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
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sitemap.xml
robots.txt
Overview
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Swim
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Run
Montée de l'Alpe d'Huez
Categories
Clubs
Triathlon M
MV2
MV2 · 81 classified finishers in the Triathlon M
#
Athlete
Time
Gap
Overall
🥇
Manuel GIORDANO
#220
2:17:42
—
61
🥈
Jérôme VIAL
#1152
2:20:26
+2:44
79
🥉
Atilla OZKAN
#928
2:22:26
+4:44
93
4
Alain GUIGAL
#1033
2:28:39
+10:57
154
5
Xavier CLARETON
#76
2:30:38
+12:56
170
6
Franck CASTILLE
#247
2:32:31
+14:49
187
7
Valerio FERRERO
#1051
2:33:14
+15:32
194
8
Richard MAINTENANT
#1036
2:35:46
+18:04
218
9
Nicolas DESFEUX
#731
2:38:51
+21:09
247
10
Philippe LEPAPE
#394
2:39:37
+21:55
257
11
Lionel DOYEN
#390
2:39:58
+22:16
259
12
Olivier SEYVE
#240
2:40:45
+23:03
268
13
Sébastien LAPPARRA
#669
2:40:51
+23:09
269
14
Stéphane DONNADIER
#707
2:41:33
+23:51
275
15
Denis LEGOUT
#819
2:42:16
+24:34
284
16
Adrian POSTA
#570
2:42:17
+24:35
285
17
Stéphane ARSON
#755
2:43:30
+25:48
297
18
Pascal MARTINEZ
#156
2:45:10
+27:28
320
19
Greg VANHOVE
#409
2:45:15
+27:33
321
20
Gilles DAMALIX
#304
2:45:42
+28:00
324
21
Franck BOINON
#212
2:47:36
+29:54
338
22
Ephrem DEVOS
#412
2:47:41
+29:59
340
23
Eric DEFFEIN
#302
2:47:48
+30:06
342
24
Jean LAUGA
#204
2:47:53
+30:11
344
25
Didier GILLES
#172
2:49:05
+31:23
361
26
Stuart MATTHEWS
#534
2:49:15
+31:33
364
27
Mickaël BOUTIN
#123
2:49:39
+31:57
373
28
Xavier LEDREUX
#182
2:49:43
+32:01
374
29
Pascal GANGLOFF
#794
2:50:25
+32:43
384
30
Mark EVNAS
#521
2:51:16
+33:34
394
31
Christophe GIRAUD
#278
2:51:44
+34:02
401
32
Jean Yves PINSARD
#802
2:51:49
+34:07
403
33
Patrice ROUDAUT
#797
2:53:47
+36:05
421
34
Jeroen FAKKELDIJ
#856
2:54:02
+36:20
428
35
Maurice VANDAMME
#885
2:54:16
+36:34
432
36
Jean Pierre PAULET
#698
2:55:42
+38:00
450
37
Christophe LAGRANGE
#266
2:56:01
+38:19
458
38
Aimé CARON
#150
2:56:06
+38:24
459
39
Chris HILL
#588
2:56:40
+38:58
467
40
William GARDINER
#208
2:57:33
+39:51
476
41
Vincent MILLET
#195
2:58:17
+40:35
483
42
Stéphane BAUDOIN
#114
2:58:35
+40:53
486
43
Jean Marc DOUBLET
#666
3:00:02
+42:20
502
44
Jose PINTOS
#1133
3:02:22
+44:40
523
45
Philippe CONAN
#799
3:02:47
+45:05
530
46
Frédéric DECLAS
#921
3:03:29
+45:47
543
47
Henri KLIJN
#861
3:04:01
+46:19
550
48
Jérôme FERRARI
#458
3:04:19
+46:37
553
49
Klaas LEMSOM
#887
3:07:56
+50:14
602
50
Franck PESCHIER
#1088
3:09:21
+51:39
614
51
Alexander DE BOER
#1103
3:09:35
+51:53
616
52
Simon HOUGHTON
#573
3:10:06
+52:24
624
53
Bart VAN IMPE
#404
3:12:12
+54:30
641
54
Philippe NASTASI
#1075
3:14:12
+56:30
661
55
Manuel MARTIN
#369
3:14:18
+56:36
663
56
Frédéric OBERLE
#389
3:14:24
+56:42
666
57
Romain ALLAIN-LAUNAY
#1085
3:14:46
+57:04
671
58
Koldo LOIDI
#563
3:15:44
+58:02
681
59
Jean-jacques FERRIER
#66
3:16:39
+58:57
688
60
James FISHER
#611
3:21:18
+1h03
721
61
Frédéric MAENHAUT
#770
3:21:38
+1h03
725
62
Pavel MÁTL
#1098
3:23:00
+1h05
740
63
Massimiliano LO RE
#1045
3:24:45
+1h07
753
64
Andreas WEYMANN
#341
3:28:41
+1h10
782
65
Yannick NARCISSE
#841
3:30:54
+1h13
803
66
Armin WIRTH
#352
3:31:53
+1h14
809
67
Nicolas MORTEAU
#361
3:32:11
+1h14
811
68
Eric DALMASSO
#1072
3:34:45
+1h17
828
69
Dmitry MANAKOV
#898
3:38:23
+1h20
842
70
Christophe DUHEM
#425
3:39:06
+1h21
846
71
Alain DI FRANZA
#286
3:40:19
+1h22
854
72
Spencer HOGG
#646
3:41:04
+1h23
857
73
Jean Louis GENEVOIS
#1068
3:41:14
+1h23
859
74
Stéphane HUMEAU
#1125
3:42:02
+1h24
862
75
Max CATHALA
#754
3:44:03
+1h26
867
76
Nicolas DAGUE
#729
3:45:15
+1h27
877
77
Orion BERG
#793
3:46:44
+1h29
885
78
Vincent SUBTIL
#488
3:47:20
+1h29
888
79
Muriel FRUNEAU
#798
3:49:33
+1h31
897
80
Lutz KLEIN
#339
4:18:10
+2h00
950
81
Ivan RADOVANOVIC
#441
4:23:20
+2h05
959