RESEARCH
The Frontier Index
A proprietary benchmark that measures enterprise AI readiness across ten industries and five capability pillars. The Frontier Index cuts through marketing narratives to reveal where organizations genuinely stand in their AI transformation—and how fast the leaders are pulling away.
What We Measure
Five pillars that determine whether an enterprise can actually operationalize AI.
The Frontier Index evaluates organizations across five interdependent capability pillars: AI Strategy (the clarity and ambition of the enterprise AI vision), Data Infrastructure (the readiness of data systems to support AI at scale), Talent & Skills (the depth of AI expertise and the organization's capacity to build it), Governance (the maturity of risk, ethics, and compliance frameworks), and Operational Integration (how deeply AI is embedded into core business processes versus confined to experimental sandboxes).
Each pillar is scored from 0 to 100 based on a weighted composite of quantitative metrics and qualitative assessment. The aggregate produces a single Frontier Index score that allows meaningful comparison across industries, geographies, and time.
PILLAR BREAKDOWN
Where enterprises are strongest—and where they fall short
Across all industries, strategy scores highest while operational integration remains the weakest pillar. Most enterprises have an AI vision. Far fewer have embedded AI into how work actually gets done.
Average Score by Pillar (all industries)
Methodology
The Frontier Index is built on three data sources. First, a structured survey of 1,200+ enterprise leaders across ten industries, covering strategy, data, talent, governance, and operational deployment. Second, proprietary engagement data from xefai advisory work, giving us ground-truth visibility into what organizations actually look like on the inside. Third, public and regulatory data on AI investment, patent activity, workforce composition, and reported AI incidents.
Scores are normalized within each pillar and then weighted based on empirical importance: pillars that more strongly predict successful AI scaling receive higher weight. The weighting model is recalibrated annually as the relationship between capabilities and outcomes evolves. We publish the methodology in full so that the index can be scrutinized and used with confidence.
INDUSTRY RANKINGS
Where industries stand in 2025
Technology leads, but the gap between sectors is widening. Financial services and pharma are advancing fast, while construction and public sector remain in the early stages of meaningful AI adoption.
Frontier Index Score by Industry (2025)
TREND
The readiness gap is accelerating
Average scores are rising, but the top quartile is pulling away dramatically. Between 2021 and 2025, top-quartile enterprises increased their Frontier Index score by 40 points. The average improved by 34. The gap is compounding.
KEY FINDINGS
What the data tells us
Governance is the bottleneck
The lowest-scoring pillar across every industry is governance. Enterprises are investing heavily in AI capabilities while systematically underinvesting in the frameworks needed to deploy those capabilities responsibly and at scale. This is not a compliance issue—it is an operational one. Without governance maturity, scaling stalls.
Talent defines the ceiling
Organizations with above-median talent scores are 3.2x more likely to have AI embedded in three or more core processes. Talent is not just about hiring data scientists. It is about building AI literacy across the enterprise and redefining roles to work alongside AI systems rather than around them.
Strategy without integration is theater
78% of surveyed enterprises report having an AI strategy. Only 23% score above 40 on operational integration. The gap between articulating a vision and embedding it into the way the organization operates remains the central failure mode of enterprise AI programs.
Industry convergence is a myth
The narrative that all industries are converging toward AI maturity is not supported by the data. The spread between top and bottom industries has widened every year since 2021. Structural differences in data availability, regulatory environment, and workforce composition create persistent advantages for some sectors over others.
Benchmark your organization
The Frontier Index is available as a custom assessment for enterprises that want to understand exactly where they stand—and what it will take to close the gap.