HOTEL ROOM TYPE MAPPING INTELLIGENCE LAYER

In real time

AI agent dataset

Live rate optimization

Agentic search

Room knowledge graph

AI rate optimization

AI room mapping

LIVE SUPPLIER DATA
Map rooms instantly from true live availability data so AI agents can compare, recommend and sell the right room without manual work.

AI rate optimization

Margin automation

REAL-TIME PRICE INTELLIGENCE
Use Room Matching at search level while querying supplier APIs to detect equivalent rooms, remove duplicates and surface the best margin opportunity.

real-time room intelligence

AI-agent ready

99% AUTOMATED ROOM INTELLIGENCE
Give your AI agents structured room intelligence instantly: room type, attributes, grouping, range, scoring, sentiment, multilingual labels and pricing context.

AI room personalization

Room-level personalization

CONVERSATIONAL BOOKING READY
Power natural language room search, personalized recommendations and higher conversion with room data your AI can actually understand.

ALL YOU CAN MAP

Unlimited real-time room mapping for your system & agents on live supplier availability responses.

0 M+

mapped rooms

€1,199

per month

0 M

same price ceiling

Above 20 million mapped rooms, the price stays the same up to 500 million rooms.
No cache. No pre-mapped inventory. Real-time mapping on suppliers’ rooms and rates availability responses.

LIVE SUPPLIER AVAILABILITY • NO CACHE • REAL-TIME ROOM MAPPING • AI AGENTS READY • SAME PRICE FROM 20M TO 500M • LIVE SUPPLIER AVAILABILITY • NO CACHE • REAL-TIME ROOM MAPPING • AI AGENTS READY • SAME PRICE FROM 20M TO 500M •

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Connected AI travel search, room intelligence and contextual marketing.

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What is room type mapping AI?

Room Matching turns fragmented supplier room data into structured, comparable and actionable room knowledge in real time.

From messy labels to AI-ready room knowledge

Hotel room data is fragmented by design. Every supplier, OTA, GDS, channel and direct source describes the same physical room differently.

AI room intelligence converts this complexity into structured room knowledge that AI agents, booking engines and search systems can understand instantly.

More than room name standardization

The objective is not simply to normalize room names. The objective is to help AI understand room quality, room value, room equivalence and room suitability for a specific traveler.

Avoid errors

Detect room equivalence across suppliers and prevent incorrect comparisons.

Improve AI UX

Give AI agents room-level understanding and explanation capabilities.

Optimize buying

Compare equivalent rooms and identify the best commercial opportunity.

Room Matching becomes the room intelligence layer behind your search engine, recommendation engine, pricing system or AI travel assistant.

How room-matching works

Four intelligence layers transform live supplier room data into AI-ready room decisions.

Send to the API the list of received rooms.

Rooms are mapped in real-time @ 1500 rooms per sec.

Mapping
1 - Understand the room

Detect room type, category, view, beds, amenities, restrictions and commercial signals.

Matching
2 - Match equivalent rooms

Group rooms by real similarity across suppliers and remove duplicates.

Ranging
3 - Position quality

Place rooms into comparable quality ranges and market positioning groups.

Scoring
4 - Score room value

Evaluate room attractiveness based on room attributes, amenities, restrictions and commercial relevance.

One decision chain for AI agents

The complete room intelligence workflow used by AI agents to transform live supplier room data into actionable recommendations.

Mapping Matching Ranging Scoring Best Room Recommendation

From live text to grouped rooms

Unlike traditional room mapping systems that depend on pre-built caches, room-matching maps rooms live from supplier availability responses at search time, instantly matching et grouping rooms as data arrives.

Your system receives room intelligence instead of raw supplier text.

Who it is for

AI travel companies need room intelligence infrastructure

Hoteliers

Give every room a stable intelligence layer. Reduce ambiguity, protect product truth and distribute rooms with more control.

Channels

Optimize revenue at the real room level. Track supplier performance, comp sets and margin signals with granular room intelligence.

Platforms

Add room intelligence to search, booking and rebooking flows. Use the same room knowledge before, during and after booking.

