Answer · Real estate
How should a broker supervise agents using AI?
By deciding which licensed activities a tool may perform. The licence that conduct runs under is the broker's.
Decide which licensed activities a tool may perform, not which tools agents may use. Advertising, representations and records run under the broker's licence, and supervision failures are found in what the tool published.
State licensing rules make a broker responsible for the licensed activity conducted under the brokerage, and that duty was written for a world of people. It survives the change of instrument without amendment: advertising must comply, representations to consumers are attributable, records must be retained, and unlicensed persons may not perform activities requiring a licence. A tool cannot hold a licence, so any licensed activity it performs is happening under one that a person holds — and inside a brokerage that person is usually the broker.
Which makes the supervision policy a list of activities rather than a list of products. Brokerages that wrote tool-approval lists discovered they were unenforceable within a quarter, because agents adopt tools faster than a list can be maintained and the list said nothing about what the tool was used for. A policy naming the activities — advertising copy that is published, communications that make representations about a property or a transaction, anything that produces a document going into a file, anything touching client funds or confidential information — remains correct as the products change.
Advertising is where this concentrates and where the enforcement history already sits. State advertising rules typically require the brokerage to be identified, prohibit misleading claims, and govern how a licensee's name and team branding may appear. Generated listing copy, generated social posts and generated agent bios all pass through those rules and none of them notices. A brokerage that reviews published advertising has covered the largest category by volume of what a licensee's tool actually produces.
The second concentration is the file. Transaction documents, disclosures, correspondence and the record of who advised what and when are retained under state rules and are what a complaint is investigated against. A tool that drafts a disclosure, summarises an inspection report or composes a message about a defect has produced something the file will contain, and the supervision question is whether a licensee read it before it went. That is a smaller and more answerable question than whether the tool is reliable.
There is a category brokers often miss entirely because it is not about output at all. Where an agent uses a personal account with a general-purpose tool, the brokerage's client information is now in a place the brokerage cannot search, produce, retain or delete. That defeats records obligations, complicates any later dispute, and is invisible from the brokerage's side. Establishing which accounts agents actually use is duller than writing a policy and finds more.
Finally, supervision that means something has to be evidenced. The version that works is narrow: a written statement of which activities may involve a tool and on what condition, a requirement that published output was reviewed by the licensee whose name is on it, and a periodic look at a sample of what was actually published. A brokerage that can produce those three things has supervised. A brokerage with a policy nobody has read has a document.
A tool cannot hold a licence, so everything it does that requires one is being done under somebody's, and in a brokerage that is the broker's.
Siddharth Sharma, Context Theory
Related questions
Should the brokerage provide a tool rather than police the ones agents find?
It is usually the more effective control and for reasons that have nothing to do with the tool being better. A provided tool means the brokerage's account, the brokerage's data terms, and a place the brokerage can search when it needs to. It also removes most of the incentive that drives agents to personal accounts, which is that they had no sanctioned option. The policy still has to name activities, because the provided tool will also be used for things it should not be.
Does this differ for an independent contractor licensee?
The contractor relationship affects tax and employment questions and generally does not reduce the broker's supervisory duty over licensed activity — that duty is imposed by the licensing statute rather than by the employment arrangement. It does make enforcement more practical than punitive, which is another argument for supervising the activity and the published output rather than the agent's choice of software.
METHOD
Every figure below carries its source and the date it was verified. Nothing on this page is asserted.
The numbers on this page.
| What | Value | Specific to |
|---|---|---|
| Real estate — largest YoY CPC increase of any tracked industry | +27.27% | Category-wide |
| Agents who give up after one contact | 44% | Category-wide |
LocaliQ / WordStream Search Advertising Benchmarks 2026 · Google + Microsoft Ads, 20 industries · Apr 2025–Mar 2026 · verified
Multi-study aggregate · verified
What is specific to this page.
| Kind | Claim | Check it against |
|---|---|---|
| Licensing | State licensing statutes place responsibility for licensed activity conducted under a brokerage on the broker, and that duty attaches to the activity rather than to the person or system performing it, since no tool can itself hold a licence. | The supervision provision of the state real estate licensing act the brokerage operates under. |
| Workflow | A supervision policy expressed as an approved-tool list becomes unenforceable within a quarter because adoption outpaces maintenance and the list says nothing about what the tool was used for, whereas a list of licensed activities stays correct as products change. | Comparing the tools named in the brokerage's current policy against the tools appearing in agents' actual workflows. |
| Constraint | Client information held in an agent's personal account with a general-purpose tool cannot be searched, produced, retained or deleted by the brokerage, which defeats records obligations and is invisible from the brokerage's side. | Asking agents which accounts they use for client material and checking whether the brokerage administers any of them. |
| Regulation | Advertising rules requiring brokerage identification, prohibiting misleading claims and governing team branding apply to generated listing copy, social posts and agent biographies, none of which is produced with those rules in view. | The advertising provisions of the state licensing rules, applied to a sample of what licensees published in the last month. |
Each row would be wrong on another industry's page. Where a sourced figure exists it is in the table above instead; these are the constraints that shape the work and do not happen to be numbers.
Start with the measurement.
Reading about a benchmark is not the same as knowing your own number. The audit produces yours, measured rather than estimated.
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