Austin, Texas, USA, March 30, 2026

Brad Shimmin, VP & Practice Lead at Futurum, reveals that nearly 59% of organizations are directing incremental budget toward semantic layers as accuracy concerns dominate AI trust.

The Futurum Group’s “1H 2026 Data Intelligence, Analytics, and Infrastructure Decision Makers Survey”, a two-wave enterprise data analytics survey of global decision-makers at organizations with $100 million or more in annual revenue (1H 2026: n=818; 2H 2025: n=839), finds that 44.5% of respondents plan to increase spending on semantic layers over the next 24 months, with an additional 14.4% planning to newly adopt. Combined, nearly 59% of enterprises are directing incremental budget toward a category that is rapidly repositioning from basic BI tooling to mission-critical AI trust infrastructure.

The survey reveals a broader shift: data teams are pivoting from aspiration to execution. “Building AI capabilities” and “Increasing trust in data” fell 5.6 and 6.5 percentage points, respectively, as top data team objectives, while measurable outcomes such as new business opportunities (+4.7 percentage points), SLA attainment (+3.5 percentage points), and project completion (+3.2 percentage points) surged. Skills shortages more than doubled to 10.4%, replacing budget as the binding constraint. The message from leadership: AI is funded; now deliver.

GenAI benefits are consolidating around specific, provable tasks. Documentation generation (+4.9 percentage points), task automation (+3.8 percentage points), and code acceleration (+3.2 percentage points) led gains, while “overall workflow efficiency” declined 6.0 percentage points. The market has moved past broad productivity promises toward discrete, measurable outcomes. Among GenAI and agentic AI prioritizers, production plus pilot adoption held essentially flat at approximately 47%, but “strong consideration” shrank by 8.3 percentage points as organizations encountered infrastructure barriers, including integration complexity (29.3%) and the lack of transactional write-back capabilities (24.6%).

AI failure modes have proven remarkably stable despite aggressive investment. MLOps complexity (12.0%) and integration difficulties (10.5%) remain the top two factors, virtually unchanged from 2H 2025. The only notable improvement: poor data quality dropped 3.5 percentage points. The newly tracked “lack of formal data contracts” response immediately captured 4.8%, signaling awareness that governance scaffolding around data exchange is a distinct failure vector.

Figure 1: The Semantic Layer as AI Trust Infrastructure

Three signals converge on the semantic layer as the survey’s most notable emerging theme. Beyond the 44.5% increase in planning spend, 25.4% explicitly prioritized investment in the semantic layer for 2026 (up from 24.4%), and trend awareness jumped 7.4 percentage points to 18.6%. The top reservation about GenAI replacing traditional analytics, accuracy, and hallucination risk at 24.9%, points directly to the semantic layer’s value proposition: providing a deterministic definition of business metrics that constrains LLM outputs and establishes auditable lineage.

Every expected technology trend gained ground simultaneously, averaging +7.9 percentage points, led by graph analytics (+10.8 percentage points), streaming RAG (+10.4 percentage points), and ethical data governance (+10.1 percentage points). AI-augmented and agentic analytics remain the top expected trend at 47.8%. The absence of any decline, however, warrants healthy skepticism; it likely reflects awareness inflation rather than uniform adoption.

“This enterprise data analytics survey reveals a market that has decisively shifted from building AI capabilities to delivering measurable business outcomes, and the semantic layer is at the center of that transition,” said Brad Shimmin, VP & Practice Lead, Data Intelligence, Analytics, and Infrastructure at The Futurum Group. “With accuracy and hallucination risk as the top GenAI reservation at 24.9%, and nearly 59% of organizations directing incremental budget toward semantic layers, this category is no longer about clean reporting. It is the firewall between probabilistic AI models and the deterministic business facts they need to get right. Vendors that position against the AI trust gap addressed by the semantic layer will capture the market; those still selling basic BI tooling will be left behind.”

• Semantic Layer as AI Trust Infrastructure: 44.5% plan to increase semantic layer spend, 14.4% plan to newly adopt, and only 6.1% have no plans. Trend awareness jumped 7.4 percentage points to 18.6%.
• Aspiration to Execution Pivot: “Building AI capabilities” fell 5.6 percentage points and “Increasing trust in data” fell 6.5 percentage points as top objectives, while execution-stage goals surged and skills shortages more than doubled to 10.4%.
• GenAI Benefits Consolidating: Documentation generation (+4.9 percentage points), task automation (+3.8 percentage points), and code acceleration (+3.2 percentage points) led gains, while broad “workflow efficiency” declined 6.0 percentage points.
• Agentic AI Polarizing: Production plus pilot held flat at approximately 47% among GenAI prioritizers, but “strong consideration” shrank 8.3 percentage points. Integration complexity (29.3%) and write-back limitations (24.6%) are the top bottlenecks.
• AI Failure Modes Stubbornly Persistent: MLOps complexity (12.0%) and integration difficulties (10.5%) remain the top failure factors, virtually unchanged. The newly tracked “lack of formal data contracts” immediately captured 4.8%.

The full “1H 2026 Data Intelligence, Analytics, and Infrastructure Decision Makers Survey Report” is available now for Futurum Intelligence subscribers. Non-subscribers can click here for more information.

About Futurum Intelligence for Market Leaders

Futurum Intelligence’s Data Intelligence, Analytics, and Infrastructure IQ service provides actionable insight from analysts, reports, and interactive visualization datasets, helping leaders drive their organizations through transformation and business growth. Subscribers can log into the platform at https://app.futurumgroup.com/, and non-subscribers can find additional information at Futurum Intelligence.

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