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Cohere Launches Model Vault for Private Inference and Regulated Workloads

Tim Law, Kathy Lange — Wed, 08 Apr 2026 04:00:00 GMT

This IDC Perspective shares an overview of Cohere’s Model Vault, which addresses the growing dominance of inference in generative AI and agentic AI, particularly for regulated and mission-critical workloads. The Model Vault offers a single-tenant, private inference platform tailored for regulated workloads, addressing enterprise needs for data privacy, compliance, predictable performance, and operational control. As inference becomes central to generative AI, private and hybrid architectures are key to balancing innovation, governance, and efficiency.

“As inference overtakes training as the predominant workload, the challenge for regulated AI is balancing innovation, compliance, and control,” said Tim Law, research director, AI and Automation, IDC. “Private, single-tenant platforms can help firms balance those requirements for regulated workloads.”

IDC MaturityScape: AI-Fueled Organization 2.0

Wed, 08 Apr 2026 04:00:00 GMT

This IDC study is a guide for organizations planning to evolve their use of all AI technologies, including machine learning (ML), GenAI, and autonomous AI agents as they strive to improve innovation and operations, as well as customer, citizen, patient, or consumer engagement.

“Organizations are recognizing that scaling AI isn’t just a technology challenge, it requires a deliberate strategy, strong governance, and a culture ready to embrace AI-driven change. Those that align business priorities with a coordinated AI road map will be the ones to turn experimentation into measurable enterprise value.” — Andrea Siviero, global research lead, AI-Fueled Business Strategies at IDC

Beyond General-Purpose LLMs: The New Model Landscape Takes Shape

Tue, 07 Apr 2026 04:00:00 GMT

This IDC Perspective looks at the enterprise AI model landscape that is rapidly diversifying beyond general-purpose LLMs, with small, multimodal, domain-specific, and regionally optimized models filling critical gaps. This expansion introduces new complexities in model selection, sourcing, and governance, requiring enterprises to develop robust competencies in evaluation, architecture, and orchestration. Global competition is intensifying, and success hinges on aligning AI model strategies with business objectives, leveraging composite AI, and adopting flexible, AI-ready data architectures to optimize value and performance.

"As enterprises enter a multi-model, multimodal, multiagent era, the real question is: How will you navigate the expanding constellation of AI models to unlock business value?" — Tim Law, research director, AI and Automation, IDC

From Data to Disclosure: Sustainability Software Vendor Mapping and Capability Assessment

Amy Cravens — Tue, 07 Apr 2026 04:00:00 GMT

This IDC Tech Buyer Presentation provides a structured, buyer-oriented mapping of the global sustainability software market, using the IDC sustainability software taxonomy to organize solutions across environmental performance management, ESG reporting, supply chain transparency, emissions accounting, and resource optimization. The goal is to help enterprises cut through market fragmentation and compare vendors by capability breadth, depth, and specialization as sustainability becomes a core business imperative.

How AI Changes Digital Access into Accessibility

Melinda-Carol Ballou, Amy Loomis, Ph.D., Erica Spinoni — Tue, 07 Apr 2026 04:00:00 GMT

This IDC Perspective analyzes how AI is redefining digital accessibility from a compliance obligation into a strategic capability that drives inclusion, productivity, and innovation. By embedding accessibility into AI-enabled work, organizations expand participation, reduce risk, and unlock broader talent and creative potential across the enterprise.

"The journey to AI-driven accessibility is an ongoing transformation for organizations, one that requires vision, collaboration, and a commitment to continuous improvement. By embedding AI-supported checks and compliance for accessibility into every phase of technology adoption, organizations can ensure that digital innovation is truly inclusive and sustainable," said Erica Spinoni, IDC's Worldwide and EMEA AI-Enabled Future of Work.

IDC PeerScape: Practices to Develop a Security-Focused Third-Party Risk Management Program

Nick Kirtley — Tue, 07 Apr 2026 04:00:00 GMT

This IDC PeerScape explores how organizations are using third-party risk management to securely use third-party products and services. The alternative — not knowing what the risks are — could mean an organization falls outside its acceptable risk appetite.

