July 6, 2026

In a landscape where artificial intelligence (AI) is rapidly transforming norms, in-house lawyers face a stark new reality in handling outsourcing contracts. Gone are the days when these agreements were mere procurement formalities. Today, as Irina Beschieriu, senior counsel at ATOS US, emphasizes, contracts are morphing into complex operational frameworks, pivotal to business functionality.
AI's integration into outsourcing is altering the very essence of these deals. It’s not just about cost-saving through cheap labor anymore. Modern outsourcing engages AI to enhance organizational capabilities, combining human effort with automated intelligence to foster operational resilience on a massive scale. The U.S. market for outsourcing is booming, with projections nearing $1 trillion, indicating a significant shift in how companies view their external partnerships.
But the transition brings forth new challenges. According to Beschieriu, the crux of the issue is no longer about drafting the perfect contract but ensuring robust governance to manage the evolving dynamics of technology partnerships. “Most deals now fail due to bad assumptions, lack of proper due diligence, weak governance, and poor change mechanisms,” she points out. This shift demands a reevaluation of traditional legal practices where the focus was predominantly on contract language rather than the operational adaptability of the agreement itself.
Contracts are starting to behave like living systems, necessitating adaptable governance structures that can evolve without needing to renegotiate terms continually. This approach is becoming essential for maintaining fluid and effective business relationships in the fast-paced world of technology outsourcing.
AI also recalibrates the negotiation dynamics between buyers and vendors. Both parties are increasingly reliant on AI for tasks like generating proposals and analyzing bids, leveling the playing field in ways previously unimagined. However, Beschieriu notes that the true advantage lies not merely in using AI but in how parties leverage this technology through strategic governance and data utilization.
For in-house lawyers, the evolving landscape means a deeper dive into the technical and operational aspects of deals. “Really understand the technical offering,” Beschieriu advises, urging lawyers to bridge the gap between legal formalities and technological functionalities. This understanding is crucial not just for risk allocation and governance but also for foreseeing potential operational breaks under future pressures.
As AI continues to redefine the boundaries of legal practice in technology deals, in-house lawyers are compelled to transition from traditional contract negotiation to orchestrating comprehensive operational systems. This shift is not just imminent; it's already underway, marking a significant transformation in the role of legal departments within the broader corporate structure.