Which AI Agent Framework Should You Use?—A Leader’s Guide
Apply Essential Knowledge About AI Capabilities, Governance, And Collaboration
On December 10, Kiumarse Zamanian, PhD (Senior Product Executive) joined me on “What’s the BUZZ?” and shared how you can select the best AI agent framework for your business. AI agents will transform how businesses operate and offer unprecedented levels of automation, collaboration, and productivity. Selecting the right AI agent framework for your business is a critical first step because of the technology’s enterprise readiness. So, where should you start? Here is what we’ve talked about…
Understanding AI Agents and Their Capabilities
AI agents represent a new frontier in automation, leveraging large language models (LLMs) to plan, learn, self-correct, and collaborate. AI agents autonomously break down complex objectives into actionable tasks. They work collaboratively, much like a human project team.
For example, in the near future, you might assign an AI agent the goal of organizing a client briefing, and it could delegate tasks like creating slides, booking a venue, and coordinating logistics—all with minimal human intervention.
This capability extends far beyond chatbots responding to simple prompts. It’s about orchestrating multiple agents specialized in distinct tasks to achieve broader objectives.
Businesses must evaluate their needs carefully and ensure the framework they choose supports context retention, memory management, and domain-specific functionality.
Pre-order Audiobook edition: AI Leadership Handbook
Andreas Welsch uses real-world knowledge and examples from interviews with over 60 leaders and experts in AI to help you both introduce and incorporate AI into your organization, from aligning it with your business strategy to turning new-to-AI employees into passionate multipliers to making sure humans stay at the center of your AI use. After reading this book, you will be able to confidently implement AI in your business, no matter your industry.
Expanding the Foundation of Responsible AI
As AI agents gain autonomy, governance and control become non-negotiable. Governance starts with defining the rules AI agents must follow, such as ethical guidelines, legal requirements, or brand-specific tones. These rules can be built into the framework, allowing agents to self-check their outputs or call APIs to verify compliance.
For example, in healthcare, agents must adhere to strict privacy regulations when handling patient data. Similarly, in retail, AI agents might need to follow brand guidelines for customer interactions.
» You really want to make sure that you've got a framework that allows you to build in those kind of Governance rules. «
— Kiumarse Zamanian, PhD
Control mechanisms are equally vital. Without proper safeguards, AI agents might make decisions that inadvertently harm a business or its customers. Consider a rogue agent that continuously scrapes websites for data, violating ethical or legal boundaries. Effective frameworks include built-in checks to prevent such scenarios, ensuring agents remain aligned with organizational goals.
Moreover, assigning “monitoring agents” to oversee others can add an additional layer of security. These agents act as sentinels, tracking information exchanges and ensuring adherence to predefined governance rules.
Building Collaborative AI Ecosystems with Interoperability
AI agents rarely work in isolation. For businesses to harness their full potential, interoperability across frameworks and platforms is crucial. Currently, the AI agent landscape is evolving, with vendors offering varying degrees of compatibility. Some frameworks, like Microsoft AutoGen, prioritize platform-specific capabilities, while others aim for neutrality, fostering cross-platform collaboration, like Crew AI.
The challenge lies in ensuring agents from different vendors—or even different organizations—can communicate seamlessly. Emerging standards offer a glimpse into what the future might hold. These protocols facilitate message passing between agents, enabling interoperability much like HTTP enabled the internet.
For instance, imagine a sales agent from one company negotiating directly with a procurement agent from another, seamlessly sharing data to finalize a deal. Businesses must advocate for open standards and evaluate frameworks prioritizing flexibility and scalability.
Summary
AI agents offer transformative potential for businesses, from automating tasks to eventually fostering interdepartmental and intercompany collaboration. To select the best framework, focus on understanding agent capabilities, ensuring robust governance and control, and preparing for interoperability in an evolving ecosystem.
Now’s the time to experiment. Start small, explore frameworks that align with your business needs, and keep scalability in mind as you build. By taking these steps, you’ll not only harness AI’s potential but also position your organization as a leader in the next wave of digital transformation.
Learn how you can prepare your organization for this new wave of change and what challenges and opportunities of agentic AI to expect with my new courses on LinkedIn Learning.
Listen to this episode on the podcast: Apple Podcasts | Other platforms
Explore related articles
Become an AI Leader
Join my bi-weekly live stream and podcast for leaders and hands-on practitioners. Each episode features a different guest who shares their AI journey and actionable insights. Learn from your peers how you can lead artificial intelligence, generative AI & automation in business with confidence.
Join us live
January 14 - Ian Barkin (Founder, Investor, and Author) will share how to scale AI programs with citizen development.
January 21 - Nico Bitzer (CEO & Founder of Bots & People) will be on the show and discuss how large enterprises can increase the AI literacy of their teams with cohort-based upskilling.
February 11 - Joe Reis (Founder of Nerd Herd) will be on the show. [More details to follow…]
February 18 - Eduardo Ordax (Generative AI Lead at AWS) will join and share how you can build your first AI agents.
Watch the latest episodes or listen to the podcast
Follow me on LinkedIn for daily posts about how you can lead AI in business with confidence. Activate notifications (🔔) and never miss an update.
Together, let’s turn hype into outcome. 👍🏻
—Andreas
Thank you. Andreas, for the opportunity & all your efforts! Happy holidays and best wishes for a happy & successful 2025. 🙏