OTAs

Build better AI recommendations and room-level personalization. Let agents operate at destination, hotel and room level with consistent data.

Who we are

AI travel companies need room intelligence infrastructure

Room Matching is the AI room intelligence layer that processes live hotel supplier data, standardizes room content, groups equivalent rooms and helps platforms maximize conversion and margin at scale.

travel booking online
halal booking
Wamos Group
Easy GDS
The Reward Company
top atlantico
ctw
gps solution

Room mapping live demo

Type a room name or use a shortcut. The engine will structure it instantly for AI agents and booking flows.

Map this room
AI-ready room name: (customizable)
Room intelligence ID: auto-generated for traceability
Live API response:
Waiting for a room to map

Real-time room intelligence API

Power your UX, AI agent or pricing engine with real-time room intelligence built from live data.

High performance: Fast responses for high-volume availability calls.
Language-aware: Understands supplier labels, abbreviations and multilingual room names.
Built for scale: Designed for search-level mapping and heavy supplier traffic.
Automation-first: Map billions of rooms with minimal manual operations.
UNLIMITED REAL-TIME MAPPING
FOR AI AGENTS AND BOOKING UX
ROOM-LEVEL MONETIZATION
FROM LIVE SUPPLIER DATA

PRE, DURING & POST-BOOKING USAGE

Leverage room intelligence across the entire traveler journey to increase revenue, improve personalization and unlock room-level decision automation.

MAPPED ROOMS CACHE

Pre-booking search phase

Automatically synchronize, normalize and enrich room data from all suppliers into a unified room intelligence layer. Every room, attribute and description is mapped into a consistent AI-ready format.

PERSONALIZED SEARCH

During booking search phase

Power advanced filtering and natural-language search with requests such as “Looking for a Greek Islands family suite with a private pool.” Match traveler intent against real room attributes instead of supplier room names.

FINTECH MONETIZATION

During & post-booking phases

Increase profitability through real-time room-rate intelligence. Dynamically compare equivalent rooms across suppliers, optimize margins at booking time and identify better-priced alternatives for rebooking opportunities.

0 M
room maps every day
0 .95%
mapping coverage
0 %
attribute coverage

AI-ready room intelligence dataset

Four complementary outputs give AI agents the room knowledge they need for search, comparison, pricing, analytics and recommendations.

MAPPING

1 - Understand the room
Covers room type, category, view, beds, amenities, policies and commercial signals.
Makes room facts usable for conversion-focused AI.

MATCHING

2 - Match equivalent rooms
Equivalent rooms are grouped by your chosen rules and duplicates are removed.
Compare supplier rates during availability search.

RANGING

3 - Position the room
Rooms are positioned by range and market value, from moderate to high-end.
Live comp set definition.

SCORING

4 - Score the value
Attributes are valued according to their impact on relevance and price perception.
Best value detection for each intent.

UNLIMITED REAL-TIME MAPPING
FOR AI COMMERCE
ROOM-LEVEL MONETIZATION
FROM LIVE SUPPLIER DATA

How it works

Your mapping response is tailored to your AI, UX and revenue logic, with full customization.
Send to the API the list of received rooms from suppliers avail. calls. They are mapped in real-time @ 1500 rooms per sec.
Supported languages for input and translations are EN, PT, ES, FR, IT and DE.

on the fly mapping Real time
in real time mapping Room
signals
in real time mapping Source
agnostic
in real time mapping Usage
in real time mapping Deploy
in real time mapping Dataset

Real time

Unlike traditional room mapping systems that depend on pre-built caches, room-matching maps rooms live from supplier availability responses at search time, instantly matching et grouping rooms as data arrives. Your system receives room intelligence instead of raw supplier text.

Source agnostic: Works with any supplier, channel or internal inventory.
Fully customizable: Group by type, beds, view, amenities, policies or your own rules.
Scale effortlessly: Handles anything from a few requests to billions of maps per day.

Room signals

Room signal detection for more accurate AI mapping.
The engine detects inclusions, exclusions, restrictions and quality signals so the mapped room reflects the true offer.

