Nicolas Sitter
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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
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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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Run
Montée de l'Alpe d'Huez
Categories
Clubs
Triathlon L
MV2
MV2 · 93 classified finishers in the Triathlon L
#
Athlete
Time
Gap
Overall
🥇
Sébastien RENAUD
#374
7:39:11
—
100
🥈
Emmanuel CARTON
#224
7:44:47
+5:36
108
🥉
Koen VANDERBEKE
#542
7:54:04
+14:53
129
4
Nick JOSWIG
#586
7:54:38
+15:27
131
5
Alessandro BURATO
#772
7:56:13
+17:02
136
6
Christophe CHOQUEY
#42
7:57:55
+18:44
139
7
Merri MOSSERON
#161
8:04:19
+25:08
156
8
James CHARLTON
#919
8:06:28
+27:17
161
9
Ludovic AMELOT
#104
8:10:46
+31:35
171
10
Bruno GUYOMARD
#207
8:17:29
+38:18
187
11
Dominique NOEL
#79
8:19:49
+40:38
192
12
Dominique JORDAN
#425
8:20:01
+40:50
193
13
Alberto ARANBURU URBIETA
#997
8:25:25
+46:14
211
14
Pete CARTER
#893
8:29:55
+50:44
217
15
Gotzon ANSOLEAGA URRUTIA
#988
8:35:34
+56:23
242
16
Joel BOUCHE
#500
8:35:41
+56:30
243
17
Kris MAERTEN
#495
8:36:22
+57:11
246
18
Andre BUURMA
#661
8:36:35
+57:24
247
19
Michael GALLACHER
#850
8:36:47
+57:36
248
20
Steve EMERTON
#845
8:39:46
+1h00
258
21
Geert ROELANDTS
#503
8:41:14
+1h02
260
22
José RODRIGUES
#440
8:43:32
+1h04
269
23
Stéphane DUVERGER
#91
8:46:20
+1h07
277
24
Nicolas FRAISSINET
#1049
8:50:36
+1h11
288
25
Frédéric DUCLOS
#164
8:50:38
+1h11
289
26
Olivier GUTH
#157
8:50:47
+1h11
290
27
Vincent CANTET
#296
8:52:00
+1h12
295
28
Jean Philippe FACQUES
#78
8:54:21
+1h15
306
29
Denis BARTHES
#1068
8:54:52
+1h15
310
30
Bruno BROCHET
#221
8:55:32
+1h16
312
31
Toby EVANS
#923
9:00:09
+1h20
325
32
Mikel NOLAN
#826
9:00:24
+1h21
327
33
Hervé SORY
#99
9:02:31
+1h23
331
34
Lionel VIDAL
#657
9:02:59
+1h23
332
35
Johnny BORUP
#638
9:03:50
+1h24
334
36
Pascal SCAFIDI
#299
9:09:02
+1h29
351
37
Mark PALMER
#821
9:09:12
+1h30
352
38
Stéphane LAURENT
#119
9:09:26
+1h30
353
39
Stijn CLEEREN
#521
9:09:26
+1h30
354
40
Marius VENTER
#777
9:11:45
+1h32
364
41
Luk SOMERS
#514
9:13:54
+1h34
366
42
Étienne Maxime PAILLARD
#301
9:15:16
+1h36
369
43
Sébastien LAPPARRA
#336
9:15:57
+1h36
372
44
Christophe GIRAUD
#487
9:16:16
+1h37
374
45
Tom BOJSEN
#631
9:16:50
+1h37
377
46
Cédric MARFOURE
#102
9:17:30
+1h38
381
47
Tolo ROSSELLO
#967
9:21:02
+1h41
392
48
Hanine EL OUALI
#1069
9:21:09
+1h41
393
49
Arnaud PERQUIA
#97
9:22:09
+1h42
399
50
Benoit PRUVOST
#313
9:27:55
+1h48
420
51
Frédéric PAROTTE
#565
9:29:31
+1h50
425
52
Aziz LARAB
#179
9:30:34
+1h51
432
53
Harold VAN BARNEVELD
#592
9:34:15
+1h55
452
54
Tomas GONZALEZ
#963
9:35:22
+1h56
460
55
Markus FLOETH
#695
9:35:37
+1h56
462
56
Pablo FONG-KIWOK
#113
9:38:23
+1h59
474
57
Irénée RADLOWSKI
#216
9:46:25
+2h07
495
58
Frédéric LEGRAND
#379
9:48:47
+2h09
502
59
Stéphane PROUVOST
#376
9:51:29
+2h12
507
60
Franck MARQUET
#244
9:52:05
+2h12
508
61
Stellan KLAK
#62
9:57:06
+2h17
530
62
Olivier VARAIN
#431
9:57:19
+2h18
533
63
Olivier DELAY
#255
9:57:20
+2h18
534
64
Jérôme PAGNIEZ
#481
10:01:09
+2h21
545
65
Andrea GIORDANO
#761
10:04:06
+2h24
549
66
Franck BOUILLER
#445
10:07:03
+2h27
557
67
Andrew PEARSON
#795
10:10:30
+2h31
565
68
Xavi FERNANDEZ PALLARE
#965
10:12:16
+2h33
570
69
Gary SQUIRES
#881
10:13:34
+2h34
576
70
David GAZO GIMÉNEZ
#1012
10:14:18
+2h35
580
71
Fiorenzo BIGGIO
#752
10:16:22
+2h37
586
72
Samuele LUPATINI
#765
10:17:40
+2h38
589
73
Luc VERGAUWE
#515
10:21:42
+2h42
601
74
Adrian PATTERSON
#931
10:25:41
+2h46
610
75
Franck REAU
#449
10:27:59
+2h48
617
76
Frédéric PETTE
#252
10:28:57
+2h49
620
77
David DUHAMEL
#395
10:36:14
+2h57
637
78
Dani VILLENA FRESQUET
#976
10:40:07
+3h00
650
79
Laurence CORBETT
#849
10:41:25
+3h02
652
80
Kris BRIERS
#568
10:43:30
+3h04
659
81
Modest VENGUST
#743
10:43:54
+3h04
661
82
Jérôme SELLIER
#269
10:44:01
+3h04
662
83
Laurent TISSIER
#448
10:45:11
+3h06
664
84
John NOLAN
#827
10:50:15
+3h11
673
85
Sylvain ANTOINE
#238
10:57:55
+3h18
699
86
Sven DE MEESTER
#520
11:01:53
+3h22
713
87
Pierre METAIS
#397
11:03:39
+3h24
716
88
David THUMEREAU
#226
11:11:15
+3h32
728
89
Massimo MALLIA
#751
11:13:34
+3h34
731
90
Frédéric LACROIX
#64
11:15:52
+3h36
736
91
Alessandro TASSI
#770
11:16:41
+3h37
738
92
Jean-Mathieu DESPOUX
#236
11:25:31
+3h46
750
93
Grégory RAOULT
#241
11:27:07
+3h47
751