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Premium Research Jul 2025
... As the head of R&D, you’re in a complex business climate. You must quickly understand key organizational initiatives, business models, industry trends, financial strategies and risks. This is especially true if you’re in a new industry. Use this research to build business acumen essential for your role ...

Analyst(s):   Trevour Kelleher   |   Carolyn Botz   |   Wallace Puckett
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Premium Research Jul 2025
... As multiagent systems develop, providers will be forced to innovate pricing models that account for new ways that resources are consumed and incentivized. Product leaders who incorporate product capabilities and packaging approaches that support fractional monetization will be best positioned to benefit ...

Analyst(s):   Radu Miclaus   |   Ray Valdes
Premium Research Oct 2025
... which is impacting supply chains designed to only manage new merchandise. This research advises retail CSCOs on how to incorporate the secondhand model into their existing operations in order to seize new opportunities. Overview Introduction Analysis Gartner Recommended Reading Gartner Research ...

Analyst(s):   Tom Enright   |   Gerhard Grimm
Premium Research Oct 2025
... increased operational costs and challenges in interoperability. CIOs and other innovation leaders must embrace geospecific datasets and open-source models. Overview Strategic Planning Assumption(s) Analysis A Look Back Gartner Recommended Reading Gartner Research ...

Analyst(s):   Ran Xu   |   Mukul Saha   |   Katja Ruud   |   Gaurav Gupta
Premium Research Sep 2025
... implementation due to a disconnect between policy documentation and technical execution. Data and analytics leaders must bridge this gap by embedding model risk controls directly into infrastructure and making data and AI pipelines self-validating. Overview Strategic Planning Assumption Introduction Analysis ...

Analyst(s):   Priya Sundararaman   |   Lauren Kornutick   |   Sumit Agarwal   |   Afraz Jaffri
Premium Research Aug 2025
... Large language models and knowledge graphs stand out as two key technologies driving advancements in AI. This research helps data scientists to explore how integrating KGs can enhance LLMs, specifically retrieval-augmented generation, by improving factual accuracy, contextual grounding, and enabling ...

Analyst(s):   Maryam Hassanlou   |   Soyeb Barot
Research Jul 2025
... Gartner client? Senior infrastructure security leaders face challenges in optimizing vendor contracts due to misaligned support tiers, complex licensing models and a lack of data-driven negotiation. Accurate data analysis and tailored negotiations ensure cost-efficient agreements that enhance infrastructure ...

Analyst(s):   Aaron McQuaid   |   John Watts
Research Aug 2025
... Access Research Already a Gartner client? Testing AI-based applications is a new challenge. Specifically, large-language-model-based applications show nondeterministic behavior unsuitable for traditional software testing. Software engineering leaders must introduce statistical methods and evaluations ...

Analyst(s):   Joachim Herschmann   |   C.A. Swan   |   Sushant Singhal
Premium Research Sep 2025
... CMOs use hybrid models with centralized and decentralized teams for efficiency and impact. Realignments of these teams can be costly and ineffective. Use these insights to ensure success by validating the need for restructuring, setting optimal reporting lines and securing stakeholder buy-in. Overview ...

Analyst(s):   Amy Abatangle
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