hotel & room mapping A.I.

Skyrocket conversion and profit
Metamorphose the user experience

Type & specs

room type mapping
Covering all room's facets.
Type, category, view, beds, policies, amenities...

High personalization for your website in 5 languages. (Customizable)

Group similar

Group similar rooms
Grouped suppliers' rooms by type & specs.

Duplication removal & rates compared. (Customizable)

Room range

hotel rooms range
Grouped by range & essentials.
(moderate, luxe, high-end, family...).

Envision a market. Fintech at wider scale. (Customizable)

Attributes score

attributes score
Sorted by attributes valuation. More offered, higher the score.

From corner, category, view specs... to rooftop, amenities... (Customizable)

Custom profiling

custom profilingg
Mapping & matching are fully customizalble.

Use our presets or customize your own.

On the fly

on the fly mapping
We map what you send us.
No cache used.

Upload an inventory or send your list to the API.

In real-time

Done in real-time
Compare rates at search level or process millions within minutes.

Instantly mapped. No suppliers, hotels or rooms limit.

High coverage

high mapping precision
> 99% coverage, multilingual.

Get all types, categories, views & much more.

Clean website

a clean website presentation
Have a smart customer friendly website.

B2B lingo is rewritten to readable B2C.

Smart optimization

a clean website presentation
Get the cheapest per room type & selected attributes.

Right spot best value for the money.


Price prediction
Use simpler filtering & sorting.

Map logs & bookings history. Fast forward your Fintech & price prediction.

Customer oriented

- Implementing personalization.
- Increasing discoverability.
- Improve retention, conversion.
- Enhancing overall SEO.
- Providing a better UX.
- Strengthening brand loyalty.
- Fast forward selection.
- Fine-tuning search for sales.

Rate optimization

- Get the best value for the money.
- Compare margin per room range.
- Increase booking sales.
- Compare rates @ room avail.
- Snap more revenue on the fly.
- Apply a dynamic markup model.
- For high rewards & profitability.
- Lower L2B & enhance productivity.

Market fintech

- RM @ selected attributes.
- Room range rate analytic.
- Map & value your logs.
- ABS oriented ready mapping.
- Room attr granular compset.
- Json & csv for every needs.
- Ease to use sorting tools.
- Hotelier advanced insights.

a B2B2C tool
all in 1 solution
a powerful API
high automation
live instant speed
smart & accurate

Integration & usage

For an easy access.
Ultra high speed cluster.
Docker. Deploy within infra.

Fast API

Our in house A.I. is a Natural Language Processing database-less SaaS.

Map millions within minutes.


High volume

We tailor made you a high frequency mapper.

Should you need billions mappings per day to process in real time.


In infra

We know security, stability & secrecy is important.

Our solution is anonymous, autonomous, without dependencies or tiers.


Static cache

Map your listings, suppliers, logs and booking history.

Upload your listings or stream them live. Unlimited quantity.


Hybrid cache/avail.

You want to update new ones when appearing.

Send them and update your inventory in real time.


Dynamic avail.

You want to map every availability calls to suppliers in real-time.

Send the complete list & receive the result within a second.


All purpose dataset

Get a detailed normalized dataset across hotel, rental & room descriptions. Turnkey for ML training & predictions.

room_name room_main hotl_code sppl_code room_code rate_plan room_rate meal_plan attr_type type_labl attr_cteg rang_labl attr_view view_labl attr_amn1 attr_bdrm bdrm_labl .... fast_train
premium treehouse vue méditerranée 3 large bedroom rental 100258 1 1789654 65433 524 ___ treehouse atypic premium luxe mediterranean sea ___ 3 large, family ... [54.0000, 1.0000, 31.9160, 0.0000, 0.0000...]
suite highflr side beach vx room 100589 2 7896541 14785 240 breakfast suite ___ standard ___ side beach high floor 1 ___ ... [63.0000, 0.0000, 27.2498, 0.0000, 1.0000...]
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
Room-matching: General usage
For rooms cache inventory / hybrid usage.
Map inventories & maintain a cache for high personalization.
map entire listings or by millions.
Included features
20 topics, attributes mapped
Standardized separation
ML ready dataset
Translated in 6 languages
Custom description rewrite
Similar rooms grouped
Attributes oriented mapping
CSV & json response
Cost & usage
1 million rooms
$ 199
50 millions rooms
$ 999
100 millions rooms
$ 1499
500 millions rooms
$ 2499
1B rooms
20B rooms

