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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robots.txt
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Swim
Bike
Run
Montée de l'Alpe d'Huez
Categories
Clubs
Triathlon M
MS1
MS1 · 75 classified finishers in the Triathlon M
#
Athlete
Time
Gap
Overall
🥇
Anatole GIRAUD TELME
#1
1:54:13
—
2
🥈
Mathis MARGIRIER
#2
1:54:33
+20s
3
🥉
Edouard VERSTRAETE
#879
1:55:10
+57s
4
4
Jeremy MORTIER
#1243
1:59:36
+5:23
7
5
Vincent FAZARI
#6
2:01:42
+7:29
12
6
Mathurin BOUTTE
#1254
2:01:57
+7:44
14
7
Léon CHEVALIER
#761
2:02:15
+8:02
15
8
Clément BACH
#520
2:02:29
+8:16
17
9
Alberto CASTIÑEIRA FIGUEROA
#1005
2:04:11
+9:58
23
10
Lucas DAMALIX
#1258
2:05:42
+11:29
26
11
Erwan JACOBI
#15
2:07:39
+13:26
30
12
Paul-Finn SENGER
#1253
2:08:04
+13:51
34
13
Vincent PATRY
#104
2:08:48
+14:35
36
14
Louis CUPILLARD
#102
2:09:45
+15:32
40
15
Rémi DELAGARDE
#497
2:09:51
+15:38
41
16
Jean MAILLET
#92
2:11:14
+17:01
47
17
Guillaume MACQ
#677
2:11:33
+17:20
50
18
Matthieu BOLZER
#409
2:11:40
+17:27
52
19
Bastien COPETTI
#359
2:13:42
+19:29
61
20
Gautier HEBERT
#584
2:14:10
+19:57
64
21
Hugo LANCELIN
#660
2:16:08
+21:55
71
22
Corentin CHOUVELON
#645
2:16:09
+21:56
72
23
Mathieu DOLLÉ
#870
2:16:11
+21:58
73
24
Tristan LIPANI
#1210
2:16:14
+22:01
74
25
Mederic KRAMARCZEWSKI
#85
2:18:10
+23:57
83
26
Joris GENEVOIS
#87
2:19:27
+25:14
90
27
Krilan LE BIHAN
#17
2:19:32
+25:19
92
28
Axel LECARDONNEL
#448
2:19:59
+25:46
95
29
Cosme ROBERT
#570
2:21:38
+27:25
108
30
David MARTIN
#403
2:21:46
+27:33
110
31
Guillauùme MARTIN
#402
2:21:47
+27:34
111
32
Erik OHLROGGE
#1187
2:23:48
+29:35
119
33
Clément LAGACHE
#771
2:24:17
+30:04
123
34
Lucas ANDRE
#399
2:24:22
+30:09
124
35
Pierre DE MARNE
#232
2:24:24
+30:11
125
36
Gil IMBO
#855
2:24:44
+30:31
126
37
Jérémy BOUYGUES
#128
2:24:57
+30:44
130
38
Victor MACQ
#678
2:25:05
+30:52
131
39
Alexandre GOIMARD
#396
2:26:09
+31:56
141
40
Vivien HOCQUARD
#69
2:28:02
+33:49
150
41
Pierre MAZILLE
#225
2:29:22
+35:09
159
42
Antoine BOUTIN
#746
2:31:21
+37:08
186
43
Luis ARIAS
#1217
2:31:56
+37:43
189
44
Vincent DE LA PALLIERE
#781
2:33:55
+39:42
202
45
Guillaume AVARGUES
#758
2:34:11
+39:58
206
46
Clément BERRY
#689
2:37:06
+42:53
235
47
Loris POURRAZ
#510
2:37:34
+43:21
240
48
Quentin DAMOISEAU
#655
2:40:45
+46:32
273
49
David FRYER-WINDER
#1117
2:41:21
+47:08
278
50
Julien DA MOTA
#282
2:41:25
+47:12
279
51
Alexandre LESOIN
#643
2:42:10
+47:57
286
52
Tristan FOISNEL
#343
2:43:07
+48:54
298
53
Jérémie BELLANCA
#397
2:46:25
+52:12
330
54
Hadrien COISNE
#831
2:46:51
+52:38
341
55
Augustin BAILLY
#844
2:50:47
+56:34
384
56
Loic HANS
#825
2:53:41
+59:28
425
57
Benjamin MARY
#163
2:54:38
+1h00
442
58
Dylan BEGAUD
#654
2:54:45
+1h00
444
59
Marc LEPAGNOT
#203
2:55:09
+1h00
447
60
James LEVITRE
#40
2:57:34
+1h03
481
61
Oberheim JONATHAN
#934
3:01:02
+1h06
533
62
Sebastien FIEDOROW
#631
3:13:29
+1h19
679
63
Adrien ORSAL
#130
3:14:08
+1h19
690
64
Mathieu COSTES
#436
3:15:03
+1h20
703
65
Théo DAUMAS
#649
3:15:24
+1h21
712
66
Nicolas VANKERCKHOVEN
#863
3:21:58
+1h27
788
67
Maxime BERTHELIER
#1285
3:28:03
+1h33
852
68
Ricard ALCAZAR BADIA
#997
3:37:25
+1h43
921
69
Franck GUYON
#708
5:14:46
+3h20
1128
70
Rudy GUEGUEN
#617
5:14:46
+3h20
1129
71
Ignacio TANCO ESPADAS
#1004
5:14:46
+3h20
1131
72
Titouan SCHEUNEMANN
#109
5:14:46
+3h20
1137
73
Antoine DUVAL
#16
5:14:46
+3h20
1154
74
Simon HECQUET
#1207
5:14:46
+3h20
1160
75
Dorian CONINX
#4
5:14:47
+3h20
1172