Jason Noronha, CEO and Co-founder of D3x, on the Skift Data + AI Summit Europe panel, 6 October, LondonMeet D3x at IHS Munich, 16-17 September, stand B56New episode: The Return of the Great Hotelier, with L+R HotelsLive across 60+ European hotel groupsNew deployments live in 3 weeksVoice agents at chain scaleAI Lobby Talk: CIO interviews on YouTubePlatform docs & changelogJason Noronha, CEO and Co-founder of D3x, on the Skift Data + AI Summit Europe panel, 6 October, LondonMeet D3x at IHS Munich, 16-17 September, stand B56New episode: The Return of the Great Hotelier, with L+R HotelsLive across 60+ European hotel groupsNew deployments live in 3 weeksVoice agents at chain scaleAI Lobby Talk: CIO interviews on YouTubePlatform docs & changelog
D3x

WHY WE'RE CALLED D3X

The name is the mission: 3× more direct bookings.

D3x means 3× more direct bookings across messaging, email, and phone, so margin stays with the property instead of leaking to OTAs and slow inboxes. That is the fight we named the company after.

3× more direct bookings for hotel operators.

D3x means

Not a slogan on a deck — the reason D3x exists, measured as revenue on owned channels.

01 · WHERE THE BOOKINGS COME FROM

Four ways AI recovers direct revenue.

Direct bookings are not only a website widget. They compound whenever a guest can ask, book, extend, or rebook on a channel you own, with live availability and a reply that does not wait for the morning shift.

01

Catch the guest at the moment of intent, 24/7, in every language

When the booking decision happens on your website chatbot, WhatsApp (including the Google Maps WhatsApp button), a phone call, or an email thread, AI answers with live availability and can complete the reservation. Miss that window and the guest books on an OTA, or with the competitor who replied first.

02

Coming Q4

Extend the stay in-house, instead of sending guests back to the OTA

While the guest is still on property, AI can offer an extra night or late checkout against live inventory, so the extension stays a direct booking. Coming by Q4: stay-extension flows that keep the next night off the OTA and on your books.

03

Upsell in-stay with outbound that guests actually open

Beautiful WhatsApp templates with a clear offer and discount capture guests hopping from this stay to the next location, or upgrading room, dining, and experiences while they are already in your CRM and PMS context. Outbound that sells, not spam.

04

Build a WhatsApp relationship that wins the next stay

When service is fast and useful on WhatsApp, guests keep the chat for next time. Comfort compounds: the next booking starts as a direct message to the property, not another OTA search. That is distribution you own.

02 · CHANNEL EXAMPLES · 150-ROOM 4★

What unanswered demand costs on each channel.

Same hotel, three owned channels. Illustrative models for a 150-room, 4-star property with ≈€180 ADR and a 2.3-night average stay (€415 booking value). Rebuild with your actual volumes on a demo.

Scenario · 150 rooms · 4★ · Europe

€136,000/ year

€134,000/ year

€68,000/ year

Illustrative leakage across three channels

Per hotel / year if intent goes unanswered

€338k/ year

Messaging ~40%Email ~40%Phone ~20%

SECTION 01 · WHATSAPP & WEB CHAT

MESSAGING

At 4★ rates, a midnight chat that dies is a direct booking that never shows up in the report.

Guests compare you on WhatsApp, the website widget, and Google Maps buttons when the desk is thin. If nobody answers, they finish the booking on an OTA — or with the competitor who replied in seven seconds.

ON WHATSAPP & WEB

What the messaging agent does

  • Answers WhatsApp, web chat, and Google Maps WhatsApp 24/7 in any language
  • Reads live availability in the PMS before quoting rates or room types
  • Sends a direct booking link or completes the hold while the guest is still in-thread
  • Runs the same Skills on Booking.com inbox so OTA response metrics stay healthy
  • Offers late checkout, upgrades, and add-ons with folio context
  • Escalates to staff with the full thread when policy needs a human

Where the year goes

Answered in time

70%

Missed / cold

30%

Missed with booking intent

9%

Baseline · slow / overnight gaps

With AI on WhatsApp + web

Direct bookings captured from messaging

What unanswered chats cost — illustrative model

Pre-booking chats per day (WhatsApp + web)
40
Unanswered overnight & peak (>15 min)
30%
Missed chats per day
12
Share carrying booking intent
30%
Of those, would have booked direct
25%
Average booking value (≈€180 × 2.3 nights)
€415
Lost per hotel, per year
€136,000

SECTION 02 · INBOX

EMAIL

A sales email answered tomorrow morning often means the guest already booked elsewhere.

