Zenera and Broadcom: Bringing Autonomous Intelligence to Enterprise Applications

The Enterprise AI ROI Opportunity: Quantifying Generative AI Impact

As per McKinsey, Generative AI could unlock $2.6–$4.4 trillion in annual corporate profit, boosting productivity by 15–40% and automating 60–70% of work. The largest gains come from customer operations, marketing & sales, software engineering, and R&D, with labor productivity rising 0.1–0.6% annually through 2040.

The Enterprise AI ROI Challenge: Beyond Infrastructure to Application Intelligence

While enterprises report operational efficiency gains and see productivity improvements from AI pilots, most struggle to move beyond proof-of-concept deployments. The missing link isn't infrastructure alone—it's application-level intelligence that transforms how users interact with enterprise software.

Real ROI requires two components:

Private, secure, and scalable AI infrastructure that ensures privacy, compliance, and performance
Application intelligence that embeds AI into workflows and adapts to existing enterprise applications

The Solution: Bridging Infrastructure and Intelligence

Broadcom and Zenera address both requirements:

VMware Private AI Foundation with NVIDIA: Enterprise-Grade Infrastructure

Broadcom and NVIDIA have collaborated to develop the joint AI platform called VMware Private AI Foundation with NVIDIA. VMware Private AI Foundation with NVIDIA, Broadcom and NVIDIA aim to unlock AI and unleash productivity with lower TCO. This platform enables enterprises to fine-tune LLM models, deploy RAG workflows, and run inference workloads in their data centers, addressing privacy, choice, cost, performance, and compliance concerns.

This joint platform simplifies AI deployments for enterprises by offering Model Store, Air-Gapped Support, Model Runtime, NVIDIA NIM™, NVIDIA Blueprints, and more.

Built and run on the industry-leading private cloud platform, VMware Cloud Foundation, VMware Private AI Foundation with NVIDIA includes NVIDIA AI Enterprise, NVIDIA NIM inference microservices for the latest AI models — including NVIDIA Nemotron models and top community models — and NVIDIA Blueprints.

VMware Cloud Foundation (VCF), VMware's full-stack private cloud infrastructure solution, provides a secure, comprehensive, and scalable platform for deploying and managing AI workloads, offering organizations agility, flexibility, and scalability to meet their changing business needs.

Zenera: Transforming Enterprise Applications

Zenera transforms enterprise apps from complex systems into intuitive, self-evolving partners.

Why Enterprises Need AI

Modern enterprise applications are incredibly complex—spanning thousands of APIs, extensive documentation, and multiple GUIs. This complexity often overwhelms users and slows down operations. AI revolutionizes this landscape by enabling natural-language interaction, so employees can simply ask for what they need. What once took hours or days—searching through dashboards, writing queries, or navigating workflows—can now be accomplished in seconds.

What Zenera AI Does for Enterprises

Zenera brings enterprise-grade intelligence directly into existing applications. It operates within the application's constraints, ensuring reliability, compliance, and security. For users, Zenera delivers trusted, explainable outputs embedded in their workflows. For product teams, it makes it simple to build and extend AI-powered experiences—so applications continuously evolve, while maintaining the trust enterprises demand.

Zenera's Meta Agent: A Revolutionary Step Beyond Today's AI

Unlike traditional AI assistants or copilots, which rely on predefined functions and rigid workflows, Zenera's Meta Agent represents a fundamental shift. It is a self-coding, self-evolving AI engine that integrates directly into enterprise applications and continuously adapts to business needs.

What Makes the Meta Agent Revolutionary

1
Defines Functions on the Fly: Rather than relying on a static library of tools, the Meta Agent creates the functions required in real time, writing and executing code instantly based on each request.

2
Deep Application Awareness: It understands an enterprise's APIs, GUIs, and knowledge bases, building a live model of constraints unique to that environment.

3
Generates Complete Experiences: From business logic to user interfaces and backend functions, it produces end-to-end capabilities instantly without rewrites or manual intervention.

