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
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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 M
MV1
MV1 · 131 classified finishers in the Triathlon M
#
Athlete
Time
Gap
Overall
🥇
Christophe HALLEUMIEUX
#1174
2:07:32
—
21
🥈
Gaëtan VIDAL
#1076
2:16:17
+8:45
58
🥉
Nicolas AULAGNE
#72
2:19:08
+11:36
67
4
Yoann FAVIER
#225
2:20:01
+12:29
74
5
Andrew MARTIN
#561
2:20:59
+13:27
83
6
Jean François TEIXIDO
#71
2:21:36
+14:04
86
7
Philippe FOUBERT
#362
2:24:26
+16:54
106
8
Benoit BUFFET
#1149
2:24:54
+17:22
112
9
Xavier CORROTTE
#311
2:24:55
+17:23
113
10
Olivier MONTET
#163
2:27:20
+19:48
138
11
Raphael GARNIER
#223
2:27:40
+20:08
143
12
Andreas REINECKER
#347
2:27:47
+20:15
144
13
Fabrice AUTIER
#206
2:27:58
+20:26
145
14
Lionel JOURDAN
#90
2:28:30
+20:58
151
15
Ludovic AMELOT
#691
2:29:06
+21:34
158
16
Eric PARICHE
#447
2:29:15
+21:43
160
17
Alex CLEMENTS
#559
2:29:44
+22:12
163
18
Julien LE GARS
#78
2:30:38
+23:06
171
19
Lionel MANIN
#82
2:30:39
+23:07
172
20
Richard MATTHEWS
#556
2:31:13
+23:41
175
21
Philippe PERRARD
#383
2:33:17
+25:45
195
22
Thorsten REXHAUSEN
#342
2:33:30
+25:58
199
23
Frédéric PERAIN
#682
2:33:50
+26:18
202
24
Thierry PECHERAND
#97
2:34:32
+27:00
210
25
Olivier LOTZ
#995
2:35:42
+28:10
217
26
Mark WHITTLE
#585
2:36:39
+29:07
224
27
Will MANNS
#550
2:37:54
+30:22
233
28
Hervé ANTHOINE
#830
2:38:42
+31:10
245
29
Philippe MOREL
#331
2:38:56
+31:24
249
30
Yanis GRITTI
#221
2:39:06
+31:34
251
31
Geoffray ALBALATE
#699
2:40:39
+33:07
266
32
Hervé DEVILLER
#1112
2:41:22
+33:50
272
33
Fabien BINET
#785
2:41:35
+34:03
276
34
Olivier COUILLARD
#832
2:41:55
+34:23
279
35
Patrice FROEHLICH
#198
2:41:57
+34:25
280
36
Fernando LÓPEZ IÑIGUEZ
#929
2:42:46
+35:14
290
37
Stéphane GARNIER
#290
2:43:53
+36:21
299
38
Alan TEYSSANDIER
#716
2:44:24
+36:52
306
39
Didier HAU
#696
2:44:32
+37:00
307
40
Julien ALAPETITE
#207
2:44:51
+37:19
312
41
Tim SPENCE
#636
2:44:54
+37:22
314
42
Lionel BRENIER
#239
2:47:21
+39:49
336
43
Gilles LEVEQUE
#469
2:47:27
+39:55
337
44
Stéphane MOREL
#1142
2:48:03
+40:31
346
45
Jean Marie GAUDICHAU
#219
2:48:19
+40:47
350
46
Erwan PORCHER
#667
2:49:22
+41:50
367
47
Vincent SEBASTIEN
#1027
2:50:03
+42:31
377
48
Nicolas RAULIN
#244
2:50:36
+43:04
387
49
Sébastien PAVONE
#381
2:50:42
+43:10
388
50
Augustin DE TILLY
#780
2:51:28
+43:56
397
51
Mike BARRETT
#634
2:51:47
+44:15
402
52
Fabio BARILE
#1100
2:53:01
+45:29
413
53
Eric PERES
#1037
2:53:05
+45:33
414
54
Jacob MANNIX
#1061
2:54:39
+47:07
439
55
Emmanuel PLANCHET
#149
2:55:53
+48:21
455
56
Julien RODET
#57
2:57:06
+49:34
470
57
Joseph BURLOT
#1041
2:57:25
+49:53
473
58
Guillaume BANCEL
#200
2:57:26
+49:54
474
59
Sébastien OMÉ
#396
2:57:36
+50:04
477
60
Laurent DELZONGLE
#795
2:58:06
+50:34
480
61
Sébastien BREUIL
#106
2:59:07
+51:35
491
62
Christophe JOTTARD
#416
2:59:10
+51:38
493
63
Frédérik DELAYE
