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Agent Workflow5 min readJuly 30, 2026

What Should AI Do for You?

Judd Hoffman
Judd Hoffman

CEO, Ethica AI

What should an AI transaction assistant do for you? It should not only answer questions. It should actually do the work. It should know the transaction. It should know the forms. It should support compliance. And it should meet you where you already are.

The agent should not have to learn something new for the technology. The technology should learn enough about the work to do something useful for the agent.

Hello from Inman.

Why is answering questions not enough?

Answering questions is the most visible version of artificial intelligence. You type or say something. The system responds. That can be useful, but it is not the same as completing work.

A real estate transaction is not a collection of isolated questions. It is a structured process involving conversations, terms, forms, required fields, review points, signatures, deadlines, and professional responsibilities.

An AI tool may explain a form without helping complete it. It may summarize transaction information without placing that information into the correct fields. It may provide a fast response while leaving the agent responsible for translating the response into completed work. That still leaves the operational burden with the agent.

A transaction assistant should go further. The relevant question is not whether the AI can produce an answer. The relevant question is what the agent no longer has to do manually after receiving that answer.

What should an AI transaction assistant understand?

An AI transaction assistant should understand the context surrounding the request. It should know which transaction the agent is discussing. It should understand the parties, property, terms, dates, and documents involved. It should recognize which information is missing and where that information belongs.

It should understand that real estate forms are not interchangeable documents. Each form has a purpose, a structure, and fields that must be completed accurately.

That context is what turns a general AI tool into a transaction assistant. Without it, the technology remains another place where the agent asks questions. With it, the technology can begin helping the agent move the transaction forward.

How should AI support real estate forms?

Real estate agents do not need another tool that produces a block of text and expects them to determine what happens next.

The assistant should help convert transaction information into structured form entries. It should help identify required information. It should surface missing fields, typos, and inconsistencies. It should give the agent an opportunity to review, edit, correct, and approve every entry before a document is finalized or sent.

That review step matters. AI should support the agent's work without replacing the agent's judgment, the broker's supervision, or the responsibility to verify transaction documents.

Supporting compliance does not mean making legal or brokerage decisions for the agent. It means designing the workflow around accuracy, transparency, human oversight, and review. The professional remains responsible. The technology helps make the process easier to execute correctly.

What does meeting agents where they are mean?

Real estate agents rarely spend their entire day sitting at a desk. They work between appointments, showings, inspections, calls, and client conversations. Technology designed for agents should reflect that reality.

Meeting agents where they are means allowing them to work through voice or text. It means working from a phone instead of requiring another application download. It means allowing the conversation surrounding the transaction to become useful structured information. It means reducing the distance between discussing the deal and completing the paperwork.

The agent should not have to reorganize the business around the software. The software should fit the way the agent already works. That is the difference between technology that agents are expected to learn and technology that learns enough about the workflow to help them.

What work should AI take from an agent?

Real estate agents do not need AI to replace their relationships, negotiation, judgment, or responsibility to their clients. They need help with the work surrounding those responsibilities.

That includes capturing transaction details, organizing information, completing fields, identifying missing information, preparing documents for review, and moving approved documents toward signature.

This is where the work actually leaks in real estate. The leak is rarely one dramatic problem. It is the accumulation of repeated entries, fragmented systems, manual forms, missed information, and administrative steps between the conversation and the completed transaction.

A useful AI transaction assistant should reduce that burden. It should not create another layer between the agent and the work. It should help perform the work.

What is Ethica AI building?

Ethica AI is building VoicePilot for this part of the real estate transaction. VoicePilot is an AI-powered assistant designed to help REALTORS complete select California Association of REALTORS forms using voice or text.

The agent provides the transaction information, reviews the completed fields, makes any necessary corrections, and confirms the information before it is finalized. VoicePilot does not replace agent judgment, broker supervision, or C.A.R. forms. The purpose is to reduce manual drafting effort while keeping the agent central to the transaction.

That is what an AI transaction assistant should be measured against. Not whether it can answer another question. Whether it understands the work well enough to help complete it.

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

Sources

  1. Real Estate Agents Do Not Need AI to Sell: On why AI in real estate is not about replacing the agent's relationships, negotiation, or judgment, but about the work surrounding those responsibilities.
  2. Where The Money Actually Leaks In Real Estate: On the repeated entries, fragmented systems, manual forms, and administrative steps between a conversation and a completed transaction, which is where the work actually leaks.

Quick Takes

What should an AI transaction assistant do?

An AI transaction assistant should move beyond answering questions and help complete transaction work. It should understand the transaction context, organize information, assist with form completion, identify missing information, and preserve the agent's ability to review and approve the work.

Why is answering questions not enough for real estate transaction AI?

Real estate transactions require structured work involving forms, fields, review points, signatures, and professional responsibilities. An AI system that only answers questions may provide information without reducing the administrative work required to complete the transaction.

How can AI help real estate agents complete forms?

AI can help agents provide transaction information through voice or text, place that information into the appropriate form fields, identify missing details and inconsistencies, and present the completed entries for agent review and correction before finalization.

Can an AI transaction assistant keep an agent compliant?

An AI transaction assistant can support a structured and compliant workflow by helping identify required information, missed fields, and inconsistencies. It does not replace agent judgment, broker supervision, legal advice, or the professional's responsibility to review and approve transaction documents.

What does it mean for AI to meet agents where they are?

Meeting agents where they are means allowing real estate professionals to work through familiar methods such as voice, text, and a mobile phone instead of requiring them to download and learn another complicated application before receiving value.

What is VoicePilot?

VoicePilot is an AI-powered assistant developed by Ethica AI that helps California Association of REALTORS members complete select real estate forms using voice or text while keeping agent review and approval in the process.

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

What should an AI transaction assistant do for you? It should not only be answering questions. It should actually be doing the work. It should know the transaction, know the forms, support compliance, and literally meet you where you are. It should not ask you to learn something for it. It should do things for you. Hello from Inman.