Nicolas Sitter
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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
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robots.txt
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Run
Categories
Clubs
Triathlon L
M30-34
Men 30–34 · 136 classified finishers in the Triathlon L
#
Athlete
Time
Gap
Overall
🥇
Mathieu HUBERT
#1046
6:28:53
—
23
🥈
Romain MAUREL
#842
6:39:41
+10:48
33
🥉
Michiel KEMPEN
#176
6:47:47
+18:54
39
4
Aurélien LEFEVRE
#219
6:47:49
+18:56
40
5
Florian HECK
#936
6:48:23
+19:30
42
6
Giulio FRANCESCHET
#1358
6:56:03
+27:10
53
7
Vincent UYTDEWILLIGEN
#188
6:58:46
+29:53
59
8
Romain SAUVEY
#1242
6:59:22
+30:29
62
9
Baptiste CARLE
#63
7:00:32
+31:39
64
10
Thomas DUVIVIER
#1063
7:01:33
+32:40
66
11
Arnau PERICAS FIGUERAS
#722
7:06:30
+37:37
74
12
Julen EGANA
#712
7:11:05
+42:12
84
13
Edouard BLANQUART
#1422
7:11:07
+42:14
85
14
Boris CHENAL
#304
7:17:51
+48:58
92
15
Aymeric FABRE
#310
7:20:36
+51:43
96
16
François LE PALUD
#1341
7:22:06
+53:13
97
17
Ronan TROUFFLARD
#89
7:22:40
+53:47
98
18
Nicolas DESSAINTJEAN
#686
7:24:15
+55:22
100
19
Julius HOTTINGER
#938
7:24:44
+55:51
101
20
Jonas KRAFT
#911
7:25:32
+56:39
104
21
Maxime PICHON
#109
7:26:58
+58:05
106
22
Timothée CRIQUILLION
#1206
7:33:23
+1h04
123
23
Cédric MIOLANE
#1040
7:34:17
+1h05
126
24
Yannick VAN GEERT
#170
7:35:24
+1h06
130
25
Jon GARMENDIA AROZTEGUI
#747
7:44:07
+1h15
148
26
Alex HILL
#519
7:44:14
+1h15
149
27
Parra FCO. JOSE
#730
7:45:50
+1h16
150
28
Pierre POUPINEAU
#79
7:48:08
+1h19
156
29
Lucien BOURQUIN
#348
7:49:24
+1h20
162
30
Liam DAVIES
#487
7:49:38
+1h20
163
31
Vianney GUILBAUD
#134
7:52:54
+1h24
170
32
Christopher BOTTNER
#896
7:53:08
+1h24
171
33
Arnaud DAIRON
#1461
7:53:36
+1h24
173
34
Jonathan GAILHOT
#1520
7:58:01
+1h29
192
35
Romain NICOLE
#974
7:59:20
+1h30
201
36
Jake HODGETTS
#527
8:00:21
+1h31
210
37
Joe KILLEN
#556
8:02:20
+1h33
217
38
Thibaut FERRY
#821
8:02:48
+1h33
221
39
David TOURSEL
#66
8:02:50
+1h33
222
40
Thomas SUZON
#1155
8:03:41
+1h34
224
41
Frédéric MUNCK
#70
8:06:27
+1h37
241
42
Tanguy BELLIER
#861
8:06:57
+1h38
245
43
Antoine HOTTIN
#308
8:08:23
+1h39
247
44
Rémi GRAULIERE
#1250
8:13:19
+1h44
257
45
Alexandre MORGADO
#1458
8:15:44
+1h46
261
46
Thomas SANDRON
#181
8:15:50
+1h46
263
47
Vladimir STOJSAVLJEVIC
#1006
8:15:54
+1h47
265
48
Russell VANHINSBERGH
#547
8:17:09
+1h48
270
49
Marc BERRIAT
#124
8:18:27
+1h49
275
50
Molpeceres Martín DIEGO
#736
8:18:28
+1h49
276
51
Quentin BOUILLET
#1232
8:22:03
+1h53
285
52
Nicod CYRIL
#291
8:24:38
+1h55
298
53
Matt PICOZZI
#396
8:25:13
+1h56
300
54
Antoine PHILIPPONNAT
#659
8:26:30
+1h57
305
55
Gael ROCU
#1162
8:28:51
+1h59
321
56
Clément MEALLET
#326
8:31:06
+2h02
333
57
Thibaut POGORZELSKI
#823
8:32:06
+2h03
337
58
Nikolas EXCOFFON
#561
8:32:06
+2h03
338
59
Axel DE JENLIS
#1486
8:35:18
+2h06
352
60
Baptiste LE COUPANNEC
#1459
8:35:52
+2h06
356
61
Thomas GROSBOIS
#1082
8:36:00
+2h07
357
62
Kevin DENIS
#230
8:36:12
+2h07
358
63
Thomas PROUX
#1076
8:36:23
+2h07
359
64
Alexander JEFFREYS
#510
8:37:39
+2h08
364
65