How it works:
- Identifies exclusions such as no sauna or pool not available
- Flags inclusions such as free breakfast or private pool
- Returns room-level signals per attribute

Result: Higher relevance for AI recommendations and room comparison.

Source agnostic

Multilingual room intelligence for global supplier data.
The engine maps attributes across languages, whether room names use English, local terms or mixed-language supplier content.

Key capabilities:
Works in 6 languages: English, Spanish, Portuguese, French, Italian and German.
Supports mixed-language room names such as “Vista al mar + King Bed”.
Returns standardized results in the desired output language.

Why it matters:
Accurate cross-market room comparison.
Consistent analytics despite local naming differences.

Usage

Integrate room intelligence wherever your AI or booking flow needs it:

Static cache: Map listings, supplier feeds, logs and booking history.
Hybrid deferred: Map only new or changed room names as they appear.
Real-time call: Map each supplier availability response live at search time.

Deploy

Cloud and API room intelligence, fast, scalable and real time.

Available in your cloud or through API:
Fast API: database-free architecture for live processing.
High-volume ready: custom high-frequency mapper for unlimited availability traffic.
Built for speed, scale and deployment flexibility.

Dataset

Skip the data cleaning. Get AI-ready room intelligence instantly.

Problem:
Most travel AI projects lose time cleaning, labeling and normalizing supplier room data.

Our solution:
Room Matching delivers pre-normalized, classified and structured room datasets ready for AI agents and automation.
Unified structure across hotels, rentals and rooms.

Result:
Launch AI room search and recommendation faster without months of data preparation.

Powering the next generation of travel AI

Our room intelligence supports:
Hospitality and revenue:
- Dynamic pricing, markup optimization and demand forecasting
- Unified B2B and B2C room data for OTAs and metasearch
AI and personalization:
- AI-ready room datasets for agentic travel
- Conversational AI and personalized trip builders
Advanced analytics:
- Market trend prediction
- Reward program optimization

AI-powered room search at scale

High-performance API:
- Delivers fast responses for high-volume search traffic
- Built for natural language room intent such as “luxe Miami Beach suites with pool”
Perfect for:
- Metasearch engines and OTAs
- Dynamic pricing and revenue tools
- Conversational AI agents and booking bots

End-to-end vibe booking control

A single dynamic pipeline connects agentic search, supplier identity, room mapping, enriched content and best-rate decisioning.

One pipeline. Live data. Better decisions.

Travel technology breaks when search, hotel IDs, room types, content and rates are handled separately.

Room Matching connects them into one operational intelligence chain that works on live supplier data.

1. Agentic search
Understand intent

Capture traveler intent, context, constraints, destination logic and preference signals before querying inventory.

2. Custom agents
Apply logic

Run business rules, supplier priorities, ranking logic, margin strategy and workflow automation through specialized agents.

3. ID mapping
Resolve identity

Resolve supplier hotel IDs live, connect inventory records and remove ambiguity before room and rate comparison.

4. Room mapping
Map rooms live

Map rooms and rates directly from live availability responses, with or without a pre-existing cache.

5. Enriched response
Explain the choice

Generate contextual content, traveler-specific explanations, room reasoning and destination-aware recommendations.

6. Best rate
Optimize value

Return the best hotel, best room and best commercial opportunity based on live rates and business priorities.

The complete travel intelligence chain

Agentic search agents ID mapping room type mapping enriched response best hotel choice best rate.

ONE MASTER LICENSE
ALL-IN-ONE ROOM INTELLIGENCE
SECURE - HOLISTIC
SOURCE-AGNOSTIC LIVE MAPPING

Enriched dataset response

Send raw supplier room data and receive an AI-ready enriched mapping result.

From raw room object to structured room intelligence

The example below shows how a basic supplier room object is transformed into an enriched AI-ready response with mapping separation, group matching, room range, attribute scoring, classification, red flags, price optimization, multilingual output, curation ratio, room ID mapping and translations.

Click and navigate both JSON trees. The display keeps the existing jsonview1 and jsonview2 containers required by the current JavaScript.

