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Article September 29 2026
... the 2026 Hype Cycle. AI observability acts as a telemetry layer that detects silent failures and plausible but incorrect outputs that traditional monitoring tools were not designed to assess. Gartner notes that the market remains immature and fragmented, with many providers covering only a single layer ...
Article October 14 2026
... risk monitoring approaches that support faster decision making. Gartner recommends empowering frontline risk owners to act on key risks while establishing clear escalation triggers and decision criteria. Embedding risk guidance directly within business workflows allows organizations to monitor and manage ...
Premium Research Nov 2025
... show value. After initial success, data scientists and AI architects must use MLOps practices to scale ML by automating training, deployment, and monitoring. This research provides a roadmap for MLOps maturity. Overview Analysis Guidance Gartner Recommended Reading Notes Gartner Research ...

Analyst(s):   Cuneyd Kaya   |   Sumit Agarwal
Premium Research Nov 2025
... Augmented data quality solutions offer profiling, monitoring, rule discovery and more, supporting data quality assurance within a broader data and analytics strategy. This note guides data and analytics leaders to learn from ratings and reviews by their peers shared on Gartner Peer Insights. Gartner ...

Analyst(s):   Peer Community Contributor
Premium Research Jan 2026
... limits of the current 1:1 HRBP alignment model. This research helps CHROs redeploy HRBP expertise in an AI-infused HR function by implementing strategic talent leader pods, rethinking HRBP capacity allocation, service delivery, function design, and collaboration. Insights at a Glance The Structural Problem ...

Analyst(s):   Chirag Aggarwal
Research Jun 2025
... a Gartner client? Talent management leaders must prioritize technology with the greatest business value, or they risk creating an imbalance between centralization and manager empowerment. This Hype Cycle provides insights on the value of emerging technologies impacting these talent activities. Analysis ...

Analyst(s):   Laura Gardiner
Research Dec 2025
... client? As AI transforms IT application services, organizations must ensure operational excellence to fully realize AI-driven value. Focusing on monitoring, cost transparency, and agile contract management drives lasting value, accountability, and resilience in AI-enabled IT services partnerships. Overview ...

Analyst(s):   Katarzyna Fonteyn   |   Jaideep Thyagarajan   |   Luis Pinto   |   Sundar Viswanathan
Research May 2026
... Access Insights Already a Gartner client? CISOs are under immense pressure to adopt GenAI and AI agents to secure enterprise AI. They must do so without causing deskilling and burnout. This note calls for a human-centric approach to AI and offers three suggestions to ensure AI innovation in cybersecur ...

Analyst(s):   Christine Lee
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