Agent WorkflowJudd Walks #428 min readJune 10, 2026

The Biggest Time Waste in Real Estate Is Not Effort

Judd Hoffman
Judd Hoffman

CEO, Ethica AI

The biggest waste of time in real estate is not a lack of effort. It is the opposite. Agents put in enormous effort. The waste is that so much of that effort is duplicated. They enter it once, then they type it again, check it again, send it again, and fix it again. That is where the hours go. And if agents stopped duplicating their own effort, I believe they could get back two to seven hours of their time on a deal. That is the real leverage.

What is the biggest time waste for real estate agents?

The biggest time waste is not a lack of effort but duplicated effort. Agents enter the same information once, then re-type it, re-check it, re-send it, and re-fix it across the documents and systems a transaction touches. This repetition, rather than the client-facing work, is where hours quietly disappear from an agent's day.

Let me be precise about the problem, because it is not the one people usually name. The story everyone tells about agents is that they are busy, overworked, stretched thin. All true. But busy is not the same as wasteful. An agent who spends three hours with a nervous client is busy, and not one minute of that is wasted. The waste is something narrower and more fixable. It is the same piece of information passing through the same agent's hands four and five times.

Watch how a single detail moves through a transaction. A closing date gets agreed on a call. The agent writes it down. Then they type it into a form. Then they check that form against another document to make sure it matches. Then they send it to the other side. Then something changes, and they fix it in the first place, and the second place, and the third. One piece of information, touched again and again, by a licensed professional, by hand. Multiply that by every date, every name, every number, every contingency in a deal, and you have found the missing hours.

Is duplicated work the same as being busy?

No. Being busy can include high-value work like advising clients and structuring deals, which is not wasted. Duplicated work is different: it is moving the same information sideways from one place it already exists into another, which makes no forward progress on the deal and is the most automatable part of the job.

This is duplication, and it is different from effort in a way that matters. Effort moves a deal forward. Duplication just moves the same information sideways, from one place it already lives into another place it has to live. The agent is not making progress in those minutes. They are copying. And copying is the single most automatable activity that exists, which is exactly why this is the opportunity and not just a complaint.

I want to separate the two kinds of work clearly, because the whole argument rests on it. There is first-time work, where judgment happens. Reading the client, structuring the offer, deciding what to say and when. That is the work only the agent can do. Then there is repeat work, where the same information gets re-entered, re-verified, re-sent, and re-corrected across the systems a transaction touches. The first kind is the job. The second kind is the tax on the job. Agents have quietly accepted that tax for so long they have stopped seeing it as optional.

It is worth saying plainly that this is not a real estate failing. It is everywhere. Microsoft studied the modern workday in its Work Trend Index report on the infinite workday and found the average worker is interrupted every two minutes, around 275 times a day, and handles 117 emails and 153 chat messages on top of the actual job. A huge share of that volume is duplication, the same information confirmed, forwarded, restated, and reconciled across tools that do not talk to each other. Real estate is a sharp version of a universal problem. The agent is the human glue holding together systems that were never designed to share what they each already know.

Why is AI well suited to reducing duplicated work?

Re-entering known information into a new format is repetitive, rule-based, and error-prone for humans, which is exactly the kind of task AI handles reliably and without fatigue. The work professionals find most tedious, duplicating information across systems, is the work AI performs best, making it the clearest automation opportunity.

Here is the part that should change how you think about AI. The duplicated work is not just the most annoying part of the job. It is the most automatable part of the entire economy. Re-entering known information into a new format is precisely what machines do without error and without fatigue. The work agents resent most is the work AI is best at. That is not a coincidence. It is the whole opportunity sitting in plain sight.

This is already happening everywhere else, which is why I am sure it lands in real estate next. OpenAI reported that its coding agent passed 5 million weekly active users, and that knowledge workers, not engineers, are now the fastest growing group on it, about 20 percent of users. Those people did not adopt a tool because of a vision. They adopted it because it deleted the part of their day that was pure duplication, and once that part is gone, nobody volunteers to go back to doing it by hand. The same door is about to open for agents.

How many hours can real estate agents save with AI?

Real estate technology executive Judd Hoffman estimates agents could reclaim two to seven hours per transaction by eliminating duplicated effort. The range varies by agent and deal complexity, but it represents time currently spent re-entering and reconciling information that a person does not need to handle by hand.

So run the math on two to seven hours a deal. The range is wide because agents and transactions differ, but even the low end is real time and the high end is most of a working day. An agent doing several deals a month is looking at days returned every month. Not days of doing the duplication faster. Days where the duplication simply does not happen, because the information is captured once and flows everywhere it needs to go without the agent carrying it by hand. The opportunity is removing the drag around the agent. This is the engine underneath that drag. The drag is duplication.