“Using third parties is standard business practice to such a point that it’s impossible to think of modern business without it. However, with many examples of hacks and data breaches of third parties and critical vendors, it’s essential that organizations build a robust third-party risk management program, with at least a focus on IT security, but of course also other areas such as privacy, compliance, and legal,” says Nick Kirtley, adjunct research advisor for IDC’s IT Executive Programs (IEP).

MCP Dev Summit: Developers Driving the Future of Agentic Systems

Jim Mercer — Tue, 07 Apr 2026 04:00:00 GMT

The MCP Dev Summit North America 2026 marked a pivotal transition in the evolution of agentic AI, moving from experimentation to scaling and making it a production reality. The Model Context Protocol (MCP) has rapidly emerged as a foundational integration layer for connecting AI agents to enterprise systems, data, and workflows. With strong momentum from the Agentic AI Foundation (AAIF), the ecosystem is coalescing around open, interoperable standards. The event highlighted how developers are now central to operationalizing agentic systems, moving beyond isolated tools to composable, governed, and scalable architectures. As MCP matures alongside complementary frameworks such as Agent2Agent (A2A) communication and emerging commerce protocols, the industry is entering a phase where reliability, governance, and developer experience will define success.

NVIDIA GTC 2026: The Tokenization of Life Sciences and Healthcare

Nimita Limaye — Tue, 07 Apr 2026 04:00:00 GMT

This IDC Perspective discusses how NVIDIA is driving the tokenization of life sciences and healthcare, transforming complex biological and clinical data into computable assets that enable real-time insights and scalable AI adoption. It discusses how NVIDIA is combining full-stack infrastructure, agentic AI, and AI-native R&D models to accelerate the shift toward autonomous, intelligent, and continuously learning life sciences and healthcare enterprises.

"Across the continuum from molecular structures to patient records, NVIDIA is powering the tokenization of life sciences and healthcare data, transforming it into high-value, dynamic assets that deliver real-time intelligence, accelerate innovation exponentially, and enable data-driven decisions that underpin the next era of AI-enabled care," said Dr. Nimita Limaye, research vice president, Life Sciences R&D Strategy and Technology, IDC.

Project Prometheus Disruption: $100 Billion for Industrial AI

Jeffrey Hojlo, Alessandro Perilli, Alan Webber, Simon Ellis — Tue, 07 Apr 2026 04:00:00 GMT

This IDC Perspective explores the opportunities and implications for the manufacturing and broader industrial market of Jeff Bezos’ new venture Project Prometheus, and the corresponding (prospective) $100 billion fund, an investment platform slated to potentially buy, AI enable, and operate manufacturing organizations.

“Radical transformation and collaboration need to happen to achieve the vision for automated, augmented, and predictive Industry 5.0 manufacturing and operations that meet customer needs more quickly, or speed innovation into new areas like autonomous driving, robotics, or advanced space exploration. Project Prometheus promises to be the enabling platform for this transformation, at least technically and financially. It remains to be seen how this venture will support the organizational enablement, training, and ongoing services necessary to realize the full potential of AI,” said Jeffrey Hojlo, research vice president, Industrial Ecosystems, Business Networks, and Manufacturing Insights, IDC.

Agentic Commerce Reality and the Last Mile of Human Customer Experiences

Mon, 06 Apr 2026 04:00:00 GMT

This IDC Perspective discusses the importance of agentic commerce. Agentic commerce is beginning to reshape the buyer journey, but in uneven and uncomfortable ways: discovery is rapidly shifting to intent-driven, zero‑click, and agent‑curated results; experiences are becoming highly personalized yet less brand led; transactions are faster but leave accountability murky; fulfillment is quietly optimized rather than reinvented; and post‑purchase may end up as the last real arena for human-differentiated customer experience.

"Agentic commerce is often marketed as a simple story of the inevitability of smarter AI. That's far from true. This is a business soap opera about the dynamics of power, profit, and control," says Heather Hershey, research director of AI-Enabled Digital Commerce at IDC. "The progression of agentic commerce will be asymmetrical across various regions and domains. The result: the need for complex, new operational, and narrative strategies that appeal to humans and agentic AI interfaces concurrently."