Room to map

Example room object with references, supplier room name and description, including HTML if needed.

Input JSON

Enriched response

AI-ready mapping result with room intelligence fields, scoring, classification, translations and optimization data.

Output JSON

One response your AI agents can use immediately

Room Matching turns supplier room data into structured intelligence for search, comparison, recommendation, pricing and enriched booking responses.

Room intelligence in practice

How does Room Matching improve AI search and find better room rates?
Click below to explore the B2B/B2C UX simulator and see how room intelligence improves search, filters and conversion.

Case study: 100 km radius around Faro, Portugal, with 5 suppliers.
723 hotels and 27k rooms instantly mapped, equivalent rooms grouped and best deals detected.

click and get inspired
Fast-forward search

Autocomplete search and detailed filters accelerate room discovery.

Shortcuts and sliders

Shortcut buttons automate deep filtering for travelers, beds and high-value room features.

One-click rate optimization

Find the best deals per room type and matching group with duplicates removed.

Market range filter

Optimize market-level pricing in one click and visualize profitability opportunities.

Frequently asked questions

Key answers about real-time room mapping, agents, supplier data, pricing and integration.

Built for live travel data, not static catalogues

Room Matching is designed for travel companies that need AI-ready intelligence on supplier rooms, rates and hotel identities at search time, using real availability responses.

It transforms supplier room labels, descriptions, hotel IDs and rate availability responses into structured room intelligence that AI agents, booking engines and pricing systems can use immediately.

Yes. The system can map rooms and rates directly from live supplier availability responses, including cases where no pre-mapped cache exists.

AI agents need clean room facts to compare, recommend and sell. Room Matching performs the room understanding, grouping, ranging and scoring work before the agent generates the final answer.

No. It can be added as a hybrid SaaS intelligence layer on top of current booking engines, supplier connections, APIs, internal tools and agentic search flows.

Code Topic Example
BDR room number 1 bedroom, 2 bedrooms
TYP room type suite, loft, dormitory
CAT class & category standard, deluxe, corner
VEW view, side, sight sea/pool view, hill side, no view
BED beds double or twin, king bed, sofa
BLC balcony patio balcony, terrace
CAP capacity single, double, triple
SGL single use 1 pax, single use
PAX pax usage no child, 2ad+1ch
SHR shared facilities, bathroom
MKG marketing & SEO stunning, art deco
CHA chain & brand hilton
FLR floor top floor, ground floor
ADA accessible roll-in
REF refundable no ref, refundable
CAN cancelable NC, cancelable
DEP deposit required or not
MBR membership required & type
PLA plan & promo on sale, early birds
BRD board meal breakfast, AI
SMK smoking or not
AMN in-room amenities safe, minibar

Hotel ID mapping resolves supplier hotel identities in real time so the same property can be recognized across different inventories before room mapping and rate comparison happen.

Room Type mapping detects room type, category, view, beds, amenities, restrictions and commercial signals, then groups equivalent rooms across suppliers.

Yes. By identifying equivalent rooms across suppliers, it can expose duplicate offers, better net rates, margin gaps and opportunities for smarter ranking, upsell or rebooking.

No. A cache can improve efficiency, but Room Matching is designed to work on live supplier availability responses when real-time mapping is required.

OTAs, tour operators, DMCs, B2B platforms, hotel groups, marketplaces and travel companies building AI search, supplier normalization, dynamic packaging or real-time booking intelligence.

PRICING

All usage modes: static, 24-hour, hybrid, deferred, batch, on-the-fly and real-time.
Cost based on volume.

499 €
starter
ALL INCLUDED
  • ALL ROOM ATTRIBUTES MAPPED
  • STANDARDIZED ROOM SEPARATION
  • TURNKEY AI-READY DATASET
  • TRANSLATED INTO 6 LANGUAGES
  • CUSTOM ROOM DESCRIPTION REWRITE
  • EQUIVALENT ROOMS GROUPED
  • ROOM RANGING AND SCORING
  • REAL-TIME PRICE OPTIMIZATION
  • MARKET ANALYTICS
UNLIMITED REAL-TIME MAPPING
SOLUTION

Automate room-level revenue products such as real-time rate optimization without tier dependency.
The service supports businesses from startup volume to enterprise-scale search traffic.
Create your own room-level monetization logic without supplier-data limitations.
Our high-scale architecture supports billions of maps at very low infrastructure cost.