Group requests, suite questions, and “do you have availability next Thursday” threads pile up overnight. Agentic email that reads the full thread and the PMS turns that backlog into answered demand — or a clean handoff to sales.

IN THE INBOX

What the email agent does

  • Reads the full thread before drafting — not a one-line copilot reply
  • Matches intent to live reservation and rate rules in the PMS
  • Answers availability, policies, invoices, and routine folio questions end to end
  • Turns event and buy-out inquiries into structured sales tickets with context
  • Sends low-risk replies itself; escalates high-value threads to humans
  • Logs every decision for audit so revenue and compliance stay aligned

Reply speed vs conversion pressure

Same-day reply

High convert

4–24h delay

Soft drop

Overnight / >24h

Most lost

Shared inbox · morning catch-up

Agentic email on Gmail / Outlook

Commercial threads resolved without desk backlog

What slow email costs — illustrative model

Guest & sales emails per day
22
Slow reply (>4h) or overnight backlog
35%
Delayed threads per day
8
Share with commercial intent
40%
Of those, would convert if answered same day
22%
Average value (rooms + light group mix)
€520
Lost per hotel, per year
€134,000

SECTION 03 · VOICE

PHONE

A missed evening call is often a direct booking that never shows up in the report.

On a 150-room 4-star, inbound calls still carry high booking intent — especially evenings and weekends. Missed calls rarely appear in a revenue report, which is why the leakage stays undiscussed.

ON THE PHONE LINE

What the voice agent does

  • Answers every call on the main line, department lines, and in-room phones 24/7
  • Identifies the caller and pulls reservation context from the PMS before speaking
  • Quotes live availability and can send a booking link by WhatsApp or SMS on the call
  • Arranges late checkouts and add-ons and posts to the folio
  • Raises housekeeping, maintenance, and concierge tickets from the call
  • Warm-transfers to staff with a spoken summary — no “press 1” menus

Call coverage across the week

Weekday daytime

92% answered

Evenings

78%

Overnight / weekend peaks

62%

Missed / voicemail / hold

Voice agent with PMS context

Booking-intent calls handled first time

What unanswered calls cost — illustrative model

Inbound calls per hotel per day
45
Unanswered at peak, overnight & weekends
14%
Missed calls per hotel per day
6
Share carrying booking intent
25%
Of those, would have booked direct
30%
Average booking value (≈€180 × 2.3 nights)
€415
Lost per hotel, per year
€68,000
Plus lifetime / F&B / advisor effects
Not modelled

Assumptions are deliberately conservative and based on industry patterns for peak, overnight, and weekend coverage. Not a guarantee — we rebuild the model on your call, chat, and inbox data.

03 · OUR VISION FOR THE INDUSTRY

We named the company after the outcome operators actually want.

We spent a decade as operators watching margin leave through middlemen, fragmented tools, and “AI” that never touched the PMS. So we called the company D3x: a dare to deliver 3× more direct bookings. The category will be decided by who ships production AI that closes the loop, not who demos the prettiest chatbot.

D3x means 3× more direct bookings, so every hotelier and operator can take that money home.

04 · IN PRODUCTION

Revenue and resolution show up together.

Groups like Staycity run the majority of web chat and WhatsApp through AI connected to live reservation data. Faster replies protect OTA response metrics while owned channels convert intent that used to go unanswered overnight.

#

The D3x mission · more direct bookings

D3x means 3× more direct bookings as a founding mission across messaging, email, and phone — not a guaranteed ROI.

Definition

250K+

#

Guest messages / month

D3x processes 250,000+ guest messages per month in production across live hotel groups.

Definition

60–70%

#

Autonomous resolution · messaging typical

Across production guest-messaging portfolios on D3x, autonomous resolution typically runs in a 60–70% range once Skills and after-hours automation are live — a portfolio typical, not a day-one SLA.

Definition

4.58

#

AI CSAT vs 4.62 human

AI-handled conversations score 4.58 CSAT versus 4.62 for human agents on a 90-day sample.

Definition

No. It is our founding thesis and the bar we build toward: more direct bookings across messaging, email, and phone by catching intent, extending stays, upselling in-house, and owning the next-stay relationship. Actual lift depends on channel mix, inventory, and how aggressively you enable booking and upsell Skills.

SEE IT ON YOUR CHANNELS

Map where direct revenue leaks today.Link to this section

30 minutes with the founder: your website, WhatsApp, phone, and email, and what phase-1 looks like for catching and converting intent.