A former corporate paralegal turned enterprise leader saved her company $20 million in under a year by rebuilding legal operations around data and AI. Linda Luperchio, who now oversees eight enterprise functions, detailed the transformation in a recent episode of the Data Xposure podcast, hosted by Exterro VP of Marketing Mike Hamilton.
The old playbook for legal, IT, and compliance teams was reactive: a subpoena, a regulator visit, or a data breach would trigger a frantic scramble to locate data and assess exposure. That model is obsolete. With AI accelerating data creation and regulations shifting, legal teams are now expected to shape business strategy before risk enters the room.
From 'I Read an Article' to Enterprise Leader
Luperchio's career pivot began when her General Counsel asked, "What do you know about eDiscovery?" She said, "I read an article." The GC responded, "Great. How would you like to build a program?" She took 30 classes in her first month. That willingness to say yes to a challenge led her to manage eight non-traditional functions-claims eDiscovery, information governance, corporate licensing, and board relations among them. For leadership, the lesson is to bet on a person's capacity to learn and build, not just their existing expertise.
Proving ROI with Incremental Wins
Legal departments are often viewed as cost centers. Luperchio changed that perception by building a proactive claims eDiscovery program that saved $20 million in under a year. She started small. Month one delivered a verified $168,000 in savings. Sharing that metric with the head of claims and executive sponsors built trust and unlocked more resources.
The team used advanced data tools, including Exterro, to scan data sources, locate expired personally identifiable information, and show business units their exact risk exposure in numbers. When executives see risk drop and savings rise, funding follows.
Dismantling Silos with C.A.R.E.
Strategic data risk management requires cooperation across legal, IT, privacy, and business units. Luperchio credits a collaborative framework called C.A.R.E. for breaking down silos:
- Collaboration: Partnering with the Chief Data Officer to align information governance with broader data strategy.
- Accountability: Giving business units quarterly reports on their data footprint so they own their risk.
- Respect: Supporting colleagues across departments when problems occur, building a mutual "we've got your back" environment.
- Empowerment: Encouraging team members to connect directly with subject matter experts, bypassing rigid hierarchies.
AI as an Intern, Not a Replacement
Luperchio sees strong potential for AI to handle busy work-administrative task orchestration, first-pass eDiscovery reviews, and generating Data Subject Access Reports. But she insists on strict guardrails. Proprietary and policyholder data must stay behind the firewall and never train public large language models. Data classification policies-Restricted, Confidential, Internal, Public-dictate what AI can touch.
She warns of AI's "people-pleaser instinct" and its tendency to confidently hallucinate. She recalled an AI-generated report meant to be two pages that arrived as a bloated, irrelevant 22-page document. "AI should be looked at as more of an entry or intermediate-level assistant," she said. "Nothing goes out the door until a human senior professional reviews and refines it."
For legal teams adopting AI for Legal, the message is clear: automate the routine, but keep humans in the loop.
Why this matters for executives and strategy
Luperchio's trajectory shows that legal departments can shift from reactive cost centers to strategic drivers when they connect data, systems, and people. The approach-prove value with small wins, share metrics transparently, and build cross-functional trust-works beyond legal. For executives leading AI for Executives & Strategy, the episode underscores a broader point: adaptability and a learning mindset matter more than domain expertise. As Luperchio said, "Never stop learning, and never say no to a challenge."
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