A real estate agent told me recently that she keeps a laptop underneath her passenger seat. Not in the trunk, not in a bag. Under the seat. The reason is simple: when a client needs an offer submitted, she pulls over, grabs the laptop, and writes it up right there on the side of the road. That one detail tells you more about what a real estate agent's life actually looks like than anything I could say about the industry.
People outside the real estate world genuinely do not understand the scope of what agents carry. The conversation in the broader market right now is whether AI is going to replace real estate agents. I would like to offer a different starting point. How about we start with getting that laptop out from underneath her seat?
What the car actually is
A real estate agent's car is not a car. It is a mobile operations center. It is the place where they coordinate lenders while driving between showings. It is where they review disclosures at a red light and return calls during the five minutes between a listing appointment and a client meeting. It is where they manage PDFs, track deadlines, handle counteroffers, update their CRM, and market themselves, all simultaneously, all in motion.
Think about what that actually means in practice. A buyer calls at 2 PM. They found a property they want to move on. The market is competitive and if an offer does not go in today it is gone. The agent is between two showings, thirty minutes from their office, and their client cannot wait. So they pull over. They open the laptop. They write the offer from a parking lot or a side street because that is the only way to serve the client in the moment the client needs them.
Industry research consistently shows that the majority of a real estate transaction's working hours go to administrative and unlicensed tasks, not to the negotiation, market expertise, and client relationships that define what a great agent actually does. The paperwork. The forms. The coordination. The documentation. That work consumes the bulk of every transaction, and agents carry it on top of everything else, often from a car parked on the side of a road.
That is not a workflow. That is a survival strategy.
The wrong conversation about AI
There is a version of the AI and real estate conversation that focuses entirely on the wrong thing. The question being asked in most industry discussions is whether AI will eventually replace the human judgment, relationship management, and negotiation expertise that defines what a great agent does. That is a question worth having, but it is not the urgent one.
The urgent question is: why is a professional with 10 or 15 years of market expertise still pulling over to fill out paperwork on the side of a road?
Real estate agents are asked to be relationship managers, market analysts, negotiators, compliance officers, document specialists, and marketers simultaneously. They carry that entire load, often solo, often mobile, often in the margins of a day that is already too full. Research across the industry consistently points to the same conclusion: agents spend a significant majority of their working time on tasks that do not require their license, their expertise, or their judgment. The time that should be going to clients is going to process instead.
That is the problem worth solving first. Not whether AI will eventually be smart enough to show a house or read a room. Whether the professionals who are already expert enough to do those things can get their time back from the work that should not require them in the first place.
What the car reveals about the industry
The laptop under the seat is not a quirk. It is not one agent's unusual habit. It is a symbol of an entire industry operating under friction that should not exist in 2026.
Real estate agents are constantly mobile, moving between showings, client meetings, and property visits throughout the day. Because transaction paperwork and client coordination cannot wait, many agents manage documents, forms, and communications from their vehicles, effectively treating their car as a mobile office. The laptop under the seat is the industry's solution to a problem that no one has adequately solved: how does a professional who is constantly in motion manage a transaction process that demands constant documentation?
The answer should not be a laptop under a seat. It should not require pulling over. It should not interrupt a client conversation or a drive between showings. The technology to handle that documentation differently exists right now. The question is whether the industry is willing to stop accepting the current solution just because it has always worked well enough.
I have talked to enough agents over the years to know that this is not unique to one market or one type of agent. It is not a new problem. It is the problem that has defined the profession for decades, and the industry has largely adapted around it rather than solved it. Agents have gotten good at being mobile. They have gotten good at squeezing documentation work into the margins of a day already packed with client obligations. They have gotten good at the laptop under the seat.
Getting good at a workaround is not the same as solving the underlying problem. And the underlying problem is that some of the most important professional work in any major financial transaction in a person's life is being done from a parking lot because nobody built a better way.
What this costs agents beyond time
There is a cost to the laptop under the seat that goes beyond the hours. When a professional spends the majority of their working capacity on administrative work, they are not just losing time. They are losing presence. The agent writing an offer from a parking lot is not fully available to the client they just left. They are not thinking about the next showing. They are not building the kind of relationship that generates referrals and repeat business. They are filling out forms.
Over a career that compounds. The agents who leave the industry early are not usually leaving because they could not learn the market or build client relationships. They are leaving because the operational load became unsustainable. The forms, the PDFs, the compliance requirements, the documentation trail that never ends, it wears people down. It is not the hard part of the job. It is the part that makes the hard part harder.
That is what is actually at stake in the conversation about AI and real estate. Not whether a machine will eventually negotiate a contract. Whether the people who are good at negotiating contracts can stop losing their capacity to administrative overhead that a machine could handle today.
The real case for AI in real estate
I have spent nearly 30 years in and around this industry. I have seen how it operates from the inside of some of the largest title and transaction companies in the country. The inefficiency in the workflow is not a secret. Every agent knows it. Every broker knows it. The paperwork burden is one of the most consistently cited reasons agents burn out, move to part-time, or leave the industry entirely.
The case for AI in real estate is not that AI will replace the agent. It is that AI should handle the administrative load of a transaction so the agent can focus on the work that actually requires them. The showing. The negotiation. The call with a nervous first-time buyer at 9 PM because they need someone to walk them through what is happening.
That is what the job is. That is what agents are actually good at. PwC's 2025 Global AI Jobs Barometer, which analyzed close to one billion job ads across six continents, found that industries with high AI exposure are generating three times the revenue per employee growth compared to those with low exposure. Real estate is one of the industries most ripe for that shift. The agents who figure out how to use AI to handle the process work are not just going to be more productive. They are going to be able to serve clients at a level that agents still doing everything manually simply cannot match.
That gap is already opening. It is going to keep widening.
The laptop under the seat is the symbol of an industry that has been solving the wrong problem for a long time. The right problem is not how to be more efficient at manual documentation. It is how to stop doing manual documentation entirely.
How about we start there.
Judd Hoffman is CEO and Co-Founder of Ethica AI, building AI-powered tools for real estate transaction workflows.