Ask a room of lawyers what AI cannot replace and you will hear a comfortable chorus: judgment, relationships, the human touch. Jordan Furlong, in one of the sharpest pieces our team collected this year, takes that comfort away and replaces it with something more honest and more useful. He calls it the accountability premium, and every lawyer and every buyer of legal services should understand it.

This is the third piece in our series engaging leading thinkers on AI and legal practice. Parts one and two covered the economics of the billable hour and Richard Susskind’s case for redesign over automation.

Furlong’s Argument, Fairly Stated

In his essay on the accountability premium, drawn from his ABA TECHSHOW keynote, Furlong argues that as AI takes over more legal production, what lawyers distinctively sell is the ability to stand behind the work: to take responsibility, absorb risk, and answer for outcomes. A machine can draft the brief. It cannot be sanctioned, sued, disbarred, or embarrassed. The human willingness to be accountable is the product.

Then comes the uncomfortable part. Furlong warns that this premium may narrow. As AI systems become more reliable, some clients may decide the human accountability layer is a luxury they can skip, at least for routine matters. Risk transfer through a lawyer could become something like a premium insurance product: valuable, but purchased selectively.

His conclusion is that the profession faces two urgent questions. As machines displace lawyers from task after task, what replaces the lost value, and which business models survive the transition? Notice that he does not say lawyers become worthless. He says lawyers must become clear about what their value actually is.

Judgment Is Real, But It Has to Be Delivered

I find Furlong’s framing clarifying because it converts a vague reassurance into a business requirement. If accountability and judgment are the product, then a law firm has to be organized to deliver them, and here the traditional model has a genuine problem.

Judgment requires attention. A partner managing a compensation committee dispute, a real estate lease negotiation for the firm’s own offices, an associate development crisis, and a technology procurement decision is spending finite attention on everything except client judgment. The traditional model asks its best lawyers to be part-time executives, and the cost is paid in exactly the currency Furlong says clients are buying.

This is the practical case for separating practice from management, which is how AEGIS Law has operated for more than two decades. Our attorneys do not run the business, sit on management committees, or chase receivables. A professional management team does that. The structure exists so that the entire working attention of an experienced attorney is available for the one thing AI genuinely cannot supply: a responsible human mind, fully engaged with a client’s problem.

Accountability Also Means Supervising the Machines

There is a second, newer dimension of accountability that Furlong’s framework points toward. Someone has to stand behind the AI itself. As firms deploy generative tools in drafting, research, and analysis, the professional obligation to verify, supervise, and take responsibility for machine output becomes part of the job description. The lawyer of the next decade is partly an editor-in-chief of automated work.

That responsibility cannot be an afterthought. It requires firms to decide which tools are approved, how output is checked, what clients are told, and who answers when something goes wrong. We will devote a full article later in this series to AI governance, drawing on the work of Gillian Hadfield and Daniel Katz, because clients should start demanding real answers here from every firm they hire.

What Buyers of Legal Services Should Take From This

For clients, the accountability premium is a lens for evaluating counsel. The question is no longer whether your lawyer works hard or bills fairly. The question is what your lawyer personally stands behind, and whether the firm around that lawyer is built to support accountability or to dilute it.

Ask who actually exercises judgment on your matter. Ask how much of your senior lawyer’s time goes to firm administration rather than clients. Ask how the firm verifies AI-assisted work. The answers will separate firms that sell accountability from firms that sell hours and hope.

The Bottom Line

Furlong has given the profession a gift: a precise name for what survives the AI transition.

Accountability is not a slogan. It is a deliverable, and delivering it takes structure, attention, and freedom from distraction.

Firms should be redesigning themselves around it now, while the premium is still theirs to earn.

By Scott Levine, Founder and Managing Partner, AEGIS Law

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