Original research by Hermetic AI · 807 inquiries · 734 locations · 531 hospitality brands · 39 states
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.
If the term is new, our guide to speed to lead covers the definitions, the published benchmarks this study is measured against, and how to calculate your own number. The playbook for closing the gap is in lead response automation.
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 average (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, starting with the MIT Lead Response Management Study, 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. What that delay costs, in bookings that quietly go elsewhere, is the subject of The Hidden Cost of "I'll Get Back to You".
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. After-hours coverage is the single largest fix available to most venues.
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. For the case for text as the first touch, see Mastering Speed to Lead with SMS.
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. What a specific reply needs to know before it is sent is covered in What Your AI Needs to Know Before It Says a Word.
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 an inbound AI agent can cover without changing how the events team works. Where the agent should stop and hand off is the subject of The Handoff Hour.
Medians among inquiries that received the reply in question. Unanswered inquiries are excluded from these figures.
What to do about these gaps, stage by stage, is the subject of our guide to private-event lead management. The technology that closes them is explained in AI for private events.
Three comparisons inside the 807 inquiries are worth pulling out on their own. Each uses the same definitions as the rest of this report: "answered" means a reply written by a person, and medians are calculated among inquiries that received the reply in question.
We shopped 385 brands at a single location and 146 brands at two or more. The multi-unit brands were more likely to answer at all, 88 percent against 76 percent, but their replies took roughly three times as long: a median of 26.4 hours against 8.4 hours. Among the brands where we shopped five or more locations, the median stretched to 31.2 hours and only 15 percent of inquiries were answered within a day. The likely reason is structural. A group inquiry passes through a shared inbox, a central events team, or a routing step before it reaches the person who can answer, and every hop adds hours.
| Locations shopped per brand | Inquiries | Answered | Within 1 hour | Within 24 hours | Median wait |
|---|---|---|---|---|---|
| One (single-unit brands and independents) | 449 | 76% | 14% | 44% | 8.4 hrs |
| Two or more (multi-unit groups) | 358 | 88% | 11% | 38% | 26.4 hrs |
| Five or more | 87 | 77% | 7% | 15% | 31.2 hrs |
Group size is approximated by the number of a brand's locations we shopped, not by the brand's total footprint. "Within" shares are of all inquiries in the row, including unanswered ones.
Response time is a habit, not an accident. Among the 447 conversations where we asked a follow-up question, venues that had answered the original inquiry within the hour answered the follow-up in a median of 2.9 hours. Venues that took one to 24 hours the first time took 5.4 hours the second time, and venues that took more than a day took 7.1 hours. Follow-up answer rates were nearly identical across the three groups, 84 to 86 percent, so the difference is entirely in how long the guest waits, not in whether an answer eventually comes.
Median hours to answer our follow-up question, by how quickly the venue answered the original inquiry (57, 139, and 251 conversations respectively).
Two smaller patterns point the same way. Venues whose first reply was a template answered follow-ups more often, 94 percent against 79 percent for personalized first replies, but more slowly, 7.6 hours against 4.7. And among inquiries that did get a human reply, venues that had not sent an automated confirmation replied far faster than those that had: a median of 8.8 hours against 24.0 hours. The auto-reply looks less like a courtesy than a symptom of an inbox nobody is watching in real time. The unanswered inquiries in that inbox are also the cheapest pipeline a venue owns; see The Dormant Inquiry List.
The inquiries span 39 states, but only 329 carried a location we could map to a state, and only three states had 25 or more of those. Treat the figures below as directional. Florida venues answered 81 percent of inquiries with a median wait of 36.8 hours. California venues answered 66 percent with a median of 6.4 hours. Texas venues answered 77 percent with a median of 16.4 hours. With samples this small the differences are not reliable enough to rank markets. The consistency finding below, that response time varies by more than a day inside the same brand, suggests the location rather than the market is the unit that matters.
| State | Inquiries | Answered | Within 1 hour | Median wait |
|---|---|---|---|---|
| Florida | 43 | 81% | 21% | 36.8 hrs |
| California | 35 | 66% | 14% | 6.4 hrs |
| Texas | 26 | 77% | 19% | 16.4 hrs |
States with at least 25 inquiries carrying a mappable location. Small samples; differences of a few points are not meaningful.
Our study measures how long venues take. Three cross-industry studies measure what the wait costs: Harvard Business Review, the MIT Lead Response Management Study, and Velocify's Ultimate Contact Strategy. They were run on B2B and consumer sales leads rather than event inquiries, so treat the exact figures as directional, but all three point the same way: the odds of converting fall fastest in the first minutes, and most of the value of a reply is gone within the hour. We walk through each of these studies in why response time matters.
Lift in the likelihood of conversion when the first call is placed within each interval, as reported by Velocify's Ultimate Contact Strategy study of about 3.5 million leads. Mia's marker is her measured reply time; no published study has measured an interval that fast.
The curve above does not stop after the first reply. Every question a guest sends restarts it: the longer the answer takes, the lower the odds the event books here rather than at the venue that answered. That is why speed to confirmation, not just speed to first reply, is the number that matters. No published study has timed follow-up replies against conversion, so we measured the wait itself. In the 447 conversations where we asked a follow-up question, only 15 percent of venues answered within the hour, half took longer than 6.2 hours, and 16 percent never answered at all.
Cumulative share of guest follow-up questions that received a human answer within each interval, across the 447 follow-ups in this study. Read it against the conversion curve above: each interval a question sits is time the odds spend falling.
Across the venues Mia answers for, 37 percent of inbound event inquiries and guest questions arrive outside business hours. That is the slice of demand this study shows waiting longest, and the reason instant lead engagement has to run around the clock rather than during office hours: inquiries we submitted on weekends waited a median of 32.5 hours for a human reply, against 6.1 hours during weekday business hours, and only 3 percent were answered within the hour, against 16 percent on weekdays.
After-hours share: Hermetic AI platform data, 2026. Wait times: this study, see Weekends.
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. Centralizing the first reply, so every location answers the same way in seconds, is how groups close that gap; see event lead management. 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. Speed to Lead for Venues walks through a one-afternoon audit, and the calculation method is in the pillar guide.
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 13 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, and Dan Simons of Founding Farmers describes the day-to-day in his own words.
This report may be quoted and linked freely with attribution. Suggested citation: Hermetic AI, "2026 Hospitality Lead Response Study: We Timed 807 Inquiries. Most Waited a Day.", 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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