Nicolas Sitter
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AI Search
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Hotel AI research, newest first
All hotel studies
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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Target time
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Swim
Bike
Run
Montée de l'Alpe d'Huez
Categories
Clubs
Triathlon M
MS2
MS2 · 124 classified finishers in the Triathlon M
#
Athlete
Time
Gap
Overall
🥇
Steven MCKENNA
#649
2:01:38
—
12
🥈
Corentin LE ROY
#303
2:02:54
+1:16
15
🥉
Loic FERNANDEZ
#1119
2:06:36
+4:58
20
4
Kevin SLEEGERS
#874
2:08:19
+6:41
24
5
Anthony PHILIPPON
#209
2:09:16
+7:38
26
6
Arthur IMBACH
#308
2:09:54
+8:16
31
7
Casper MOODIE
#657
2:12:13
+10:35
39
8
Pierre AESCHLIMANN
#710
2:13:27
+11:49
42
9
Anthony VERNAGALLO
#186
2:13:30
+11:52
43
10
Ryan CHRISTIAN
#924
2:14:38
+13:00
48
11
Pierre-Emmanuel GALLEGO
#1006
2:14:44
+13:06
49
12
Romain BENVENUTO
#647
2:19:30
+17:52
69
13
Loic DELDICQUE
#479
2:19:39
+18:01
70
14
Paul LANGELAAN
#855
2:19:50
+18:12
71
15
Armel POISSE
#46
2:19:51
+18:13
72
16
Jean Julien TRINEZ
#296
2:20:49
+19:11
81
17
Thomas TÊTU
#401
2:23:58
+22:20
103
18
Manuel PRIGENT
#728
2:24:05
+22:27
104
19
Baptiste LEMAIRE
#344
2:24:09
+22:31
105
20
Thomas VARIN
#67
2:24:30
+22:52
107
21
Pierrick COQUET
#89
2:24:33
+22:55
108
22
Alexander HOOGEVEEN
#851
2:24:38
+23:00
109
23
Charles JEANBLANC
#44
2:24:58
+23:20
114
24
Thomas MOUYEN
#1013
2:25:29
+23:51
118
25
Julien RAISON
#56
2:25:41
+24:03
119
26
Alexis SCHNEIDER
#363
2:25:54
+24:16
120
27
Dennis VAN HOF
#870
2:26:01
+24:23
121
28
Thibault MORGANDO
#130
2:26:13
+24:35
124
29
Félix PHILIPPE
#131
2:26:13
+24:35
125
30
Alexis DIEULOT
#686
2:26:26
+24:48
130
31
Pablo GRAU DEL VALLE
#979
2:27:34
+25:56
141
32
Alexandre TIXIER
#118
2:28:20
+26:42
148
33
Michael ISERABLE
#1151
2:28:22
+26:44
149
34
Yannick MONOLIN
#495
2:28:35
+26:57
153
35
Roman FERRERO
#1118
2:29:49
+28:11
164
36
Chris THOMAS
#639
2:31:18
+29:40
177
37
Wera WOUT
#1175
2:31:27
+29:49
179
38
Antoine BLANDEL
#804
2:32:49
+31:11
189
39
Kévin PLANET
#210
2:33:11
+31:33
193
40
Jonathan DAVIES
#515
2:33:23
+31:45
198
41
Jordan ROUYER
#1178
2:33:38
+32:00
200
42
Daniel GARCÍA LÓPEZ
#939
2:33:52
+32:14
203
43
Matthieu MUSCARI
#1121
2:34:15
+32:37
208
44
Aurélien HILAIRE
#1106
2:35:02
+33:24
214
45
Geoffrey MEMAIN
#709
2:37:44
+36:06
232
46
Loïc DEPLAUDE
#94
2:38:01
+36:23
235
47
Mattis CARTIER
#99
2:38:23
+36:45
240
48
Jordan KERMAN
#633
2:39:14
+37:36
253
49
Olivier DHOTE
#391
2:39:41
+38:03
258
50
Jérémy DAVID
#41
2:40:55
+39:17
270
51
Edouard SAINT HILAIRE
#40
2:41:01
+39:23
271
52
François CRUSOT
#360
2:41:27
+39:49
273
53
Come RONDET
#292
2:41:29
+39:51
274
54
Teddy GIRAUD
#1043
2:42:34
+40:56
287
55
Jérémy LESPAGNOL
#42
2:44:48
+43:10
311
56
Martin DECRÊME
#789
2:44:53
+43:15
313
57
Jules FERRER
#1169
2:44:55
