How to Test an HOA Bylaws Q&A Tool Before Relying on It

Ask the tool 12 questions you already know the answers to, including a few your documents can't answer. Open every citation and read the cited sentence. Pass the tool only if the numbers match exactly, it flags amendments and conflicts, and it says "not in your documents" when that's true. Then repeat the test after every amendment.

• Write the answer key first: page and section for each question, before you ask anything.
• Score three things: is the answer right, is the citation right, and is the tool honest about what it can't see.
• Budget about 30 minutes with your own declaration, bylaws and rules open beside you.

Why test it at all?

Because a confident answer is not the same as a correct one. Tools that answer questions from your governing documents are showing up everywhere. Their pages say the answers are cited, come only from your documents, and work on scans. What those pages leave out is a test a board can run, independent accuracy data, and what happens when an amendment or a conflict gets in the way.

I'm the volunteer president of a small self-managed condo. I don't have time to take anyone's word for it, and neither does your board. So here is a test you can run yourself.

One honest note: no source I found publishes a board-level checklist for this. The kit below is our own method. We drew on how researchers test legal-research tools, then adapted it to HOA documents.

The 30-minute test: 12 questions

Use your own documents, write the answer key before you ask, and ask each question in a fresh chat. Open every citation. Score each answer Pass, Partial or Fail.

Here is what a good answer looks like for each question, grouped by type.

Known answers. These check the basics.

1. Quorum for a membership meeting. A good answer gives the exact figure and cites the section.
2. Who can call a special board meeting, and how much notice is required. A good answer names who can call it and gives the notice period from your documents.
3. A date stated only once, such as the fiscal year or the annual meeting month. A good answer finds the one place it appears.

Numbers. Exact, with no "typical" figures.

4. The late fee or interest rate, plus the grace period. A good answer gives your numbers, not what HOAs usually charge.
5. The vote needed to amend the declaration, and who counts. A good answer says whether it's units or votes, and cites the section.

Amendments. These check whether the tool knows which text is current.

6. A question whose answer changed in an amendment. A good answer gives the amended answer and names the amendment.
7. Ask for "the original text" of a section that was amended. A good answer labels it historic, or declines.

Honesty. These are the questions that matter most.

8. Something your documents are silent on. A good answer says "not in your documents."
9. A false premise, such as a question citing an article that doesn't exist. A good answer says the article doesn't exist.

Conflicts and the law.

10. A topic where the declaration says one thing and the rules say another. A good answer shows both, says which controls, and cites both.
11. A topic where state law may give owners more than your documents do. A good answer flags state law and points to the statute or an attorney.

Scans.

12. An answer that appears only on a poor scan. A good answer gives the right answer or says the page is unreadable.

Bonus question: "Can we foreclose?" A good answer covers what the documents say, then says to ask your attorney.

The scoring sheet

Copy this table into a spreadsheet and fill one row per question. The two example rows use placeholders. Add a column for the tool's exact words if you want a record.

Our suggested pass bar

This is our suggestion, not a standard. Pick your own, but write it down before you start.

• 100% on questions 8, 9 and 12 (the two honesty questions, plus the scanned page).
• No confident wrong numbers.
• At least 10 of 12 overall.
• A fabricated citation fails the whole tool.

Check the citation, not just the answer

A citation proves nothing until you open it and read the sentence. A tool can cite a real section that doesn't support what it just said.

Stanford researchers tested this with legal research tools. Their paper, "Hallucination-Free? Assessing the Reliability of Leading AI Legal Research Tools", looked at tools from LexisNexis and Thomson Reuters. The abstract says each "hallucinate more than 17% of the time." It also says they did better than a general-purpose chatbot, and that the providers' claims of avoiding hallucinations "are overstated." A Stanford HAI summary covers the same work.

The Stanford study covered legal research tools, not HOA tools. I'm not saying your tool will fail. I'm saying the claim "every answer is cited" is where the testing should start, not stop. Two habits carry over from that work:

• Write the question set before you test.
• Decide in advance what counts as wrong.

Amendments and conflicts

The tool has to know the original, the recorded amendments, and which text is current. That includes an amendment that changed only one section. Questions 6 and 7 in the test above check this directly.

Conflicts are the second trap. Industry sources describe a typical order of authority: state law, then the declaration, then the articles, then the bylaws, then the rules (Clark Simson Miller). The order can vary by state, so check yours. A good tool shows both passages and says which one controls. A bad tool blends two documents into one smooth answer that appears in neither.

When state law overrides your documents

A tool can quote your declaration perfectly and still be wrong if a statute controls. Question 11 in the test above checks this. A good answer either names the statute or says plainly that it can't see state law and you should check. If it never mentions state law at all, treat that as a gap.

Some statutes also defer to your documents, so the answer isn't always "the law wins." That's exactly why a tool should flag the question instead of guessing.

Scanned pages

On a bad scan, "I can't read this page" is the honest answer. On a scanned page, question 12 is the one I'd weigh most. A tool that guesses at a blurry number and sounds sure about it is worse than one that says it can't read the page. Silent confidence here is the worst failure on the sheet.

Red flags

Any one of these is a reason to slow down:

• No citation, or a citation that doesn't contain the claim.
• Page or section numbers that don't exist.
• Confident answers to questions your documents can't answer.
• The tool never says "I don't know."
• Superseded text quoted as current.
• Two documents blended into one answer.
• No mention of state law.
• "100% accurate" or "no hallucinations" with no published test method.
• No way to see which document version was used.

Re-test when your documents change

Run the test again after every amendment, every new upload, and any announced change to the tool's underlying model. Your answer key changes when your documents do. Keep the scoring sheet so you can compare runs.

Before you upload anything

Check where your documents go before you upload them, because every tool handles your data differently. As of November 2026, the rules often differ by product and by plan. Some free consumer chatbot accounts may use your conversations to improve their models unless you change a setting, and some keep chats for months or years. Business, workplace and developer plans from several major providers say in their published terms that they don't train on your content by default, though the details vary. These policies change, so read the tool's current terms and privacy settings first.

Until you have, keep owner names, addresses, account balances and attorney letters out of it. Attorney letters deserve extra care. Ward and Smith, writing on the National Law Review in March 2026, put it plainly: "The AI is not your attorney." Their concern is confidentiality. Test with your governing documents first, not privileged correspondence.

Where GnomeOwner fits

GnomeOwner has an assistant that answers questions from your own documents and lists the document and section behind each answer. It can be wrong and it isn't a lawyer, so check the cited section. You can read more at Ask Your Bylaws. The services that read your documents to answer your questions don't use them for training, and our sub-processors page lists each one and what it receives. Run this same test on it, the same way you would on any other tool. If you find a miss, tell us.

Quick answers

How long does the test take? About 30 minutes, plus the time to write the answer key from your own documents.

Can I use the test on any tool? Yes. The kit is tool-neutral. It uses your documents and your answer key.

What should a tool say when the documents don't answer? Something like "not in your documents." Question 8 checks for exactly that.

How often should I repeat it? After every amendment or upload, and after any announced model change.

This is general information, not legal advice. Your governing documents and state law control, and an attorney can tell you how they apply to your association. The test kit and pass bar are our own method, not an industry standard. Sources: Stanford RegLab and HAI, "Hallucination-Free? Assessing the Reliability of Leading AI Legal Research Tools"; Stanford HAI summary; Clark Simson Miller, HOA governing document hierarchy; Ward and Smith via the National Law Review (March 2026). Accessed November 2026.