4
Turns Every User into a Super-User: Just as coding copilots revolutionized developer productivity, the Meta Agent elevates every enterprise user by enabling them to request tasks in natural language and receive contextual, actionable outputs.

5
Rapid Iterations of the AI deployment: Changes to AI working has to be done in a matter of minutes without the lengthy release cycle of traditional software development.

6
Learns and Evolves: The Meta Agent continuously self-improves, discovering new workflows and optimization paths, and adapting over time to make applications smarter and more autonomous.

In short, Zenera's Meta Agent is not simply an add-on assistant. It is a revolutionary, in-app intelligence layer that makes enterprise applications adaptive, continuously evolving, and capable of delivering unprecedented productivity gains.

Proof in Action: Broadcom's ANS Division Case Study

Broadcom's Application Networking and Security (ANS) division demonstrates the strength of this collaboration, showing how VMware Private AI Foundation with NVIDIA and Zenera's Meta Agents are helping shape the next generation of enterprise solutions. Their focus has been on building secure, private, and cost-efficient AI-powered solutions that meet customer needs and prepare for future enterprise demands.

Areas of Complexity

Extensive Knowledge Surfaces: Enterprise applications involve thousands of APIs and millions of documents that can overwhelm traditional approaches.
Multiple Interfaces: Users often switch between different GUIs, creating inefficiencies and slowing productivity.
Human and agent limitations: Manual work and siloed agents cannot keep pace with system complexity.
Managing large, diverse code bases requires significant developer resources, even for routine updates.

Deployment Highlights

Natural-Language Interface: With Zenera's Meta Agent, users can now simply ask the system to perform actions. Responses may include simple Retrieval Augmented Generation (RAG) outputs or complex multi-application workflows. In every case, results appear within the familiar application interface, formatted for clarity and ease of use.
Unified Constraint Modeling: APIs, documentation, and GUIs are integrated into a single, coherent model, making it easier to extend and maintain applications.
On-Demand Feature Creation: The Meta Agent dynamically generates production-ready, context-aware code, enabling applications to evolve continuously without requiring rewrites.
Seamless User Experience: End-users experience a consistent interface that masks underlying complexity, boosting confidence and productivity.
Transparent & Explainable AI: Built-in reasoning graphs and human-in-the-loop options ensure outputs are auditable and trustworthy.

Positive Business Impact

By embedding Zenera, Broadcom ANS is evolving its platforms into autonomous, user-friendly systems that adapt rapidly to customer needs. This shift reduces complexity, accelerates delivery of new capabilities, and strengthens the value delivered to enterprise customers—all while maintaining the highest standards of security and privacy.

The Path Forward: From Pilot Purgatory to Production Success

This joint solution offers enterprises a proven framework:

1
Foundation First: Secure, scalable infrastructure with VMware Private AI Foundation.
2
Application Intelligence Layer: Zenera's Meta Agents embedded directly in enterprise workflows.
3
Continuous Learning: AI systems that evolve with business processes.
4
Measurable ROI: From experiments to enterprise-grade deployments.

Conclusion: Accelerate Enterprise AI Deployments

The Broadcom–Zenera collaboration offers a successful way forward by combining strong infrastructure with in-app intelligence, enabling enterprises to close the learning gap that causes AI pilots to stall and realize the economic benefits of enterprise-grade AI deployments.

This is more than just a joint solution—it's a new enterprise AI paradigm: secure, explainable, application-aware, and designed for production at scale. For organizations ready to move beyond pilot challenges, Broadcom and Zenera deliver the infrastructure, intelligence, and proof needed to succeed.

Ready to accelerate your enterprise AI journey with Broadcom and Zenera?

1. To explore how Zenera can enhance your enterprise applications, contact sales@zenera.ai

2. For more information about VMware Private AI Foundation with NVIDIA, please visit the VMware Private AI Foundation

3. For recent updates on VMware Private AI Foundation with NVIDIA please read this VMware blog