API: 3 Millions mappings max per hour.
For daily: Low cost solutions for 2B per day.
Room-matching: Real-time usage
For on the fly real-time price optim. @ T-time search.
No suppliers limit. Works for vacation rentals & rooms at availability suppl. API call level.
API free access up to 200M. Additional infrastructure cost applies on volume. AWS, clouds, In infra & customized options.
99% mapping coverage over expedia, hotelbeds & bedbanks.
Included features
20 topics, attributes mapped
Standardized separation
Translated in 6 languages
Custom description rewrite
Similar rooms grouped
Granular aggreg. customization
Canonical group index
Attributes oriented mapping
Cost & usage
volume per month
cases study
up to 10M rooms
$299 - $69 per 1 M
3 suppl / 30k calls / 4.5M total: 310 €
up to 50M rooms
$699 - $15 addi. 1 M
4 suppl / 120k calls / 36M total: 1089 €
up to 200M rooms
$ 1299 - $ 4 addi. 1 M
5 suppl / 150k calls / 75M total: 1399 €
up to 500M rooms
$ 1799 - $ 1 addi. 1 M
6 suppl / 500k calls / 300M total: 1799 €
up to 1B rooms
$ 2199 - $ 0.7 addi. 1 M
6 suppl / 5M calls / 600M total: 2269 €
up to 5B rooms
$ 2799 - $ 0.5 addi. 1 M
8 suppl / 30M calls / 3B total: 3799 €
up to 50B rooms
$ 6799 - $ 0.3 addi. 1 M
12 suppl / 300M calls / 25B total: 9999 €
High profile OTA
API: 1000 rooms mapped per sec per async call.
Custom: 4000 rooms mapped per sec per async call.
Linear response: 800-2/10 sec. 2000-half sec. 40k-10 secs.
Cloud, AWS, dedicated, in infra, master licence, transparent funnel.
Low cost solutions available. From 2 to 10B maps per day.
travel alliance

hotel ID mapping
room A.I.

room type mapping
hotel A.I.

A mass market DIY products inventor for 30 years with success stories sold around the globe.
A geek since 10 mastering code languages, heuristic, NLP, ML, prediction, systems & algorithms.

My solution is agnostic, fast & reliable.
Customer & personalization oriented .
Designed for on the fly & speed.
Optimized for volume @ low cost.

I make data work for you

Working with me:
Immediate support. You have the highest expertise on the market and a flow of innovations in your hands.
olivier boinet

Olivier Boinet
Hospitality big data A.I. Pioneer


Natural Language Processing

Natural Language Processing
Splitting a text
into sortable data
Our in house technology chunks a text into sections, scans terms, sorts out attributes.
Our in house NLP A.I. chunks a text into sections, scans terms, sorts out attributes.
Text Mining: It can be an hotel, rental or room name, a more complete text description.

A text size of a page can be passed.
(mapping time may vary)

Natural Language Understanding

Natural Language Understanding
Matching together
group similar
Rebuilding the room with cleansed data. Grouping similar rooms together.
Rebuilding the room with cleansed data. Grouping similar rooms together.
Categorization: Matching is grouping the rooms based on normalized data using a defined number of attributes.

Our solution groups similar rooms together at multiple levels (customizable).

Natural Language Generation

Natural Language Generation
Rewriting a description
Rewriting a cleansed, standardized description.
Rewriting a cleansed, standardized description.
Highlighting: NLG is the counterpart of context analysis: its goal is to transform data into text.

Mimic Booking, Expedia on your website or set your own style.
contact me
Travel Alliance
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