Hermetic AI research
We submitted 807 private-event inquiries through the web forms of 734 restaurant, bar, and event-venue locations, operated by 531 hospitality brands across 39 states, between November 2025 and January 2026. Then we timed every reply. This report is what happened, published so that operators can measure themselves against something real instead of a vendor's slide.
Time from form submission to the first reply written by a person. Automated confirmations excluded.
Put plainly: a person planning a private event who fills out a venue's form has roughly a one-in-eight chance of hearing from a human within the hour, and roughly a one-in-five chance of never hearing from one at all. Six in ten inquiries were either answered more than a day later or not at all.
Between November 20, 2025 and January 14, 2026, members of our research team submitted realistic private-event inquiries through each venue's own website inquiry form, using one of several event scenarios (a corporate dinner, a birthday, a team offsite, a holiday party) with a real name, a working mobile number, and a working email address. Each submission was timestamped. We then recorded:
"Answered" throughout this report means a reply written by a person. Automated confirmations and autoresponders do not count. Timestamps are recorded in Eastern time. Inquiries were submitted on weekdays during business hours and on weekends; very few were submitted on weekday evenings, so the after-hours analysis below is based on weekend submissions. Venues and brands are not named anywhere in this report, and none of the individual responses are quoted.
A smaller pilot audit in January 2025, covering 67 inquiries, is summarized separately below because it used a shorter observation window.
Of 807 inquiries, 655 eventually received a reply from a person and 152 did not. That is a human response rate of 81 percent and a silence rate of 19 percent.
Most of the silent venues were not offline. 84 percent of all inquiries triggered an automated confirmation email, which tells the planner the form worked and tells the venue nothing. From the planner's side, an auto-confirmation followed by days of nothing is indistinguishable from being ignored, except that it briefly raised their expectations.
Among the 655 inquiries that got a human reply, the median wait was 23.6 hours. The mean was 35.2 hours, pulled upward by a long tail of replies that arrived three, four, and five days later. A quarter of replies arrived within 2.3 hours; a quarter took longer than 50 hours.
Measured against all 807 inquiries, including the ones never answered, the picture looks like this:
Each bar is a share of all 807 inquiries, including the 19 percent never answered. Bars accumulate: the 24-hour figure includes everything answered sooner.
| Human reply arrived | Share of all inquiries |
|---|---|
| Within 5 minutes | 2% |
| Within 15 minutes | 4% |
| Within 1 hour | 13% |
| Within 4 hours | 28% |
| Within 24 hours | 41% |
| Within 48 hours | 57% |
| Within 72 hours | 69% |
| Never | 19% |
The five-minute window that sales research has treated as the standard for two decades is met by 2 percent of hospitality venues. Even a generous one-hour standard is met by fewer than one in seven. The typical venue in this study is answering the next business day, and a large minority is answering the day after that.
Event planning is a second-shift activity. People plan parties in the evening and on weekends, and inquiries arrive accordingly. This is when venues are least able to respond, and the data shows it.
Median wait for a human reply: 6.1 hours for weekday business-hours inquiries, 32.5 hours for weekend inquiries.
| Inquiry submitted | Answered within 1 hour | Within 24 hours | Median wait |
|---|---|---|---|
| Weekday, business hours (590 inquiries) | 16% | 51% | 6.1 hrs |
| Weekend (201 inquiries) | 3% | 16% | 32.5 hrs |
A weekend inquiry waits more than five times as long for a human reply, and only 16 percent are answered by the same time the next day. The eventual response rate is about the same on weekends (84 percent) as on weekdays (82 percent), which means venues do get to weekend inquiries. They get to them on Monday or Tuesday, after the planner has spent the weekend hearing back from whoever answered first.
Every inquiry included a working mobile number. Of 655 first human replies, 655 arrived by email. Not one venue's first move was a text message or a phone call.
This matters because email is the channel where event inquiries go to be ignored in the other direction: the venue's reply lands in a promotions tab or under a stack of work mail, and the planner does not see it for hours. A text arrives on the device in the planner's hand. The channel gap is one of the few findings in this study that is entirely within a venue's control and costs nothing to change.
Of the 651 first replies we could classify, 363 (56 percent) were templates and 288 (44 percent) were personalized to the inquiry. Templates arrived faster: a median of 19.0 hours against 25.1 hours for personalized replies. Neither number is fast. The tradeoff most venues appear to be making, a slower reply in exchange for a more personal one, is a tradeoff between two losing positions, and it is exactly the gap that a good first response closes by being both immediate and specific.
In 447 conversations, our researcher replied to the venue's first message with a follow-up question, such as whether outside catering was allowed or whether a deposit was required. 86 percent of those follow-ups were answered, with a median wait of 6.2 hours, about a quarter of the wait for the first reply.
The implication is that the first reply is the bottleneck, not the venue's willingness to engage. Once an inquiry has a person attached to it, it moves. The problem is the interval before anyone claims it, which is precisely the interval that can be automated without changing how the events team works.
Medians among inquiries that received the reply in question. Unanswered inquiries are excluded from these figures.
We shopped 21 hospitality groups at three or more of their locations. At 10 of them, some locations answered and others never did. Across the groups where we could compare, the median gap between a group's fastest and slowest location was 24.6 hours, and 60 percent of groups had a gap of more than a day.
For a multi-location operator this is the most actionable finding in the report. Response time is not being set at the brand level. It is being set by whoever happens to own the inbox at each location, and it varies by more than a day inside the same company. The guest, who thinks they are writing to a brand, experiences that variance as luck.
Among groups with two or more timed replies, the median gap between the fastest and slowest location was 24.6 hours; 60 percent had a gap of more than a day.
In January 2025 we ran a smaller version of this study: 67 inquiries submitted over one week, with responses tracked through the following week. Within that window, 33 percent of inquiries received a human reply. Among venues that did reply, the median wait was 4.9 hours, and of the 22 replies, 10 answered the inquiry comprehensively, 9 answered it partially, and 3 contained no substantive information at all. 43 of the 46 venues where we recorded it sent an automated confirmation.
The pilot's sample is small and its observation window was shorter, so we present it as a second reading rather than a comparable benchmark. Its direction matches the main study: most venues auto-confirm, a minority reply promptly, and a meaningful share of the replies that do arrive do not actually answer the question.
Against this landscape, the bar for standing out is low and the bar for excellence is clear. Grade your own operation on all inquiries, including nights and weekends, and count the ones nobody answered.
This is the gap that inbound AI agents exist to close. Mia, Hermetic AI's agent for hospitality event teams, replies to inquiries by text in about 15 seconds, around the clock, qualifies the event in conversation, books the tour, and keeps following up until the guest answers. Venues that put instant response in front of their inbound have reported event-revenue increases ranging from 38 percent to several multiples of their prior baseline; the write-ups are in our customer stories.
This report may be quoted and linked freely with attribution. Suggested citation: Hermetic AI, "2026 Hospitality Lead Response Benchmark: How Fast Do Venues Answer Event Inquiries?", hermetic.ai, 2026. Aggregate figures may be reproduced; the underlying venue-level data is not published. Questions about methodology can be sent through our contact page.
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