Nicolas CHAUFFERT
#1223
8:38:22
+2h09
366
66
Maxime FUGIER
#848
8:38:43
+2h09
370
67
Olivier DAHYOT
#123
8:43:34
+2h14
391
68
Anthony WILLIAMS
#478
8:43:57
+2h15
395
69
Jonathan EVANS
#442
8:43:57
+2h15
396
70
Christophe ARNOULD
#883
8:44:38
+2h15
399
71
Quentin HANNAUER
#694
8:45:05
+2h16
402
72
Arthur ENNOURI
#1491
8:45:34
+2h16
407
73
Kevin SCHMELZER
#912
8:46:29
+2h17
416
74
Gareth HUGHES
#367
8:47:09
+2h18
424
75
Jordy VAN DER RIJST
#1380
8:51:53
+2h23
448
76
Prosper COLLET
#1500
8:52:19
+2h23
452
77
Diego PEREZ-LOPEZ
#766
8:53:07
+2h24
454
78
Brice GALMARD
#874
8:53:13
+2h24
455
79
Ghislain PRONO
#103
8:56:06
+2h27
465
80
Jack MARTIN
#446
8:56:53
+2h28
468
81
Antoine GUY
#1521
8:58:24
+2h29
477
82
Dorian NEVE DE MEVERGNIES
#252
8:58:43
+2h29
480
83
Jules SERPANTIE
#67
8:59:39
+2h30
484
84
Nicolas DUVAL
#875
9:00:20
+2h31
493
85
Daniel BEJARANO
#803
9:01:41
+2h32
502
86
Julien MUREZ
#1284
9:04:59
+2h36
521
87
Maxime VERNY
#1178
9:05:12
+2h36
522
88
Maxime DERBOIS
#1301
9:05:31
+2h36
523
89
Andrew LAUER
#357
9:06:29
+2h37
527
90
Thibault TERRISSE
#973
9:07:49
+2h38
535
91
Alexandre COTTRET
#1275
9:08:34
+2h39
541
92
Romain BAUDE
#1168
9:09:24
+2h40
547
93
Miguel DE LA TORRE
#753
9:09:32
+2h40
548
94
Maxime LATOUCHE
#1433
9:09:41
+2h40
551
95
Quentin CHABAUD
#708
9:11:27
+2h42
561
96
Gwenael PILORGET
#853
9:16:44
+2h47
585
97
Mirko HATTWIG
#899
9:17:10
+2h48
590
98
Adrien VERSNAEYEN
#690
9:17:59
+2h49
596
99
Cédric PICHOT
#1081
9:18:31
+2h49
601
100
Thomas WILLAME
#227
9:18:48
+2h49
607
101
Luis PASCUAL
#754
9:20:50
+2h51
615
102
Mike STADDON
#513
9:20:58
+2h52
617
103
Pierre EVRARD
#1329
9:23:16
+2h54
632
104
Lorenzo CROATI
#878
9:24:20
+2h55
638
105
Clément CHEVALIER
#1246
9:25:28
+2h56
645
106
Cédric PETIT
#610
9:29:50
+3h00
669
107
Antoine BOULANGEY
#894
9:30:03
+3h01
671
108
Maxime MULOT
#1423
9:30:38
+3h01
672
109
Lucas THIRY
#224
9:31:18
+3h02
676
110
Valentin LECLERCQ
#893
9:37:27
+3h08
702
111
Nicolas BREUILLE
#868
9:37:56
+3h09
707
112
Clément VINDIOLLET
#1494
9:46:00
+3h17
743
113
Julien GUILLAUME
#184
9:47:20
+3h18
751
114
Karl RANDELL
#593
9:49:19
+3h20
760
115
Maxime SANCHEZ
#1334
9:56:01
+3h27
793
116
Paul GELOEN
#1346
9:58:17
+3h29
802
117
François LAUTMANN
#343
9:58:25
+3h29
803
118
Arthur DEDEURWAERDER
#1234
10:04:39
+3h35
828
119
Cyprian PAULANIS
#996
10:06:37
+3h37
836
120
David BARKWILL
#437
10:10:47
+3h41
851
121
Thomas CLEMENT
#1411
10:13:10
+3h44
863
122
Nicolas HUVER
#640
10:16:47
+3h47
871
123
Maxime GONDOLFF
#1282
10:21:51
+3h52
887
124
Fabien LAFONT
#1026
10:22:09
+3h53
889
125
Julien DELISLE
#975
10:24:24
+3h55
896
126
Kiiski NICI
#963
10:24:29
+3h55
897
127
Topias SOININEN
#964
10:25:07
+3h56
901
128
James SMITH
#603
10:32:34
+4h03
920
129
Antoine BLUY
#886
10:49:32
+4h20
971
130
Hugo SAPIN
#65
10:50:24
+4h21
976
131
Thibaud MONTEILHET
#857
11:00:31
+4h31
1004
132
Alexis VOUTE
#870
11:00:31
+4h31
1005
133
Pierre-Emmanuel SELLIER
#150
11:06:58
+4h38
1022
134
Brendan RANNOU
#1212
11:09:04
+4h40
1027
135
Lorenzo HEIS
#980
11:17:30
+4h48
1043
136
Paul TYGER
#355
11:33:25
+5h04
1067