+43:17
315
58
Vincent SCHOEFFTER
#1078
2:44:57
+43:19
317
59
Alexandre MOUDENC
#173
2:45:00
+43:22
318
60
Alexis LABATTU
#268
2:46:14
+44:36
327
61
Anthony AUMERCIER
#777
2:48:11
+46:33
348
62
Romain MEPAS
#775
2:48:27
+46:49
352
63
Gaetan COLNOT
#1090
2:48:45
+47:07
355
64
Sébastien HÉRON
#463
2:49:15
+47:37
363
65
Guillaume DURAND
#273
2:49:47
+48:09
376
66
Nicolas RINIE
#385
2:50:12
+48:34
380
67
Mathias GROUT
#144
2:50:56
+49:18
391
68
Mario ANTEQUERA PÉREZ
#980
2:51:34
+49:56
399
69
Othéphilou MAGNON-PUJO
#49
2:52:44
+51:06
412
70
Louis-Antoine FAGEOL
#400
2:53:19
+51:41
416
71
Romain MOINEL
#1177
2:53:54
+52:16
425
72
Cyril CALY
#736
2:54:04
+52:26
429
73
Pierre-Yves HEBERT
#1081
2:54:06
+52:28
430
74
Maxime BESSON
#1082
2:54:19
+52:41
434
75
Alexandre GALLAY
#241
2:54:37
+52:59
437
76
Julien MALLEIN
#38
2:55:39
+54:01
449
77
Adam MCDONNELL
#642
2:55:58
+54:20
457
78
Paul GAUTIER
#284
2:56:21
+54:43
464
79
Leo GUILBERT
#31
2:56:37
+54:59
466
80
Brian LANE
#498
2:58:12
+56:34
481
81
Tristan ROGIER
#723
2:58:36
+56:58
487
82
Cédric BOZONNAT
#721
2:59:51
+58:13
499
83
Damien BOISARD
#815
3:00:52
+59:14
506
84
August OUDSHOORN
#888
3:02:35
+1h00
529
85
Simon DUBOIS
#749
3:02:51
+1h01
533
86
Lénaïc DENTRESSANGLE
#179
3:02:55
+1h01
537
87
Romain FLAMMIER
#65
3:03:03
+1h01
538
88
Timothee LOREILLE
#333
3:03:27
+1h01
542
89
Alexandre FRANCOIS
#1101
3:03:52
+1h02
547
90
Antoine FRADIN
#718
3:03:59
+1h02
549
91
Romain MICHEL-DURAND
#194
3:04:01
+1h02
551
92
Antoine VIEU-BRASSEUR
#153
3:06:37
+1h04
583
93
Yann LEMARQUAND
#251
3:08:32
+1h06
608
94
François FOURMENTIN
#774
3:08:36
+1h06
609
95
Bruno DELFORGE
#1180
3:08:41
+1h07
611
96
Pierre RICHAUD
#259
3:09:23
+1h07
615
97
Niels ROSEBOOM
#486
3:10:04
+1h08
622
98
Oscar SLOEP
#880
3:10:04
+1h08
623
99
Mickael LOCHER
#117
3:10:32
+1h08
630
100
Olivier BIANCO
#1120
3:11:58
+1h10
640
101
Ralf SCHMERER
#1143
3:14:45
+1h13
670
102
Nicolas BREUILLE
#767
3:15:00
+1h13
672
103
Simon FEUGIER
#203
3:15:06
+1h13
673
104
Alexandre AULAGNIER
#252
3:17:04
+1h15
690
105
Sylvain VALLIER
#258
3:19:22
+1h17
709
106
Grégoire PAQUET
#429
3:20:14
+1h18
715
107
Malcom MOOVE
#1164
3:23:27
+1h21
744
108
Thibault SOUBEYRAT
#272
3:25:08
+1h23
754
109
Maxence QUATREHOMME
#1032
3:26:11
+1h24
760
110
James MCARTHUR
#655
3:26:46
+1h25
764
111
Jean Charles PETITHORY
#81
3:30:09
+1h28
796
112
Pierre FAVIER
#786
3:30:10
+1h28
797
113
Matthew PARKER
#629
3:30:36
+1h28
800
114
Victorien JUSTE
#375
3:31:30
+1h29
807
115
Maxime PROU
#293
3:31:30
+1h29
808
116
Loic LEMARQUAND
#1002
3:32:57
+1h31
816
117
Geoffroy DE VALENCE
#475
3:33:03
+1h31
817
118
Thibaud POIRIER
#291
3:34:49
+1h33
829
119
Yoann BRAIVE
#659
3:46:47
+1h45
886
120
Geoffrey LEROY
#454
3:49:23
+1h47
895
121
Jean Baptiste CLEMENT
#398
3:50:05
+1h48
900
122
Jérémy LECHEVAL
#1073
4:04:31
+2h02
931
123
Stéphane ANDRE
#321
4:29:56
+2h28
962
124
Hugo GABOLDE
#180
4:45:34
+2h43
968