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
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
MS2
MS2 · 75 classified finishers in the Triathlon L
#
Athlete
Time
Gap
Overall
🥇
Cristóbal DIOS RIOS
#9
6:11:42
—
6
🥈
Malte BRUNS
#28
6:12:55
+1:13
7
🥉
Guillaume BELGY
#14
6:13:53
+2:11
8
4
Pello OSORO GUTIERREZ
#948
6:29:33
+17:51
19
5
Léo ROCA
#510
6:29:50
+18:08
20
6
Charles BOUIN
#195
6:31:57
+20:15
21
7
Maxime PICAUT
#74
6:38:41
+26:59
23
8
Julien HASTIR
#553
6:48:04
+36:22
35
9
Kaz VERSTRAETE
#555
6:51:04
+39:22
37
10
Romain GARCIN
#19
6:52:29
+40:47
40
11
Julien POUSSON
#1058
6:52:30
+40:48
41
12
Didier DROOGNÉ
#617
6:54:48
+43:06
45
13
Raphael SERRAPICA
#1032
6:57:36
+45:54
49
14
Benoît GUIMARD
#344
7:08:58
+57:16
63
15
Leo PONIARD
#406
7:13:46
+1h02
72
16
François LE PALUD
#1071
7:23:38
+1h11
97
17
Stéphane BOLLARD
#422
7:28:06
+1h16
109
18
Benoit BONVOISIN
#404
7:28:16
+1h16
111
19
Roman FERRERO
#442
7:29:16
+1h17
114
20
Fabrice VAN ESPEN
#622
7:29:30
+1h17
115
21
Baptiste GUEUGNEAU
#1062
7:30:58
+1h19
118
22
Alexander SPOELSTRA
#632
7:31:43
+1h20
120
23
Adrien COUPE
#876
7:33:19
+1h21
127
24
Felix BUFKENS
#565
7:35:42
+1h24
133
25
Thibaud BARRÉ
#132
7:37:15
+1h25
140
26
Romain DUBUISSON
#322
7:37:17
+1h25
141
27
Maxime GAUD
#374
7:46:52
+1h35
176
28
Julien RUELLET
#254
7:48:07
+1h36
182
29
Gilles GENOT
#765
7:48:36
+1h36
184
30
Anthony PHILIPPON
#423
7:50:07
+1h38
191
31
Luca INZIRILLO
#1047
7:50:13
+1h38
194
32
Lucas DESCHAMPS
#362
7:51:08
+1h39
198
33
Toine HOOIJEN
#633
7:52:19
+1h40
203
34
Romain LESCANNE
#479
7:56:10
+1h44
218
35
Evgeniy NIKITIN
#667
7:57:18
+1h45
223
36
Noud DOELEMAN
#641
7:58:41
+1h46
226
37
Diarmuid MELDON
#772
7:59:20
+1h47
228
38
Simon VAN HOOREN
#594
8:00:23
+1h48
232
39
Victor DUPONT-GAUDIN
#343
8:04:34
+1h52
252
40
Mads BJERRE
#1033
8:07:50
+1h56
263
41
Imanol MANGLANO GONZÁLEZ
#943
8:10:44
+1h59
270
42
Stuart DAVIDSON
#860
8:12:46
+2h01
278
43
Nicholas GIBBS
#891
8:12:46
+2h01
279
44
Fuminiko KIDA
#1011
8:13:18
+2h01
283
45
Jean Charles TERRILLON
#271
8:17:18
+2h05
296
46
Clément LE BRETON
#388
8:19:06
+2h07
302
47
Jérémy GOTTO
#1036
8:24:18
+2h12
325
48
Mathieu NOBLET
#452
8:24:50
+2h13
327
49
Sam BLOK
#598
8:28:06
+2h16
339
50
David RACAPE
#64
8:31:23
+2h19
360
51
Jérémy THIMONT
#381
8:38:32
+2h26
378
52
Mathieu GEFFLOT
#465
8:40:10
+2h28
384
53
Romain LESIEUR
#245
8:41:59
+2h30
392
54
Robin THOMAS
#208
8:42:56
+2h31
398
55
Florian GILLEMAN
#612
8:47:20
+2h35
419
56
Johan ROUSSEL
#535
8:47:23
+2h35
421
57
Adrien COLLOMB
#1041
8:50:44
+2h39
437
58
Emmanel LACOSTE
#497
8:51:14
+2h39
442
59
Julien AUSSEL
#488
8:57:57
+2h46
473
60
Benjamin LAPORTE
#272
8:59:16
+2h47
476
61
Mike FOSCOE
#902
9:05:15
+2h53
503
62
Maxence VIELLIARD
#386
9:15:22
+3h03
543
63
Clément MONDON
#393
9:16:57
+3h05
551
64
Kévin COUTELLE
#110
9:19:42
+3h08
566
65
Jean-Baptiste LE GALLIOT
#257
9:20:46
+3h09
574
66
Romain MEDUS
#468
9:23:07
+3h11
582
67
Edouard BILLOTTE
#352
9:28:20
+3h16
604
68
Arnaud COHEN
#494
9:42:46
+3h31
653
69
Alexis LECOMTE
#524
9:43:18
+3h31
655
70
Emmanuel CABARRROU
#469
10:06:49
+3h55
726
71
Quentin MINIOU
#451
10:14:24
+4h02
739
72
Thomas SMADJA
#85
10:23:40
+4h11
759
73
Anthony LEONARD
#901
10:27:14
+4h15
771
74
Yannick BAUMELER
#758
11:06:14
+4h54
823
75
Patrick SHACKLADY
#889
11:13:45
+5h02
829