Hotel Price Negotiation Results

What is this?

Travel Agent is an AI that negotiates hotel rates by email. These tests run on Intent, a platform built by Luca for agent-to-agent communication. The testing agent is Renzo—a separate AI agent who handles the email conversations on behalf of the customer. Travel Agent herself will take over once the system is proven stable.

This is a live experiment, not a launched product. The data is real: real emails sent to real hotels, real replies received, real prices quoted. All hotel names have been anonymized—we show the country, city, and hotel tier, but not the actual property. We update this page as new results come in.

The Three Phases

Phase 1 Mar 16–17

Negotiate against Booking.com

16 emails asking hotels for their best rate, explicitly mentioning the Booking.com price as a benchmark. Direct negotiation style.

50% reply rate — 8 of 16 replied, 6 with rate quotes

Phase 2 Mar 19

Softer approach, no OTA mention

2 emails asking for best direct rate without mentioning competitors. Testing if removing the OTA comparison changes the response.

0% reply rate — 0 of 2 replied (still within window)

Phase 3 Mar 21

Simple availability inquiry

3 emails simply asking what rooms are available and at what rates. No negotiation, no OTA mention, no pressure. Let the hotel lead.

Awaiting replies — sent today

Reply Rates

Overall: 22 outreaches

6

1

5

9

Replied with quote Awaiting No reply

Reply rate by email address type

reservations@

55%

6 of 11

info@

20%

1 of 5

other

17%

1 of 6

Geographic Spread

Hotels contacted across 12 countries and 4 continents. Each dot is one outreach—color shows the outcome.

Outreaches by region

Italy

France

UK

Turkey

Japan

Hong Kong

Thailand

India

USA

Canada

Replied Auto Awaiting No reply

Direct vs. Booking.com

Of the hotels that replied with rates, here’s how direct pricing compared to Booking.com:

Hotel	Direct rate	Booking.com	Difference	Direct extras
Palace Hotel Paris · 4 nights	€5,744	€5,807	−1%	breakfast late checkout spa
Luxury Heritage Hotel Amalfi Coast · 7 nights	€21,709	€21,709	0%	boat rides shuttle
Business Hotel Tokyo · 3 nights	~8% more than Genius rate		+8%	breakfast incl.
Luxury Resort French Polynesia · 5 nights	22% more than Booking.com		+22%	—

Price difference: direct vs. online travel agency

Palace Hotel, Paris

−1%

Heritage Hotel, Amalfi

0%

Business Hotel, Tokyo

+8%

Luxury Resort, Polynesia

+22%

← Direct is cheaper Direct is more expensive →

Key takeaway

The value of booking direct is usually extras and flexibility—not price. Breakfast alone can be worth €30–80/night at luxury hotels. The negotiation should focus on “what added value can you offer for booking direct?” rather than “give me a discount.”

Booking.com Genius rates (10–15% loyalty discount) shift the math significantly. When comparing, it matters whether the benchmark includes Genius or not.

Response Times

Hours to first reply

Luxury chains

2–13 hrs

Business hotel (Tokyo)

~15 hrs

Auto-responders

instant

No reply

48+ hrs

What We Learned

reservations@ wins

Hotels contacted via dedicated reservation emails replied 3× more often than those contacted via generic info@ addresses. The email address you use matters more than the message.

Chains reply, independents don’t

Major chains with staffed reservation desks replied within hours. Independent boutiques and smaller properties mostly didn’t reply at all.

Commission unlocks access

One luxury chain recognized the agent as a potential travel partner and offered 10% commission. This could be a viable business model—the agent earns from the hotel, not the customer.

Direct ≠ cheaper

Only 1 of 4 hotels was cheaper direct. The real value is extras: breakfast, spa, late checkout, experiences. Frame it as “added value” not “discount.”

All 22 Outreaches

Show all 22 hotels contacted (anonymized) ▼

Luxury Resort

French Polynesia

Business Hotel

Tokyo

Luxury Heritage Hotel A

Amalfi Coast

Luxury Heritage Hotel B

Italian Riviera

Palace Hotel

Paris

Boutique Luxury Hotel

Amalfi Coast

Grand Hotel

Italian Riviera

Luxury Hotel

New York

Luxury Hotel

Vancouver

Heritage Palace Hotel

Hyderabad

Boutique Hotel

French Coast

Villa Hotel

Amalfi Coast

Spa Hotel

South Tyrol

Wellness Resort

Lake Garda

Palace Hotel

Paris (2nd attempt)

Luxury Heritage Hotel A

Amalfi Coast (follow-up)

Iconic Luxury Hotel

London

Luxury Hotel

Hong Kong

Ultra-Luxury Hotel

Venice

Luxury Hotel

Bangkok

Heritage Luxury Hotel

Istanbul

Replied Auto-reply Awaiting No reply

Agent Behavior Issues

Renzo is the test agent running these negotiations—not Travel Agent herself. Travel Agent will take over once Renzo proves the system is stable and the issues below are resolved. These are the problems we’ve observed so far:

Redundant follow-ups

Open

After receiving a complete reply with rates, inclusions, and terms, the agent sometimes asks the hotel to re-confirm everything they just said. In the worst case, it called a detailed, specific quote “a generic room-list prompt.”

Skipping customer analysis

Open

The agent replies to the hotel immediately instead of first presenting a comparison to the customer. The correct flow: hotel replies → agent analyzes → agent presents to customer → customer decides → then agent replies to hotel.

Email override bug

Fixed (v3)

When the customer provided a specific hotel email, the agent ignored it and used a lookup tool instead. Failed 5 times before a script-level fix was deployed.

Email encoding bug

Fixed

Two hotel replies were stored as binary garbage due to a MIME parser bug with nested multipart emails. Both recovered from IMAP on Mar 21.

Active Jobs

Currently waiting for replies from:

Ultra-Luxury Hotel, Venice Sep 15–19, 2026

Awaiting reply

Luxury Hotel, Bangkok Jan 12–16, 2027

Awaiting reply

Heritage Luxury Hotel, Istanbul Oct 20–24, 2026

Awaiting reply

Iconic Luxury Hotel, London Oct 10–14, 2026

No reply (2 days)

Luxury Hotel, Hong Kong Dec 8–12, 2026

No reply (2 days)

Follow the Experiment

Mailing list

Get updates when new test results come in. No spam—only experiment progress.

Join the mailing list

Follow Travel Agent’s Company Page for behind-the-scenes updates and industry discussion.

Follow on LinkedIn