ALL YOU CAN MAP IN REAL TIME

Without a cache.
Maintaining a room-level cache can be complex. You can choose not to maintain a database cache and still benefit from full mapping, personalization and price optimization.

The cache paradox.
Sometimes, maintaining a large room inventory but only using a fraction of it makes no sense, especially for startups or low searches volume applications. You are better just mapping/remapping your avail. calls. even if you remap multiples per day.

Benefit.
The hotel room range is updated and virtualized for the user in real time. Price optimization is performed on the fly, with no cache maintenance required.

MONTHLY VOLUME
Rooms mapped Cost
<100K free
up to 500K 499 €
up to 2M 699 €
up to 5M 899 €
up to 10M 999 €
up to 20M 1199 €
all you can map up to 500M 1199 €
additional 500M 1199 €
CONVERSION TABLE

Scenario: mapping supplier API availability calls at search level.

suppliers availability calls mappings cost
2 30k 4.5M 799 €
3 60k 13M 1099 €
4 120k 36M 1199 €
5 150k 75M 1199 €
6 500k 300M 1199 €
8 1M 600M 2398 €
12 1.5M 1B 2398 €

A supplier returns around 100 rooms per hotel on average.
It can range from 5 to 2000, sometimes with up to 80% duplicates.

FLAT FEE

A minimum monthly fee applies depending on company type.
When mapping only new or changed rooms, monthly volume is reduced to the strict minimum. 5M maps can cover many-source update flows.

Flat fee per month
499 €
OmniTravel.ai

Hotel ID mapping

Map supplier hotel IDs all together in real time.
The ideal foundation for AI agents, live inventory building and supplier normalization.

Live supplier identity resolution

The demo below maps supplier inventories live, without relying on a pre-mapped cache.

Search a hotel below with at least 5 letters to map supplier IDs instantly.

Hotel to map Processing...
Select sources to map
Reference sources


Supplier feeds

Live mapping mode

These supplier selectors are kept for the existing Hotel ID mapping JavaScript and live response logic.

1 - MAPPING
2 - MATCHING
3 - RANGING
4 - SCORING

Real time hotel ID mapping gives AI agents the identity layer they need before room mapping, rate comparison and enriched response generation.

Advisory, AI architecture & custom travel agents

I help travel actors build the missing intelligence layer between current systems, live supplier data and AI-driven selling.

Olivier Boinet

Olivier Boinet

AI Architect • Travel Tech Expert

30+ years building software, automation, AI systems, machine learning projects and travel technology products.

Creator of Room-Matching, OmniTravel.ai, supplier ID mapping engines, room intelligence platforms and custom agentic travel pipelines.

OpenClaw • Agents • ML • SaaS • Travel AI

One dynamic pipeline for today’s travel-tech issues

Most travel platforms still rely on disconnected systems, static mappings, fragmented supplier inventories and generic AI tooling.

I design and implement complete AI-powered travel intelligence pipelines combining:

Agentic Search

Understand traveler intent, context and constraints before searching inventory.

Custom Agents

Specialized AI agents executing business rules, ranking logic and automation workflows.

Supplier ID Mapping

Real-time supplier inventory normalization and hotel identity resolution.

Room Mapping

Live room and rate mapping directly from availability responses without cache dependency.

AI Enrichment

Contextual content, recommendations, explanations and traveler-specific reasoning.

Best Choice Logic

Deliver the best hotel, best room and best rate for every traveler request.

End-to-end AI travel intelligence

Agentic Search Custom Agents Supplier ID Mapping Room Type Mapping AI Enrichment Best Hotel Selection Best Rate Opportunity

contact us
info@room-matching.com
room-matching.com - omniTravel.ai - vibeMyTravel.ai - 2026 - all rights reserved