Nicolas Sitter
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Hotel AI research, newest first
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AI & hotel-tech research
AI Hotel Landscape 2026
The flagship annual report
Anatomy of ChatGPT Hotel Search
How the machine actually works
Live trackers
AI Hotel Landscape (live)
The weekly dashboard behind the report
My AI Visibility
Tracking my own niche, in public
MCP App Tracker
Claude connectors, tracked daily
Methodology
Cross-industry methodology
AI-search infrastructure, not hotel-specific
AI Playground
All experiments
Every cross-industry field test
Tattoo Studios in Berlin
Same city, new vertical — the baseline snaps back
Barbershops in Istanbul
Ask in English and Turkish — get two different cities
Bistros in Paris
The guidebook city where restaurant websites disappear
Saunas in Helsinki
The first city where every AI engine agrees
Sports Data
Cycling
L'Étape du Tour
Ten editions, 2014–2026
Archive
107,795 finishers, 2014–2026, analysed
2026
12,733 finishers · Bourg d'Oisans → Alpe d'Huez
2025
13,649 finishers · Albertville → La Plagne
2024
10,614 finishers · Nice → Col de la Couillole
2023
11,485 finishers · Annemasse → Col de Joux Plane
2022
8,706 finishers · Briançon → L'Alpe d'Huez
2019
10,159 finishers · Albertville → Val Thorens
2017
11,234 finishers · Briançon → Col d'Izoard
2016
10,982 finishers · Megève → Morzine
2015
9,774 finishers · Saint-Jean-de-Maurienne → La Toussuire
2014
8,459 finishers · Pau → Hautacam
L'Étape du Tour Femmes
Two editions · 71% of the field is men
Archive
14,740 finishers across three races
2026
9,696 finishers up the Ventoux
2025 · 117 km
4,267 finishers, Chambéry
2025 · 98 km
777 finishers, every split
La Marmotte
Seven editions, 2020–2026
Archive
25,208 finishes, 2020–2026, analysed
2026
5,005 finishers · 12 timing mats
2025
4,302 finishers
2024
4,585 finishers
2023
3,694 finishers · the Croix de Fer year
2022
3,988 finishers
2021
1,807 finishers · run in September
2020
1,827 finishers · run in September
Triathlon
Alpe d'Huez
Eleven editions, 2015–2026
Archive
31,140 finishes, 2015–2026, analysed
2026
3,861 finishers · 22 timing mats
2025
3,747 finishers
2024
3,469 finishers
2023
3,257 finishers
2022
2,836 finishers
2021
2,731 finishers
2020
COVID HAHAHHA
2019
2,386 finishers
2018
2,305 finishers
2017
2,295 finishers
2016
1,982 finishers
2015
2,271 finishers
Running
Marathon de Paris
12 editions, 2013–2026
Archive
520,581 finishers, analysed
2026
57,516 finishers
2025
54,934 finishers
2024
53,899 finishers
2023
50,778 finishers
2022
33,599 finishers
2021
27,114 finishers
2018
42,377 finishers
2017
41,099 finishers
2016
41,791 finishers
2015
40,262 finishers
2014
38,526 finishers
2013
38,686 finishers
Semi de Paris
11 editions, 2015–2026
Archive
395,723 finishers, analysed
2026
49,281 finishers
2025
47,544 finishers
2024
47,901 finishers
2023
45,400 finishers
2022
40,980 finishers
2021
18,426 finishers
2019
33,764 finishers
2018
36,007 finishers
2017
38,211 finishers
2016
3,304 finishers
2015
34,905 finishers
adidas 10K Paris
7 editions, 2019–2026
Archive
182,508 finishers, analysed
2026
44,244 finishers
2025
34,353 finishers
2024
29,607 finishers
2023
24,634 finishers
2022
18,995 finishers
2021
12,054 finishers
2019
18,621 finishers
Guides
All guides
AI search optimization for hotels
AI Search
AI Search for Hotels
The big picture — 4-step framework
AI Visibility for Hotels
AEO + GEO, 5 pillars, 8-step checklist
ChatGPT Optimization
12 systems, 7 data providers
Google AI Mode
Where hotel clicks go
Do Visibility Scores Matter?
