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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Target time
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Swim
Bike
Run
Montée de l'Alpe d'Huez
Categories
Clubs
Triathlon L
MV1
MV1 · 129 classified finishers in the Triathlon L
#
Athlete
Time
Gap
Overall
🥇
Sébastien ESPITALIER
#215
6:51:54
—
36
🥈
Pako RÁBANO RUBIO
#970
6:56:02
+4:08
40
🥉
Yannick LORPHELIN
#377
7:01:32
+9:38
44
4
Nico SIJMENS
#499
7:04:19
+12:25
46
5
Sébastien DUTHILLEUL
#70
7:10:20
+18:26
52
6
Ivan JEZKO
#740
7:15:15
+23:21
60
7
Martijn BOOT
#613
7:16:17
+24:23
63
8
Vincent GREMEAUX
#231
7:19:00
+27:06
68
9
Lionel GAULIARDON
#344
7:22:19
+30:25
69
10
Ludovic PROUZET
#410
7:23:44
+31:50
72
11
Johan CHRISTEN
#617
7:27:54
+36:00
78
12
Lilian PAILLARD
#339
7:30:27
+38:33
82
13
Lionel JOURDAN
#366
7:31:48
+39:54
84
14
Climent miñana CHRISTIAN
#998
7:38:17
+46:23
95
15
Olivier SPURZEM
#684
7:39:34
+47:40
101
16
Loic MEYER
#47
7:39:52
+47:58
102
17
Philippe FOUBERT
#196
7:40:05
+48:11
103
18
Paul BUSQUETS GIL
#1003
7:40:26
+48:32
105
19
Martin BARNER
#643
7:46:59
+55:05
112
20
Iban ARANGUREN UCIN
#987
7:47:36
+55:42
113
21
Raphael BOUNEA
#167
7:51:57
+1h00
123
22
Rémi ATTINAULT
#352
7:56:22
+1h04
137
23
Hinke VAN WEZEP
#583
7:59:40
+1h07
144
24
Bertrand MEC MANCQ
#166
7:59:58
+1h08
145
25
Lennaert STEEN
#604
8:02:23
+1h10
149
26
Anders GIBSHOLM
#641
8:02:51
+1h10
150
27
Quim LLADÓ RODRÍGUEZ
#1002
8:11:28
+1h19
172
28
Mathieux GREMEAUX-BADER
#1045
8:11:44
+1h19
173
29
Salvador ALARCON ALACIO
#957
8:18:37
+1h26
190
30
Ander GOROSTITZU MUXIKA
#994
8:20:58
+1h29
196
31
Kenneth HENEY
#865
8:21:07
+1h29
197
32
Samy BOUCENA
#63
8:31:00
+1h39
218
33
Christian LOBACK
#722
8:32:22
+1h40
224
34
Jean Noel FOURCADE
#262
8:33:02
+1h41
227
35
Olivier MONTET
#413
8:33:15
+1h41
229
36
Charles SEGARD
#108
8:33:25
+1h41
230
37
lluís albert VILAGINÉS ROMERO
#973
8:34:29
+1h42
235
38
Yannick GUIBON
#265
8:34:34
+1h42
236
39
Leon VAN DOORNIK
#591
8:34:48
+1h42
239
40
Robert CASSIDY
#846
8:35:01
+1h43
240
41
Ludovic DUHAUTOY
#197
8:38:33
+1h46
253
42
Grégory BONNAMY
#403
8:39:38
+1h47
257
43
Mathieu DUPUY
#420
8:40:55
+1h49
259
44
Noel WANDELS
#1039
8:41:56
+1h50
263
45
Filippo COLUCCI
#768
8:42:41
+1h50
265
46
Alessandro DAL LAGO
#771
8:43:34
+1h51
270
47
Andrew WADSWORTH
#897
8:43:48
+1h51
271
48
Israel GALAN
#1019
8:47:18
+1h55
278
49
Nicolas DAVOINE
#130
8:47:30
+1h55
279
50
Hugues PEYRET
#391
8:48:33
+1h56
281
51
Mikel LARRAZABAL
#1022
8:48:58
+1h57
283
52
Robert FRATTALI
#486
8:49:16
+1h57
284
53
Arnaud DELEBECQUE
#48
8:49:26
+1h57
285
54
Erwan PORCHER
#335
8:51:30
+1h59
292
55
Joxe CALDERÓN MIRANDA
#1015
8:57:25
+2h05
316
56
Steven WARGEE
#177
8:58:09
+2h06
321
57
Xavier BEUCHERIE
#432
9:02:06
+2h10
330
58
Joan BLEAS
#57
9:03:45
+2h11
333
59
David PROTET
#321
9:04:56
+2h13
339
60
Claude RICHEBOURG
#407
9:05:06
+2h13
340
61
Jean Philippe NIER
#381
9:05:08
+2h13
341