#58
2:59:12
+51:40
494
64
Mael JEANNIN
#324
2:59:29
+51:57
497
65
Hervé DUMOULIN
#86
3:00:30
+52:58
504
66
Brice GEHRINGER
#380
3:02:53
+55:21
535
67
Sylvain VIGNOLLES
#402
3:02:54
+55:22
536
68
Frank BAUR
#354
3:03:39
+56:07
544
69
Thibaut DAVID
#712
3:03:40
+56:08
545
70
Guillermo LIAÑO VIDAL
#962
3:04:33
+57:01
555
71
Stéphane DRIARD
#687
3:05:25
+57:53
569
72
Samuel FERLICOT
#801
3:05:43
+58:11
571
73
Aziz LARAB
#703
3:05:47
+58:15
573
74
Thomas BOUSSADI
#765
3:05:56
+58:24
574
75
Olivier LIBERT
#1093
3:06:10
+58:38
577
76
Paul BURROWS
#575
3:07:00
+59:28
586
77
Dominique DUPUY
#917
3:07:00
+59:28
587
78
Geoffroy VAUTHIER
#792
3:07:33
+1h00
596
79
Pierre STEPANOV
#694
3:07:40
+1h00
597
80
Nicholas SHAY
#621
3:08:53
+1h01
612
81
Jonathan MARCHAND
#845
3:09:44
+1h02
619
82
Mathew POWELL
#645
3:10:31
+1h02
629
83
Rhys THOMAS
#529
3:10:34
+1h03
631
84
Gael DABBENE
#288
3:11:46
+1h04
638
85
Stéphane TOUSSAINT
#387
3:12:50
+1h05
649
86
Xavier ORTIZ
#925
3:13:52
+1h06
659
87
Frédéric CAUSSETTE
#769
3:13:59
+1h06
660
88
Jérôme BACCOU
#442
3:14:40
+1h07
667
89
Bertrand BAVEREL
#312
3:15:54
+1h08
682
90
David DUCOIN
#62
3:18:49
+1h11
702
91
Michael VIVIER
#1171
3:18:59
+1h11
705
92
James BARNARD
#638
3:19:08
+1h11
706
93
Gilles SIMONNEAUX
#810
3:19:28
+1h11
710
94
Phillip SCOOT
#544
3:20:27
+1h12
717
95
Sven DE MEESTER
#407
3:21:15
+1h13
720
96
Ludovic DRUGEOT
#434
3:21:57
+1h14
726
97
David SEIGNEUR
#263
3:21:57
+1h14
727
98
Jaume BOMBI
#957
3:22:35
+1h15
735
99
Kris BRIERS
#430
3:22:56
+1h15
738
100
Jocelyn ALLAIRE
#772
3:23:22
+1h15
743
101
Fabien RIVALLIN
#197
3:23:52
+1h16
746
102
Jérôme DAVID
#446
3:26:46
+1h19
765
103
Michael THORNBORROW
#627
3:28:21
+1h20
774
104
Cédric TARDY
#496
3:29:22
+1h21
788
105
Henri CARRIOU
#226
3:29:32
+1h22
790
106
Bas SEELEN
#858
3:30:01
+1h22
793
107
Jean RUELLE
#426
3:30:59
+1h23
804
108
Fernando GOMEZ DE LIAÑO
#975
3:32:14
+1h24
812
109
Jake WILLIS
#632
3:33:28
+1h25
820
110
Sébastien CARREZ
#399
3:36:58
+1h29
836
111
Benjamin VILARIÑO REDONDO
#963
3:37:47
+1h30
840
112
Alan CARLING
#612
3:38:59
+1h31
844
113
Vincent SAUVEGRAIN
#484
3:39:04
+1h31
845
114
Sébastien FIRMIN
#998
3:40:16
+1h32
853
115
Jordi DUART CASTELLS
#990
3:43:04
+1h35
865
116
Tim BIDDLE
#536
3:44:27
+1h36
870
117
Christophe BOTTOLI
#748
3:44:35
+1h37
872
118
Enrique DOMINGUEZ
#986
3:48:17
+1h40
892
119
Remi DALMAU
#1004
3:49:16
+1h41
894
120
Lee O NEILL
#637
3:54:41
+1h47
915
121
Thierry GARNIER
#1026
3:59:14
+1h51
921
122
Gilles KIERZEK
#994
4:01:18
+1h53
922
123
Barbara MODELON
#124
4:01:36
+1h54
924
124
Tewfik BENAZZOUZ
#443
4:01:37
+1h54
925
125
Siphan LE
#451
4:03:39
+1h56
928
126
Benjamin YORKE
#622
4:07:21
+1h59
933
127
Brian CAVANAGH
#505
4:16:25
+2h08
945
128
Gerald GATTO
#152
4:17:27
+2h09
948
129
Daniel AVONDOGLIO
#1058
4:39:22
+2h31
965
130
Sylvain MATHEY
#227
4:52:14
+2h44
973
131
Leon ORMES
#539
5:14:01
+3h06
978