Not a booking — but a leading indicator
Technical
Schema Markup
JSON-LD for hotels
How AI Retrieval Works
The mechanism under GEO
Prompt Tracking
Measure the spread, not the rank
Projects
All projects
Everything, searchable
AI Apps
MCP App Tracker
Claude connectors, tracked daily
AI Search
AI Hotel Landscape
Live weekly hotel AI data
My AI Visibility
Tracking my own niche, in public
Tools
API
About
About me
Background & contact
Consulting
AI search visibility engagements
AGENTIC
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llms.txt
llms-full.txt
posts.json
rss.xml
sitemap.xml
robots.txt
Overview
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First names
Swim
Bike
Run
Categories
Clubs
Triathlon L
F30-34
Women 30–34 · 43 classified finishers in the Triathlon L
#
Athlete
Time
Gap
Overall
🥇
Sarah MEYER
#850
7:19:35
—
220
🥈
Arielle ZOELLIN-JILLIOT
#1296
7:23:19
+3:44
237
🥉
Marion SICOT
#247
7:31:40
+12:05
285
4
Marie MINGAM
#1196
7:32:20
+12:45
289
5
Julie REGHEM
#1138
7:34:39
+15:04
302
6
Laura JACQUET
#147
7:44:10
+24:35
366
7
Clarence LE GALL
#115
7:48:13
+28:38
393
8
Maud ELIE-LEFEBVRE
#1250
7:55:47
+36:12
438
9
Annick BOEHLER
#801
8:01:50
+42:15
481
10
Valentine GILLIG
#101
8:24:13
+1h04
644
11
Katharina HEEGER
#851
8:29:36
+1h10
675
12
Julia SCHMID
#763
8:35:13
+1h15
714
13
Marianne GEOFFROY
#1010
8:37:04
+1h17
733
14
Cyrielle JEANNIN
#96
8:42:18
+1h22
764
15
Eline GESCHIERE
#1745
8:43:19
+1h23
773
16
Pauline MICHAUD
#1480
8:49:02
+1h29
818
17
Valentine PIETTE
#1077
8:49:10
+1h29
819
18
Melanie ANDRES
#1494
8:52:01
+1h32
844
19
Emmanuelle POYARD
#1295
8:57:36
+1h38
884
20
Céline SEYS
#712
8:59:21
+1h39
901
21
Martina SPRIANO
#1651
9:00:29
+1h40
914
22
Olivia BINDER
#1473
9:10:33
+1h50
984
23
Emily BROWNLOW
#502
9:12:00
+1h52
990
24
Amélie ROUÉ
#1238
9:17:04
+1h57
1027
25
Chloé LE GALL
#1122
9:17:11
+1h57
1028
26
Rebecca DOWDS
#441
9:19:43
+2h00
1043
27
Coralien BOECKX
#678
9:33:58
+2h14
1122
28
Ines GOEMAN
#1109
9:36:25
+2h16
1140
29
Elisabeth WOELDGEN
#1694
9:37:22
+2h17
1143
30
Nanette HEYSTEK
#1817
9:37:55
+2h18
1147
31
Morgane LE CHAPELAIN
#335
9:42:07
+2h22
1175
32
Stephanie DEPREZ
#702
9:46:05
+2h26
1187
33
Mathilde MIGNON
#1098
9:52:50
+2h33
1220
34
Marlène MOUTEL
#1332
10:03:28
+2h43
1261
35
Elsa LANZINGER
#1286
10:08:06
+2h48
1284
36
Tayla JAMES
#1824
10:19:50
+3h00
1326
37
Alexandra KACHANER
#1414
10:21:38
+3h02
1333
38
Mélanie MATTEZ
#562
10:50:13
+3h30
1425
39
Thanh Nga SAUNDERS
#798
10:59:17
+3h39
1447
40
Florence NOLAIS
#1416
10:59:23
+3h39
1448
41
Karen POPPELIERS
#559
11:00:37
+3h41
1451
42
Nathalia MARTINEZ GUERRA
#779
11:14:02
+3h54
1488
43
Catarina LOUREIRO
#1772
11:52:04
+4h32
1531