An enquiry is not one thing
A buyer messages about a two-bedroom flat. That single message is three separate questions, and a brokerage answers them in sequence, usually with a human waiting between each.
Who is this person, and have we already spoken to them? They may exist in the pipeline under a different number from a different portal, because a serious buyer enquires in several places on the same evening.
Which listing is this, and is it still available? Under offer since Friday is a different conversation, and an agent who does not know that is about to waste an afternoon.
Which agent owns it? Area, specialisation, current load, and who is actually working this weekend.
None of those three is judgement. All three are rules, and the hours between an enquiry arriving and a reply going out are almost entirely the wait for a person to apply them.
Where the six hours went
At the brokerage we worked with, leads lived in agents' personal notebooks and listing updates went out by manual email. Nobody had a pipeline view, so a stalled deal was invisible until someone remembered to ask.
| Step | Who did it | What it cost |
|---|---|---|
| Notice the enquiry | Whoever checked that inbox | Minutes to hours, depending on the hour |
| Check the buyer is new | The agent, from memory | Duplicate contact when memory failed |
| Check availability | A call or a message to a colleague | The wait for the colleague |
| Decide the owner | Whoever was in the office | Uneven load, best agent buried |
| Reply | The agent | Minutes |
The reply itself was always minutes. Everything above it was the six hours.
Deduplication is the unglamorous half
A buyer who enquires through three portals about the same flat is one lead. Treating that as three is how agencies phone the same person twice in an evening and look disorganised at exactly the moment they are being compared to two competitors.
Matching on phone number alone fails, because portals mask numbers. Matching on name alone fails, because names repeat. What works is the combination of contact detail, listing and time window, which is a rule rather than a model, and which no salesperson can apply reliably at nine in the evening.
This is the least interesting part of the project to describe and one of the most valuable in practice.
The routing rule is a business decision
Three rules are common and they optimise for different things.
| Rule | Optimises for | Quietly costs |
|---|---|---|
| Round-robin | Fairness between agents | Conversion, when agents differ |
| Specialisation | Quality of the conversation | Uneven load, single points of failure |
| Load-based | Everyone busy | Punishes the fastest agents with more work |
Most agencies want a blend. The useful part of the project is often the conversation that forces the blend to be written down, because a rule nobody has stated is not being followed consistently by the humans either.
We implement the rule the agency chooses. Choosing it is not our decision to make, and a vendor who arrives with an opinion about which of your agents deserves more leads has misunderstood the engagement.
What answers at two in the morning
Enough to hold the conversation, and nothing binding.
It confirms the property is still available. It answers what the listing can answer: floor, area, price, what is included. It offers viewing slots from the assigned agent's actual calendar. It captures what the buyer is looking for, in their words.
It does not negotiate, quote outside the published price, or commit to terms. Those reach the agent with the whole conversation attached, which is the difference between a handover and an alert. That boundary is the same one described in our rules for keeping a person in the loop, and it is not a limitation we are apologising for: an automation that agrees a price at 2am is a liability, not a feature.
Most out-of-hours enquiries are lost because nobody confirmed the flat still existed, not because nobody negotiated overnight. By morning the buyer has two viewings booked elsewhere.
Where the deal cycle actually came from
Response time went from 6 hours to 8 minutes. The deal cycle went from 14 days to 5. These get quoted together, and the second is not caused by the first.
What shortened the cycle was the rest of the same work: viewings booked without three phone calls, document packages prepared in 20 minutes instead of 2 days, and a pipeline everyone could see, so a stalled deal was visible while it was still recoverable. Agent productivity rose 60% on the same basis.
A project that fixes only first response produces a beautiful first metric and a deal cycle that has barely moved. That distinction is worth insisting on when someone quotes you the dramatic number, and it is the same discipline as the four questions that break most ROI claims.
Before committing to this
Count two things from your own systems: how many enquiries arrive outside working hours, and how many are answered more than an hour after arrival. Then count how many buyers appear twice.
Those three numbers size the whole project, and the method is the one in the measurement week. The full case is on the brokerage case page, and what we deploy in this industry is set out at AI automation for real estate and lead response.
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