And I want to be careful about what those reclaimed hours are for, because the answer is not more volume. It is better work. Once the output is handled, the advantage shifts to taste, to judgment, to the things a person does that a machine cannot. An agent who stops duplicating effort does not just do more deals. They show up sharper on the deals they have, more present with the client, with more room to think. The hours come back, and the quality of everything that fills them goes up.

This reframes the entire fear about AI in this industry. Agents hear automation and think replacement. But you cannot duplicate your way to being irreplaceable, and that is all the machine is taking. It is taking the copying. It is taking the part of the day that never required you in the first place. What it leaves behind is the part that always did, the judgment, the relationship, the read on a deal. Removing duplication does not make the agent smaller. It strips the job back down to the part that was the point.

So the real leverage is not working harder. Agents already work as hard as any profession I know. The leverage is to stop doing the same work twice. Capture it once, and let it flow. Two to seven hours a deal are sitting inside that one change, waiting for agents to claim them. The ones who do are not going to be a little ahead. They are going to be playing a different game, with most of a day back, every deal, to spend on the only work that ever actually mattered.

Judd Hoffman is CEO and Co-Founder of Ethica AI, building AI-powered tools for real estate transaction workflows.

Sources

  1. Breaking Down the Infinite Workday (Microsoft Work Trend Index Special Report, June 17, 2025): Microsoft Work Trend Index special report. Source for Judd's framing of duplication as the universal modern-workday tax: 'employees are interrupted every two minutes during core work hours, 275 times a day'; 'the average worker receives 117 emails daily, most of them skimmed in under 60 seconds'; 'the average worker receives 153 Teams messages per weekday.' Used as evidence that a huge share of the modern workday is duplication across systems that do not share what they each already know; real estate is cast as a sharp version of this universal pattern.
  2. Codex is becoming a productivity tool for everyone (OpenAI): OpenAI's own publication on Codex adoption patterns. Source for: 'Codex now has more than 5 million weekly active users, up more than 6x since the launch of the desktop app in February'; 'while developers remain the largest user group, knowledge workers now represent about 20 percent of users and are growing more than three times as fast.' Cited as evidence that knowledge-worker adoption follows the deletion of duplication work, not a vision pitch.

Quick Takes

What is the biggest time waste for real estate agents?

The biggest time waste is not a lack of effort but duplicated effort. Agents enter the same information once, then re-type it, re-check it, re-send it, and re-fix it across the documents and systems a transaction touches. This repetition, rather than the client-facing work, is where hours quietly disappear from an agent's day.

How many hours can real estate agents save with AI?

Real estate technology executive Judd Hoffman estimates agents could reclaim two to seven hours per transaction by eliminating duplicated effort. The range varies by agent and deal complexity, but it represents time currently spent re-entering and reconciling information that a person does not need to handle by hand.

Is duplicated work the same as being busy?

No. Being busy can include high-value work like advising clients and structuring deals, which is not wasted. Duplicated work is different: it is moving the same information sideways from one place it already exists into another, which makes no forward progress on the deal and is the most automatable part of the job.

Why is AI well suited to reducing duplicated work?

Re-entering known information into a new format is repetitive, rule-based, and error-prone for humans, which is exactly the kind of task AI handles reliably and without fatigue. The work professionals find most tedious, duplicating information across systems, is the work AI performs best, making it the clearest automation opportunity.

Who is Judd Hoffman?

Judd Hoffman is CEO and Co-Founder of Ethica AI, a company building AI-powered voice tools for real estate transaction workflows, backed by the California Association of REALTORS. He has nearly three decades of operating experience, including more than 15 years across real estate title, transactions, and technology.

What is Ethica AI?

Ethica AI is a real estate technology company building VoicePilot, an AI-powered tool that allows real estate agents to complete transaction forms by speaking naturally instead of filling out PDFs manually. VoicePilot is backed by the California Association of REALTORS as a free member benefit for more than 190,000 members.

Full Transcript

The biggest waste of time in real estate is not effort. Real estate agents put in so much effort it's when they duplicate their effort. Agents, they stay at once. They type it again. They check it again. They send it again. They fix it again. That's where the time goes is duplicating their efforts. AI can give back agents two to five to maybe even seven hours of their time if they weren't duplicating effort. That is the real leverage.

Judd Hoffman

Judd Walks

A video series from Ethica AI CEO Judd Hoffman. New episodes drop on LinkedIn.