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
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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 L
MS3
MS3 · 94 classified finishers in the Triathlon L
#
Athlete
Time
Gap
Overall
🥇
Timothy VAN HOUTEM
#2
6:08:14
—
3
🥈
Amaury DEHEZ
#21
6:27:11
+18:57
9
🥉
Arnaud MARGOT
#654
6:29:18
+21:04
10
4
Javier SOLACHE
#991
6:38:36
+30:22
21
5
Marco CORTI
#774
6:39:57
+31:43
23
6
Maximilian BREITKREUZ
#692
6:41:47
+33:33
24
7
Christopher LOOSE
#538
6:45:35
+37:21
27
8
Romain CRIADO
#11
6:49:21
+41:07
30
9
Niels VANDE CASTEELE
#549
6:50:27
+42:13
33
10
Julien HASTIR
#526
7:04:58
+56:44
48
11
Yeray LUXEM
#30
7:13:48
+1h05
57
12
Michael CRAMER
#681
7:18:42
+1h10
67
13
Bob MARTENS
#621
7:25:00
+1h16
74
14
Adrien PENDERS
#513
7:26:25
+1h18
76
15
Nicolas VAUQUELIN
#341
7:33:33
+1h25
88
16
Sergio STROLLO
#554
7:38:56
+1h30
97
17
Viktor TARANENKO
#809
7:38:57
+1h30
98
18
Paolo MEOSSI
#763
7:39:03
+1h30
99
19
Alan WARD
#873
7:40:18
+1h32
104
20
Dieter DEBRUYNE
#528
7:41:46
+1h33
107
21
Loic PAYOUX
#129
7:46:03
+1h37
110
22
Florent GARCIN
#443
7:46:55
+1h38
111
23
Hossain Kaanache AMGHIRAF
#20
7:48:15
+1h40
114
24
Antoine FARA
#1043
8:03:27
+1h55
153
25
Benjamin DUERR
#707
8:04:24
+1h56
157
26
Peter VAN DER MAAS
#590
8:06:58
+1h58
163
27
Bjorn BROEKAERT
#578
8:07:13
+1h58
164
28
Romain MASUE
#212
8:08:05
+1h59
166
29
Mathieu CHICHERY
#101
8:12:55
+2h04
177
30
Mathieu BONNAT
#1048
8:13:46
+2h05
182
31
Kévin MARCHAIS
#333
8:16:05
+2h07
183
32
Jérome GIAUX
#530
8:16:15
+2h08
184
33
Pablo LOPEZ BAENA
#1011
8:19:13
+2h10
191
34
Daniel WATERS
#888
8:20:27
+2h12
194
35
Benoît MAROUSE
#107
8:20:49
+2h12
195
36
Romain GROSJEAN
#1064
8:21:26
+2h13
198
37
Christian EXNER
#686
8:21:44
+2h13
200
38
Ben KLOOSTERBOER
#589
8:22:37
+2h14
202
39
Brecht AVEREYN
#502
8:22:40
+2h14
203
40
Guillaume MARTINET
#510
8:23:31
+2h15
206
41
Quentin BRUNEAU
#393
8:29:01
+2h20
214
42
Kim TEMMERMAN
#569
8:31:02
+2h22
219
43
Michel VAN DRUTEN
#605
8:32:35
+2h24
225
44
Nicholas GIBBS
#910
8:32:54
+2h24
226
45
Florian BESNARD
#220
8:34:01
+2h25
233
46
Damien SANFILIPPO
#559
8:35:58
+2h27
245
47
Kevin RADUCKI
#279
8:42:59
+2h34
267
48
Nigel BUNGAY
#842
8:44:02
+2h35
273
49
Gaël LAMBERTHOD
#155
8:48:49
+2h40
282
50
Thomas AUCLAIR
#310
8:50:21
+2h42
286
51
Thomas MORY
#461
8:52:13
+2h43
297
52
Jonathan SEWELL
#889
8:52:56
+2h44
300
53
Laurens DE KROON
#594
8:53:45
+2h45
302
54
Pierre LEGENDRE
#181
8:54:19
+2h46
305
55
Leon UNK
#623
8:54:24
+2h46
307
56
Nicolas LE MAGUER
#172
8:58:03
+2h49
320
57
Yannick COLLOT
#1072
9:05:22
+2h57
343
58
Simon PONIARD
#305
9:06:30
+2h58
347
59
Brice GOULEY
#427
9:17:12
+3h08
379
60
Benjamin SALAUN
#253
9:22:03
+3h13
397
61
Jean Baptiste DELSARTE
#327
9:25:09
+3h16
408
62
Jan-Jouke MULDER
#608
9:26:41
+3h18
415
63
Jack PERKINS
#927
9:29:09
+3h20
424
64
Christophe LAGARDE
#419
9:31:00
+3h22
434
65
Yannick BOFFETTI
#489
9:32:10
+3h23
441
66
David CART
#483
9:34:33
+3h26
453
67
Takeshi FUKUDA
#960
9:37:00
+3h28
464
68
Thomas GENDRONNEAU
#116
9:42:42
+3h34
485
69
Arnaud VERGNOL
#144
9:52:11
+3h43
509
70
Alexandre GUERRE
#1060
9:56:07
+3h47
522
71
Thierry BOUQUIER
#435
9:56:45
+3h48
525
72
James EDGAR
#925
9:57:14
+3h49
532
73
Rodolph AUDEBERT
#132
10:03:56
+3h55
548
74
Andima IRIBAR ARANGUREN
#985
10:10:20
+4h02
564
75
Alexandre VOLANT
#479
10:11:09
+4h02
568
76
Sergi CASAN FORN
#1013
10:14:18
+4h06
581
77
Gabriel MORANDEIRA ARRIZABALAGA
#962
10:24:26
+4h16
607
78
Malte ASSELN
#676
10:25:24
+4h17
609
79
Antoine HALOPEAU
#451
10:26:12
+4h17
611
80
Felix FUNKE
#718
10:29:00
+4h20
621
81
Mikel IMAZ IBARBIA
#980
10:31:55
+4h23
626
82
Charles BORCKE
#223
10:32:52
+4h24
628
83
Vincent RENWICK
#202
10:35:37
+4h27
632
84
Dmytro SHYLYUK
#746
10:35:41
+4h27
633
85
Thomas NONY
#160
10:35:55
+4h27
634
86
Dominic HENRY
#911
10:50:21
+4h42
674
87
Aurélien CLEMENT
#273
10:53:21
+4h45
684
88
Erik KUSSENDRAGER
#626
10:54:04
+4h45
690
89
Ben SMITH
#877
10:56:54
+4h48
696
90
Andrii KRYKAVSKYI
#747
11:00:44
+4h52
710
91
Jason BURDOCK
#953
11:02:46
+4h54
715
92
Mark JONES
#228
11:08:33
+5h00
725
93
Thomas DE RITTER
#779
11:14:07
+5h05
734
94
Maximilien BOISTEAU
#106
11:24:10
+5h15
747