Oct 16, 2026 by - LabCoat Agents

How One Brokerage Saved an Hour Per File by Pairing Its TC With AI (Without Firing Anyone)

A lot of agents have quietly started asking the same question: if my transaction coordinator mostly reads the contract, enters dates, and turns the file in to my broker, why can’t AI just do that? Post that question online and you’ll get hundreds of angry comments. Ask it inside a brokerage that has actually tried it, and you’ll get a more useful answer.

Here’s that answer. One brokerage’s office admin forwarded an accepted contract to an AI assistant, approved the plan it sent back, then logged into SkySlope and found the whole file already uploaded and sorted into the right places. It saved her about an hour on a single deal. And she’s their TC. Nobody got replaced. The work just got faster.

The lessons below come from a Labcoat Agents session with Jeremiah, CEO of BrokerBot and author of a guide to AI in real estate published by the National Association of Realtors. Here’s how to get that kind of result without creating license risk.

Keep your TC and give them more horsepower

The goal is not “AI instead of a human.” It’s “human plus AI.” For roughly 99% of agents, replacing a good TC is the wrong move, especially one who goes above and beyond on contracts and client communication.

Where AI earns its keep is the repetitive middle of the job: reading the PDF, pulling out dates and parties, entering everything into your CRM and calendar, sending documents to escrow, title, and the lender, and uploading the file to your broker’s system. Hand that grunt work to AI and your TC can handle more files and spend more time on the parts that need judgment.

Try this: List every task your TC does on a new contract. Mark which ones are data entry and which ones need a human conversation. Start automating only the first group.

Know where licensed activity starts in your state

Before you connect anything, check your state’s rules. Some states have no AI-specific rules yet. Others, like California and Delaware, treat AI as a “non-sentient employee.” If it performs licensed activity without your supervision, you and your broker can be held liable the same way you would be for an unlicensed human assistant.

Licensed activity includes quoting price and terms, answering questions about specific properties, and preparing CMAs and marketing materials. So if a chatbot on your website answers “What’s the price on 123 Main?” for a consumer, that could be a problem. In stricter states, it should say it isn’t a licensed agent and offer to connect the person with you.

Try this: Ask your broker or state association what your state says about AI and licensed activity, and check any chatbot you already run.

Turn off training and control data retention

This is the step most agents skip. Anything you upload to an AI tool falls under that tool’s training and retention settings, and the defaults usually aren’t in your favor.

Training: Your state forms are often the intellectual property of your state association. You’re licensed to use them inside approved platforms like SkySlope, dotloop, and TransactionDesk, not to feed them into a consumer AI model that may train on them. Client data carries its own risk. Jeremiah pointed to California’s privacy law, where he said claims can reach $2,500 per record. Look for the setting usually labeled something like “Help improve our AI models” and switch it off.

Retention: Your broker keeps files for a set number of years, then purges them. On a consumer AI plan where you don’t control retention, the provider may keep that data indefinitely, which means it could surface in a lawsuit long after your normal retention window closes.

Try this: Before uploading a single contract, confirm the tool offers zero data retention and no training on your data, and that your plan actually gives you those controls.

Connect your four core systems the right way

To get real TC-style help, AI needs access to four things: your email, your calendar, your CRM, and your transaction management and forms software.

How you connect them matters. It’s tempting to let a browser agent click around SkySlope or your MLS for you, but many platforms’ terms of service prohibit bots in their systems. If you get flagged, you could lose access to the tool your business runs on. The safer route is official API access through the platform’s developer program, or a tool that already has those connections set up.

Use one clear prompt and ask for the plan first

You don’t need fancy prompt engineering. Talk to it like you’d brief a new assistant. A strong TC prompt covers:

  1. Read the contract and all addenda, and extract every critical deadline.
  2. Add each deadline to your calendar, with a text reminder 24 hours before.
  3. Identify every party and check your contacts, email, and CRM for them. Add anyone missing, and ask you for details it can’t find.
  4. Create the transaction in your CRM with the same dates.
  5. Prepare the documents for upload to your brokerage’s transaction platform.
  6. Before doing anything, play back a step-by-step plan.

That last line is the key. In the live demo, the plan flagged that the counteroffer and the contract listed different closing dates, noted that the seller concession field was blank, and pointed out that a referenced repair request wasn’t attached. That’s exactly what a sharp TC would catch.

Verify the output, then let it run in the background

AI is probabilistic, so always check its work. Contracts signed through DocuSign or Authentisign can carry an invisible watermark that makes text hard for a machine to read. General-purpose models may misread or invent dates, and even strong ones were described as roughly 91 to 92% accurate on these documents. BrokerBot reported about 98.5% for its own document processing. Better, but still not perfect.

The time savings come from not babysitting it. A full contract run takes about five to seven minutes. Tell it to text you a link when it’s done, then go show a house. That’s how a TC works too.

The bottom line

Keep your TC, lock down compliance first, connect your systems through proper channels, and use one clear prompt that asks for a plan before anything happens. Do that and you can get back hours per file without putting your license at risk.

Want to see the full prompt, the live demo, and the compliance walkthrough? Watch the full replay here.

If you’d like to see what this workflow looks like inside your own brokerage, you can schedule a demo with BrokerBot. Pick a time that works for you and they’ll walk you through the platform.

THE LCA BLOG

Weekly articles that cover every aspect of the real estate industry, growing your business, personal development & so much more.

Discover more stories