Gartner’s CDAO Agenda Survey 2026 delivers a clear message to data and analytics (D&A) leaders: the highest return on AI investment comes from analytics and decision-making use cases—not from experimentation or code generation alone. Gartner reports that organizations embedding AI directly into analytics workflows achieve up to 42% higher business impact, driven by faster insight, improved decisions, and stronger stakeholder outcomes.
This is precisely the problem space NEMESIS AI was built to address.
The Gartner Imperative: AI That Drives Decisions
According to Gartner, most D&A organizations have adopted AI unevenly—often prioritizing productivity gains like automated code generation while underutilizing AI for analytics, scenario modeling, and decision support. As a result, many leaders see faster delivery, but not better decisions.
Gartner also highlights a looming shift: by 2028, 60% of dashboards will be replaced by GenAI-powered narratives and visualizations, while analytics workflows increasingly integrate multimodal data, scenario simulation, and prescriptive intelligence.
The implication is clear: AI must move beyond insight generation and into decision execution—safely, transparently, and at scale.
Enter NEMESIS AI: Decision Intelligence, Accelerated
NEMESIS AI is Aviana’s generative AI decision-intelligence layer, designed to accelerate insight, scenario analysis, and operational action on top of trusted enterprise data and predictive models. It does not replace data science. Instead, it amplifies human expertise once the data foundation and governance are in place.
Where typical GenAI tools optimize for content creation, NEMESIS AI is optimized for decisions—a distinction that mirrors Gartner’s call to prioritize analytics-driven AI use cases over surface-level productivity gains.
How NEMESIS AI Directly Addresses Gartner’s Findings
Gartner identifies analytics, scenario simulation, and multimodal insight generation as the AI capabilities delivering the highest business value. NEMESIS AI operationalizes these capabilities in production environments:
- Prompt-Driven Analytics & Narrative Reporting
Business users and executives interact directly with governed datasets and model outputs using natural language—aligning with Gartner’s forecast of GenAI-powered analytics replacing static dashboards. - Scenario Modeling & What-If Analysis
NEMESIS AI enables organizations to test decisions before they are deployed—supporting Gartner’s emphasis on AI-driven business simulation for prescriptive action and higher ROI. - Unstructured & Multimodal Data Intelligence
In line with Gartner’s research on heterogeneous data analytics, NEMESIS AI converts documents, text, and voice into model-ready inputs, expanding insight beyond traditional structured data. - Governed, Auditable AI by Design
Gartner warns that weak governance undermines sustainable AI value. NEMESIS AI is built for regulated industries, delivering explainable, auditable outputs that preserve trust and compliance.
From Insight to Impact
Gartner cautions D&A leaders against chasing fragmented pilots or isolated AI wins. The highest performers are those who weave AI consistently into analytics and decision workflows—the very operating model NEMESIS AI enables
With 25 years of analytics experience in regulated environments, Aviana built NEMESIS AI to be production-ready, enterprise-safe, and outcome-driven. It transforms trustworthy data and predictive models into faster, smarter decisions—without sacrificing governance, transparency, or control.
The hard work of data and analytics is already done.
NEMESIS AI ensures that work actually drives decisions—and delivers the ROI Gartner says is possible.
Source: Gartner, “CDAO Agenda Survey 2026: Analytics Use Cases Deliver the Highest ROI on AI,” April 2026.
