AI Is Not the Answer. It’s a Tool.
- NopalCyber
- Aug 6
- 2 min read
And in Legal, Confusing the Two Is a Risk You Can't Afford.
As in most industries today, law firms are under enormous pressure to “do something with AI.” But in a profession where every technology decision may later be examined by a court, regulator, or bar association, the pressure to adopt and the discipline to deploy wisely are two very different things.
AI has quietly become the default answer in legal technology before firms even fully define the problem they’re trying to solve. This isn’t happening because AI is necessarily the right fit for every situation, but because vendor pressure has made AI features table stakes in enterprise software pitches, and firms that hesitate to adopt are portrayed as falling behind. It’s a fear no managing partner wants to face with clients, as appearing outdated can override sound technical judgment.
But it’s governance, not the speed of AI adoption, that actually builds trust.
Governance isn’t a feature, but instead the architecture of a trustworthy system. Without it, other safeguards have no enforcement mechanism. For law firms specifically, ad hoc AI use without governance isn’t agility; it’s exposure, given the professional and fiduciary weight of legal decisions.
In an article published recently by the ABA Law Technology Today titled “AI Is Not the Answer, It’s a Tool,” NopalCyber chief solutions architect Michel Sahyoun cuts through the hype to offer legal technology leaders a rigorous, defensible way to decide when AI is genuinely the right tool and when it isn’t. The article outlines four specific risks that emerge when firms reach for AI reflexively: interpretability, maintainability, reproducibility, and cybersecurity, privacy, and privilege.
Sahyoun then reframes what “AI maturity” should mean for legal technology leaders. The most mature technology leaders aren’t the earliest adopters, but those who can clearly articulate why they chose a particular tool for a particular problem: a capacity that maps directly onto sound professional judgment. The article closes by noting AI is well-suited to specific categories of work, such as pattern recognition across large unstructured datasets and anomaly detection in structured data, suggesting the real skill is matching the tool to the task rather than adopting AI reflexively.
The argument isn’t anti-AI; it’s pro-judgment and pro-governance, aimed squarely at the professionals who will be held accountable for how AI actually behaves inside their firms.
While this particular article is written for an audience of lawyers and legal technology professionals, the issue of governance isn’t unique to the legal industry. In fact, governance should be the priority of every organization using AI today.
For more, read the full article: AI Is Not the Answer, It’s a Tool, published July 29, 2026, on the Law Practice Division section of the American Bar Association’s website.
About the author: Michel Sahyoun is a cybersecurity and technology executive with deep experience at the intersection of product strategy, engineering, and risk management. He currently serves as NopalCyber chief solutions architect and as QuisLex chief technology officer.