62
Richard BONFILS
#348
9:06:27
+2h14
346
63
Andrew SCLATER
#922
9:08:43
+2h16
349
64
Keith RUSSELL
#786
9:10:53
+2h18
358
65
Mathieu CESARI
#125
9:11:40
+2h19
362
66
David GRANDJEAN
#574
9:13:47
+2h21
365
67
Matjaž GOLIC
#744
9:14:04
+2h22
367
68
Tony MENAGER
#171
9:15:32
+2h23
370
69
Marc RIERA VIGUE
#977
9:15:54
+2h24
371
70
Andrew PHILIP
#913
9:18:50
+2h26
383
71
Sébastien CHANTEAU
#145
9:18:51
+2h26
384
72
Sean GLEESON
#936
9:19:24
+2h27
386
73
Ian HICKS
#823
9:21:57
+2h30
396
74
Luc SIMONS
#519
9:24:40
+2h32
406
75
Antonio LLEDO MARTINEZ
#1005
9:26:05
+2h34
411
76
Jimmy VANDEN BROECK
#516
9:26:54
+2h35
417
77
Eric LE BOMIN
#437
9:31:13
+2h39
436
78
Boris BULAND
#450
9:31:47
+2h39
437
79
Thomas PROUVEUR
#222
9:31:52
+2h39
438
80
Alexandre DELBLOUWE
#281
9:32:23
+2h40
442
81
Jonathan CALVER
#868
9:34:14
+2h42
451
82
Alberto DEMENEGO
#766
9:35:00
+2h43
455
83
Cédric ROULLIER
#274
9:35:04
+2h43
456
84
Christian NAFE
#693
9:35:05
+2h43
457
85
Nicolas BEAUCHET
#92
9:35:19
+2h43
459
86
Tony MERCADO
#1034
9:37:39
+2h45
468
87
JEAN FRANÇOIS FERRAND
#280
9:38:04
+2h46
470
88
Bastien DELIAU
#270
9:39:08
+2h47
477
89
Jean Baptiste LANDRU
#133
9:39:33
+2h47
479
90
Francisco Jose LOPEZ PEREZ
#1006
9:41:05
+2h49
483
91
Thibault DEGUSSEAU
#112
9:45:26
+2h53
491
92
Tom DIETHE
#857
9:47:16
+2h55
497
93
Jon MOON
#820
9:47:43
+2h55
500
94
Matthew MIRABELLI
#776
9:52:58
+3h01
511
95
Joachim STIEHR
#260
9:53:12
+3h01
513
96
James BEASLEY
#917
9:53:33
+3h01
514
97
Horacio NARANJO
#230
9:55:57
+3h04
521
98
Rasmus JØRGENSEN
#640
9:56:52
+3h04
527
99
Gregory RUCH
#211
9:57:14
+3h05
531
100
Yann HIRSCHAUER
#66
10:00:10
+3h08
541
101
Frank BRETTSCHNEIDER
#717
10:08:51
+3h16
560
102
Charles CAIREL
#459
10:14:13
+3h22
578
103
Jaume CHIVA RODENAS
#981
10:14:18
+3h22
579
104
Patrick WIEDERKEHR
#666
10:22:57
+3h31
604
105
Jon TURNBULL
#866
10:27:11
+3h35
613
106
Dan CHAPMAN
#835
10:27:16
+3h35
614
107
Chris MEREL
#434
10:34:31
+3h42
630
108
Stuart CORDNER
#898
10:36:23
+3h44
639
109
Greg HAGGER
#914
10:37:37
+3h45
644
110
Nicolas MASSON
#89
10:38:14
+3h46
645
111
Laurent BOLZER
#135
10:42:16
+3h50
655
112
Stan EGGING
#618
10:42:48
+3h50
656
113
Karim BACHI
#444
10:45:11
+3h53
665
114
Andrew STONEHOUSE
#818
10:46:36
+3h54
667
115
Jose Angel FERNANDEZ MONTILLA
#1004
10:49:09
+3h57
671
116
Pascal EMOND
#219
10:51:05
+3h59
675
117
Thierry DE CREMER
#497
10:52:17
+4h00
679
118
Julien MARIE
#364
10:52:25
+4h00
680
119
Sébastien MOINEAU
#351
10:57:25
+4h05
698
120
Jean Baptiste CASSIO
#474
10:59:32
+4h07
704
121
Martell DEMARTEAU
#606
10:59:57
+4h08
707
122
Christophe VERSAEVEL
#354
11:06:15
+4h14
720
123
Stephen DUCKE
#946
11:06:25
+4h14
721
124
Jean Christophe BONO
#240
11:06:39
+4h14
722
125
Sébastien LACROIX
#490
11:15:52
+4h23
735
126
Ben POWELL
#878
11:16:08
+4h24
737
127
Thomas LAURIER
#203
11:19:08
+4h27
744
128
Sébastien NEGRAUD
#304
11:27:45
+4h35
752
129
Patrick FERRARI
#665
11:34:25
+4h42
755