A distinction most org charts don't make
For as long as most current org charts have existed, software has occupied one role: a tool a person used to do their job faster or more accurately. The person remained the unit of accountability, and the software remained a line item under their desk, their team, or their department's technology budget.
Agentic systems collapse that distinction. When a system can take in a request, make a series of judgment calls, and produce a finished piece of work with limited human review, it isn't tooling anymore. It's occupying a role that used to require a person, and most organizations haven't decided what that role reports to, is measured by, or is accountable through.
The management problem, not the technology problem
Every company that manages people well already has the muscle this requires: clear ownership of outcomes, defined escalation paths for when something goes wrong, and real consequences, not just alerts, when performance falls short. The mistake we see most often is treating agentic systems as an IT deployment instead of applying that same management discipline to them.
An agent handling client-facing work needs the equivalent of a manager: someone who reviews its output on a cadence, owns escalations when it's wrong, and has the authority to pull it back if it's underperforming. Skipping that step because "it's just software" is how a quietly bad decision compounds for months before anyone notices.
When software can make judgment calls and produce finished work, it isn't a tool anymore. It's occupying a role, and most companies haven't decided what that role is accountable to.
Raef Khan, Chief Executive Officer
Where accountability actually breaks
The uncomfortable question every leadership team eventually has to answer is who is accountable when an agentic system makes a consequential mistake. Not in the abstract, "the company is accountable" sense, but in the specific sense of whose performance review reflects it and whose job changes as a result.
Organizations that avoid naming this in advance tend to discover the answer during a crisis, which is the worst possible time to design an accountability structure. The ones that name it early build agentic deployment around a person who owns the outcome, the same way they would for any other new hire.
What this means for how work gets designed
The practical shift is in how new work gets scoped. Instead of asking "who should we hire for this," the first question becomes "what mix of person and system should own this, and who is accountable for the system's share of it." That's a genuinely new question, and most job descriptions, incentive plans, and reporting structures were never built to answer it.
Getting this right early is a competitive advantage that compounds, because the organizations that design accountability into software-as-labor from the start won't be retrofitting it under pressure once the systems are already load-bearing.
