns.
LEADERS DEMONSTRATE MORE TANGIBLE IMPACT
The top 10 banks are the ones backing up AI impact with real numbers, reporting more, and better, outcomes from their AI use cases. They account for 25% of use cases with impact claims, and their share grows at each higher tier of reported performance, up to and including tangible ROI.
LEADERS STAY AHEAD ON GENERAL PRODUCTIVITY COPILOTS
Results from developer tools are converging across banks, but leaders still report greater impact from general productivity copilots. This comes from stronger training, reusable prompts and data integration, as well as ways to scale employee best practices.
AI TALENT SHIFTS TO THE FRONT LINES
The fastest-growing AI talent is in the roles needed to industrialize what has already been built. AI Model Risk, Product Management and, especially, AI Enablement roles are expanding rapidly as banks invest in scaling deployment, redesigning workflows and managing more complex risks.
THE ERA OF BLUE-SKY RESEARCH IS OVER
Applied research remains central to how banks build AI capability, but its purpose has shifted. Among the banks publishing the most AI research, work on evaluating models has risen from under a quarter of papers to nearly a third. The focus is now on performance, controls and cost, including how much model capability a task really needs.
MORE BANKS PUT A NUMBER ON AI
Reporting of realized or projected AI ROI at the group level continues to grow, but it is far from standard practice. 12 banks now report a realized or projected return across their AI activities, up from 8 last year. Among the top 10, CommBank and TD Bank have both set their first targets since the last ranking update.
AI CONTROLS: HAVES AND HAVE-NOTS
Alongside the growth in use cases, advances in agentic AI are driving investment in automated guardrails and post-deployment monitoring. Evident's analysis points to an emerging divide: 80% of leading banks have adopted sophisticated control mechanisms, compared with just 40% across the rest of the industry.
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Evident AI Index for Banks | 2026 results
Join the creators of the Index to explore how the industry's frontrunners are adopting, scaling and embedding AI into their operations.
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Evident AI Index | Banks
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