AI buyer enquiry handling.

A worked workflow for agencies fielding enquiries from realestate.co.nz, Trade Me Property, OneRoof, the website and text: what can be sent automatically, what is drafted, and what only a licensee should answer.

Workflow5 min readUpdated 19 October 2026

Short answer

AI buyer enquiry handling reads enquiries from portals, the agency website, email and text, matches each to a listing, and replies from facts the agent has approved: open home times, the information pack and the agreed price wording. Questions about a property’s condition, boundaries or consents, and anything about offers, go to the licensee, in line with REA guidance that unlicensed assistants should not answer enquiries about a property.

  • Routine replies can be automatic if they draw only on facts the agent approved.
  • Condition, boundary, consent and negotiation questions go to the licensee the same day.
  • Keep the vendor’s price limits out of the system so they cannot leak.
  • Property alerts and newsletters need consent under the Unsolicited Electronic Messages Act.

What buyer enquiry handling covers

Buyer enquiry handling is everything between a buyer pressing “contact agent” and a licensee speaking to them. Most enquiries ask the same things: open home times, whether the LIM is available, the price, whether a private viewing is possible. A slow answer loses the buyer to the next listing. A fast wrong answer is worse, because REA’s top complaint themes include disclosure and misleading advertising.

The workflow sorts each enquiry into a lane. What the system may send by itself depends on the lane, not on how confident the model is.

Enquiry Lane Notes
Open home times, address, method of sale Automatic reply from the listing record Approved fields only
Information pack request Automatic if the vendor approved the pack; otherwise drafted Log what was sent and when
Price question Agreed price wording only No figure beyond the agency agreement
Condition, boundaries, consents, neighbours Licensee, same day Acknowledge; never answered by the model
Private viewing Offer slots from the agent’s calendar Tenanted homes need the tenant’s agreement
Offer, or “what will the vendor take?” Licensee immediately Written offers go to the vendor
Complaint Manager Acknowledgement only

How the workflow runs

Inputs
Enquiry emails from realestate.co.nz, Trade Me Property and OneRoof, website forms, texts and social messages; the listing record; an approved facts sheet and question bank for each listing; the information pack and its approval status; agent calendars; consent records.
Systems
The sales CRM, the shared enquiry inbox, an SMS gateway, calendars, and a model API with no access to vendor-confidential fields.
Steps
Match the enquiry to a listing and contact; check the listing is still available; classify the lane; draft or send the reply from approved facts; offer viewing slots; ask for marketing consent; log everything against the contact.
Human review
The listing agent answers property questions and offers, approves drafted replies, and reviews a daily sample of automatic ones. The branch manager reviews lane rules when a listing’s facts change.
Outputs
Sent and drafted replies, booked viewings, a queue of questions for the agent, and a CRM record of what each buyer was told.
Measures
Median time to first reply, share answered automatically, questions wrongly sent down the automatic lane (target zero), viewings booked, and unsubscribe requests actioned within five working days.
Risks
Answers to condition questions, price wording drift, stale availability, and buyer messages crafted to extract confidential information.

Illustrative example: a Tauranga agency with 45 listings

Illustrative example, synthetic numbers: an agency with 45 active listings receives about 900 buyer enquiries a month, many on Saturday and Sunday. Reading, looking up, replying and logging takes about 6 minutes each.

Measure By hand With the workflow
Enquiries a month 900 900
Sent automatically from approved facts None about 450 (an assumption)
Agent time 6 minutes each 2 minutes per drafted reply, plus daily spot checks
Hours a month 90 about 16
Model fees a month None about US$11

The fee line assumes 4,000 input tokens (enquiry, listing facts and question bank) and 400 output tokens per enquiry on Claude Sonnet 5.5 at US$2 and US$10 per million tokens, as listed on 19 October 2026: about US$0.012 an enquiry. Measure median first-reply time before you start; it is the number buyers notice.

