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
rss.xml
sitemap.xml
robots.txt
Overview
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Swim
Bike
Run
Montée de l'Alpe d'Huez
Categories
Clubs
Triathlon L
MS3
MS3 · 100 classified finishers in the Triathlon L
#
Athlete
Time
Gap
Overall
🥇
Timothy VAN HOUTEM
#287
6:00:07
—
2
🥈
Guillaume JEANNIN
#996
6:27:24
+27:17
16
🥉
Thomas HEUSCHMIDT
#183
6:32:14
+32:07
18
4
Tijs BILLEMON
#293
6:37:44
+37:37
24
5
Yves SIMONET
#285
6:45:08
+45:01
31
6
Sébastien ESCOLA FASSEUR
#1010
6:50:35
+50:28
34
7
Benoit CHEVALIER
#262
6:53:20
+53:13
38
8
Miguel Angel HUERTA FELIPE
#761
6:54:38
+54:31
40
9
Emiel VAN TONGERLO
#682
7:01:33
+1h01
47
10
Benjamin DUPAIN
#158
7:03:01
+1h02
49
11
Julien PION
#879
7:04:27
+1h04
51
12
Peter WILBY
#420
7:05:08
+1h05
52
13
Richard ROSENDAHL
#976
7:06:06
+1h05
56
14
Andrew SYRETT
#432
7:10:12
+1h10
60
15
Nathan MILLER
#509
7:13:12
+1h13
67
16
Loic DEBELHOIR
#633
7:19:40
+1h19
74
17
Romain DENIS
#290
7:27:34
+1h27
87
18
Julian THEIS
#190
7:32:16
+1h32
97
19
Mathew PRITCHARD
#418
7:33:27
+1h33
99
20
Onno DE BOER
#688
7:34:02
+1h33
101
21
Quentin SIMONNET
#884
7:37:45
+1h37
109
22
Yann MULLIER
#130
7:45:11
+1h45
126
23
David DESCAMPS
#110
7:49:36
+1h49
142
24
Florent GARCIN
#896
7:50:00
+1h49
144
25
Gabino DORTA GONZALEZ
#764
7:50:10
+1h50
145
26
Guillaume DELOGE
#902
7:50:35
+1h50
146
27
Ben WALTON
#428
7:53:22
+1h53
151
28
Phil SIMPSON
#395
7:54:39
+1h54
154
29
Aurélien DROUHARD
#72
7:55:54
+1h55
162
30
Nicolas BASTIEN
#951
7:56:22
+1h56
163
31
Jonas GRÄF
#212
7:57:56
+1h57
167
32
Timothy CARPENTER
#579
7:59:59
+1h59
172
33
Cyril BERTON
#233
8:01:00
+2h00
175
34
Mickael TISSERANDET
#934
8:01:10
+2h01
176
35
Kevin RICHARDSON
#495
8:01:58
+2h01
181
36
Pierre ITALIEN
#930
8:02:00
+2h01
182
37
Sébastien DELUCINGE
#537
8:03:15
+2h03
187
38
Jérémy LE GORBELEC
#519
8:05:19
+2h05
192
39
Murat GUNEY
#175
8:05:51
+2h05
194
40
Guillaume JAMART
#272
8:08:52
+2h08
205
41
Pierre-Marc MAUDUIT
#939
8:09:20
+2h09
209
42
Bruno VAST
#291
8:16:01
+2h15
234
43
Guillaume ROUX
#596
8:17:04
+2h16
240
44
Jérémie BALLET-BAZ
#903
8:17:17
+2h17
241
45
Antony RONDAUD
#649
8:17:21
+2h17
242
46
Jimmy PINON
#627
8:17:26
+2h17
243
47
Greg DOVE
#498
8:17:59
+2h17
245
48
Didac MORENO
#750
8:19:36
+2h19
251
49
Almudever Francesc CERVEZA
#743
8:19:51
+2h19
254
50
Russell HUGHES
#335
8:23:01
+2h22
265
51
Pierre BARRIÈRE
#808
8:25:18
+2h25
272
52
Raphaël BROSSEAU
#109
8:26:06
+2h25
276
53
James SPENCE
#494
8:27:19
+2h27
279
54
Julio YUBERO CASAMAYOR
#795
8:27:22
+2h27
280
55
Matthew BRIDDON
#408
8:30:40
+2h30
290
56
Duygun YURTERI
#979
8:30:52
+2h30
292
57
Jean Rémi COLLIGNON
#131
8:31:19
+2h31
293
58
Sébastien MOREAU
#873
8:31:57
+2h31
296
59
Ivan SHABALIN
#704
8:37:50
+2h37
315
60
Julien CHANTEREAU
#88
8:37:56
+2h37
317
61
Inaki LARRIEU
#720
8:37:56
+2h37
318
62
Julien DIDION
#111
8:40:54
+2h40
329
63
Thomas SEJOURNANT
#152
8:43:51
+2h43
340
64
Daniel PANIAGUA FERNANDEZ
#790
8:45:21
+2h45
349
65
Christian TRÄGER
#201
8:48:13
+2h48
359
66
Pierre-Emmanuel HERBAU
#802
8:49:28
+2h49
363
67
Dimitri VANDERHAEGHE
#300
8:50:00
+2h49
366
68
Yann LECLERCQ
#889
8:56:05
+2h55
390
69
David SANTACATALINA
#765
9:02:56
+3h02
415
70
Andrew STOREY
#390
9:04:06
+3h03
419
71
Emilien SAGE-VALLIER
#888
9:05:02
+3h04
422
72
Peter BRUCE
#343
9:06:05
+3h05
427
73
Nicolas SEGUER
#832
9:09:53
+3h09
438
74
Vincent LAUNAY
#624
9:10:28
+3h10
440
75
Sébastien TROSZCZYNSKI ARANTES
#589
9:11:39
+3h11
443
76
Benjamin LEACH
#334
9:15:48
+3h15
466
77
Rich HOEY
#435
9:18:57
+3h18
475
78
Arnaud VINCENT
#803
9:20:33
+3h20
479
79
Ruud VAN KESSEL
#1008
9:21:26
+3h21
482
80
Jessy BEYNAERTS
#277
9:23:09
+3h23
486
81
Iban DOMINGUEZ VILLAZALA
#754
9:30:02
+3h29
509
82
David PIETRETTI
#117
9:38:28
+3h38
527
83
Josselin MAZET
#647
9:39:32
+3h39
534
84
Guillaume WOLFF
#565
9:44:02
+3h43
553
85
Paul KUIJT
#697
9:46:23
+3h46
560
86
Ellande BISCAY
#719
9:49:15
+3h49
567
87
David ALLEN
#489
9:51:09
+3h51
574
88
Pierre Henri BROUARD
#602
9:56:32
+3h56
586
89
Dave ALLMAN
#397
9:59:57
+3h59
590
90
Jody O SULLIVAN
#502
10:00:39
+4h00
592
91
Charlie WEISS
#645
10:11:26
+4h11
631
92
Chris SADIE
#517
10:18:25
+4h18
653
93
Gregor HORN
#463
10:21:02
+4h20
655
94
François-Xavier KURTZ
#880
10:22:04
+4h21
662
95
Michael GODFREY
#459
10:22:40
+4h22
665
96
Josselin LE TESTU
#566
10:36:19
+4h36
690
97
Walter HENRI
#145
10:43:57
+4h43
703
98
Benoit THOMAS
#284
10:52:24
+4h52
712
99
Maxime THIERY
#45
10:54:59
+4h54
716
100
Michael ING
#453
11:17:28
+5h17
733