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February 15.2026
3 Minutes Read

Exploring the Shift from SaaS to Service Models in Agentic AI Solutions

Abstract design with vibrant colors, curves, and metallic surfaces.

Understanding Agentic AI in a Service-Driven World

As technology advances, so too must our understanding of the capabilities and implications of artificial intelligence (AI). The emergence of agentic AI marks a defining shift in how companies strategize their interactions with AI systems. Unlike traditional software that relies on human inputs, agentic AI systems are increasingly able to autonomously plan and execute tasks, redefining the traditional Software-as-a-Service (SaaS) contracting model.

The Transition from SaaS to Service-Oriented Contracts

For years, generative AI products operated comfortably under the SaaS model, where companies paid for access to software tools that required human initiation. However, as we embrace agentic AI—capable of acting independently to fulfill complex objectives—the nature of these relationships must evolve. No longer can we simply license software; it's now a matter of providing comprehensive services that encompass various aspects of interaction and oversight.

This transition requires redefining contracts to include business process outsourcing (BPO)-style features, such as detailed service definitions, warranties on performance, outcome-based service level agreements (SLAs), and clear governance rights. These elements help ensure that both provider and buyer have a mutual understanding of expectations and accountability.

Key Contractual Clauses for Agentic AI

This shift brings to light several critical contractual elements where traditional SaaS clauses fall short:

  1. Definitions & Scope of Service: Instead of a vague definition of service as mere access to a software platform, contracts must prescribe exactly what tasks the AI agents will perform, defining the limits of their autonomy and decision-making capabilities.
  2. Service Warranties: BPO agreements often carry warranties of performance, promising the delivery of services in a professional manner. In the realm of agentic AI, these warranties would extend not only to human-generated input but also to outcomes produced by AI agents.
  3. Service Level Agreements: Traditional SLAs focus on software uptime but in a service-oriented context, they should emphasize operational outcomes, ensuring that AI systems perform effectively in meeting company goals.

The Uncharted Territory of Autonomous Decision-Making

As AI systems gain the ability to make independent decisions, the complexity of liability becomes a pressing concern. The actions of agentic AI can produce outcomes that have far-reaching implications, introducing a layer of risk that previously did not exist with traditional software. A robust legal framework is imperative to allocate liability appropriately and establish clear guidelines for governance.

Legal teams must proactively navigate these uncharted waters, ensuring that agreements reflect the unique behaviors of agentic AI. As Mia Rendar pointed out, organizations must consider the autonomous capabilities of such systems and the accompanying risk factors that differentiate agentic AI from less independent generative AI.

Future Implications and Strategic Considerations

As we look ahead, the increasing deployment of agentic AI may stir a wave of regulatory scrutiny. The landscape presents an exciting opportunity for organizations to rethink their approach to AI, placing emphasis on planning and accountability rather than retroactively adapting to challenges. An ounce of governance, as they say, is worth more than a pound of risk acceptance.

Conclusion: The Need for Strategic Contracting in AI Solutions

This moment in the AI evolution calls for forward-thinking strategies. As agentic AI continues to integrate into businesses, a shift from conventional SaaS models to comprehensive service agreements becomes vital. This not only safeguards organizational interests but also paves the way for ethical and effective use of AI technology.

In this transformative era, staying informed and adaptable is crucial. Organizations must actively engage in the deliberate creation of contracts that reflect the complexities and responsibilities of working alongside agentic AI solutions.

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