New Zealand rules the replies must respect

  • Who may answer. REA’s guidance on non-licensed assistants lets them send information packs, schedule appointments and gather feedback, but not answer enquiries about the property on the seller’s behalf. Applying this to AI is our reading; REA has not addressed it.
  • Price. Rule 9.4 of the Code of Conduct bars misleading customers about the vendor’s price expectations. REA’s marketing guidance cites a complaints committee decision about a $295,000 “buyer enquiry over” figure when the vendor’s stated minimum was $300,000.
  • Disclosure. Rule 10.7 requires known defects to be disclosed. REA’s disclosure guidance says buyers should get information that could affect their decision before an offer is drawn up, and recommends confirming disclosure conversations in writing.
  • Offers. Rule 10.10 requires every written offer to be submitted to the vendor, so offers bypass all automation.
  • Marketing consent. The Unsolicited Electronic Messages Act 2007 covers messages that promote land: consent, sender details and an unsubscribe that takes effect within five working days.
  • Privacy. Under IPP 3 of the Privacy Act 2020, tell buyers what you collect and why. Collect what the enquiry needs, not a full profile.
  • Tenanted homes. Tenancy Services says landlords must ask tenants’ permission before buyers enter, so viewing offers for tenanted listings route through the property manager.

Where enquiry handling goes wrong

  • Helpful guesses. Asked “is the roof original?”, a model answers from the photos. Classify condition questions conservatively, and make the automatic lane an allow-list, not a block-list.
  • Sold or under contract. Replies keep inviting buyers to open homes for a listing that went unconditional yesterday. Check status at send time.
  • Prompt injection. Enquiry text is untrusted input; see our lesson on recognising prompt injection.
  • Duplicate contacts. The same buyer enquires through three portals and gets three replies. Match on email and phone before sending.

Enquiry replies draw on the same fact sheet as listing description drafting, and the price answers trace back to the evidence assembled in appraisal preparation. The real estate sector guide covers the wider rules, and our AI customer support and chatbot development services cover the build.

Sources

  1. Non-licensed assistants, Real Estate Authority, accessed 20 October 2026
  2. Principles of disclosure, Real Estate Authority, accessed 20 October 2026
  3. Marketing and advertising, Real Estate Authority, accessed 20 October 2026
  4. Real Estate Agents Act (Professional Conduct and Client Care) Rules 2012, New Zealand Legislation, reprint as at 1 December 2020
  5. Unsolicited Electronic Messages Act 2007, New Zealand Legislation, version as at 28 October 2021
  6. Privacy Act 2020, New Zealand Legislation, version as at 1 October 2026
  7. Access to the property, Tenancy Services (MBIE), accessed 20 October 2026
  8. Claude API pricing, Anthropic, accessed 19 October 2026

Written by the Levy Street team in Wellington. Last updated 19 October 2026.

Questions people ask

Can an AI chatbot answer buyer questions about our listings?

Only from approved facts, and only routine ones. REA’s guidance on non-licensed assistants says they can send information packs and schedule appointments but should not act for the seller by answering enquiries about the property. REA has not said how that applies to AI. We treat an automated responder the same way: it handles logistics and documents, and passes property questions to the licensee.

What should the system say when a buyer asks about price?

Exactly the price wording agreed with the vendor in the agency agreement, and nothing more. Rule 9.4 bars misleading customers about the vendor’s price expectations, and REA’s guidance cites a complaints committee decision about a buyer enquiry over price set below the vendor’s stated minimum. If the property is for auction or tender with no price guide, say so and offer a call with the agent.

Can we add everyone who enquires to our property alerts?

Not automatically. A message promoting land is a commercial electronic message under the Unsolicited Electronic Messages Act 2007, which needs consent, accurate sender details and a working unsubscribe. The sender carries the onus of proving consent. Whether one enquiry implies consent to ongoing marketing is arguable, so ask in the first reply and record the answer in the CRM.

Should replies go out automatically at weekends?

Routine ones, yes, because weekends are when most buyers are looking and an instant reply with open home times is useful. Keep the same limits as on weekdays: approved facts only, and property questions acknowledged and queued for the agent. Set an expectation in the reply, such as an answer from the agent by Monday at 10am, and meet it.

How do we stop the system revealing what the vendor would accept?

Do not give it that information. A model cannot leak a figure that is not in its context. Keep the vendor’s bottom line, reasons for selling and personal circumstances in fields the enquiry system cannot read. Rule 9.16 bars using a client’s confidential information for anyone else’s benefit, and enquiry text can contain instructions designed to make a model reveal what it holds.

Have something to build?

Tell us about the workflow. We will map where AI can change speed, margin or decision quality, and what it would take to run it in production.