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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Target time
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Swim
Bike
Run
Categories
Clubs
Triathlon M
MS3
MS3 · 139 classified finishers in the Triathlon M
#
Athlete
Time
Gap
Overall
—
Cesc GODOY
#15
1:57:17
+0s
3
—
Manu KUNG
#29
1:57:29
+12s
4
—
Christian HAAS
#997
2:03:12
+5:55
12
—
Thomas LIHOREAU
#424
2:07:14
+9:57
23
—
Matthieu BARET
#622
2:07:37
+10:20
27
—
Julien ZUTER
#754
2:09:31
+12:14
36
—
Pierre-emmanuel GALLEGO
#133
2:11:11
+13:54
41
—
Julien BOCHARD
#736
2:13:37
+16:20
51
—
Alexis DIEULOT
#242
2:14:14
+16:57
58
—
Guillaume NALIN
#142
2:14:25
+17:08
60
—
Etienne MANDIER
#764
2:16:18
+19:01
73
—
Jean Baptiste LAUDET
#414
2:18:46
+21:29
84
—
CÉDRIC ABGRALL
#184
2:19:47
+22:30
93
—
Sylvain PROUET
#581
2:20:28
+23:11
97
—
Nicolas VAUQUELIN
#398
2:21:37
+24:20
107
—
Axel ALINGRIN
#217
2:22:12
+24:55
112
—
Pierrick VIDAL
#145
2:22:42
+25:25
115
—
Pierre MONTIGAUD
#246
2:23:06
+25:49
119
—
Adrien CHENUET
#811
2:24:55
+27:38
134
—
Thibaut MIEGE
#235
2:25:15
+27:58
137
—
Antoine FEBVRE
#159
2:25:16
+27:59
138
—
Matthieu AYGLON
#443
2:26:18
+29:01
150
—
Jérémie DAUPHIN
#803
2:26:34
+29:17
151
—
Benoit OLLIER
#286
2:27:29
+30:12
162
—
Anton MAUTNER
#992
2:28:18
+31:01
166
—
Robert MURRAY
#1227
2:29:32
+32:15
179
—
Damien LEJEUNE
#422
2:31:22
+34:05
194
—
Fransisco GARCIA SOLO DE ZALDIVAR
#1057
2:31:47
+34:30
196
—
Edouard BARBIER SAINT-HILAIRE
#70
2:32:04
+34:47
199
—
David LE GALLIOT
#488
2:33:23
+36:06
212
—
Damien FESSY
#210
2:33:27
+36:10
213
—
Guilhem ROUSSEL-ROQUES
#722
2:34:01
+36:44
217
—
Nicolas CAUBERGHS
#323
2:34:08
+36:51
219
—
Mathieu LEMIUS
#163
2:36:03
+38:46
234
—
Mathieu MIGNARDOT
#641
2:37:02
+39:45
245
—
Luiz HORTA
#1080
2:39:31
+42:14
277
—
Freddy MINGUET
#269
2:41:43
+44:26
307
—
David RUBINSZTEJN
#676
2:41:54
+44:37
310
—
Guilhem NEVEU
#536
2:42:04
+44:47
314
—
Luc HERBRECHT
#162
2:42:26
+45:09
320
—
Samuel LEGOUIS
#514
2:42:55
+45:38
327
—
Raphaël COSNARD
#455
2:43:12
+45:55
330
—
Marco GENRE
#293
2:43:20
+46:03
334
—
Hugh SPARKS
#1225
2:44:05
+46:48
336
—
Pierre CAMINADE
#305
2:44:27
+47:10
338
—
Louis BRUNIER
#805
2:45:03
+47:46
350
—
Mathieu SAUVAGE
#346
2:45:50
+48:33
357
—
German COPETE CUENCA
#1051
2:45:58
+48:41
359
—
Jean Marie TISSOT
#1306
2:46:57
+49:40
375
—
Paul VAN DONGEN
#935
2:47:29
+50:12
380
—
Timothée PERWEZ
#116
2:47:51
+50:34
389
—
Xander MENGER
#949
2:48:50
+51:33
404
—
Mickael GOTRAND
#493
2:49:12
+51:55
412
—
Julien BARROU
#307
2:49:38
+52:21
420
—
Benjamin BRISSON
#779
2:50:41
+53:24
431
—
Sébastien VERY
#128
2:51:28
+54:11
440
—
Benjamin ROCHE
#726
2:52:19
+55:02
451
—
Jérémy GOULIER
#201
2:53:13
+55:56
466
—
Thibaut TROUVE BUISSON
#793
2:53:42
+56:25
474
—
Nicolas GENAUDET
#296
2:53:46
+56:29
475
—
Mathias ANCIBURE
#421
2:54:46
+57:29
491
—
Simon PINAUD
#349
2:55:02
+57:45
494
—
Fabrice RENAULT
#484
2:55:20
+58:03
500
—
Denny BIASIOLLI
#1098
2:55:41
+58:24
502
—
Alberto ARCO HIERVES
#1034
2:56:18
+59:01
505
—
Mehdi BENTENAH
#841
2:56:26
+59:09
507
—
Arnaud GAUTHIER
#94
2:57:31
+1h00
519
—
Ruben BRUININK
#953
2:58:14
+1h00
533
—
Antoine PERRAUT
#72
2:58:19
+1h01
534
—
Jérémy POULET
#735
2:58:26
+1h01
538
—
Borja OCHOA SANCHO
#1075
2:59:49
+1h02
566
—
Noel DE BERNARDO
#280
3:01:04
+1h03
582
—
Sylvain VALLIER
#396
3:01:48
+1h04
588
—
Benoit DARCHE-CESSENS
#574
3:01:51
+1h04
589
—
Oscar SLOEP
#952
3:02:25
+1h05
600
—
Flannan O MAHONY
#1196
3:03:39
+1h06
615
—
Vasco HOVING
#939
3:04:02
+1h06
622
—
Romain CHARTRAIN
#341
3:04:14
+1h06
629
—
Witold DZITKOWSKI
#1006
3:05:04
+1h07
640
—
Jean Marie PERRIER
#543
3:05:25
+1h08
646
—
Lauri LUTSAR
#1002
3:05:30
+1h08
648
—
Gilles KELBERT
#226
3:06:42
+1h09
664
—
Tomás RIBÉ BERNAL
#1067
3:07:25
+1h10
673
—
Norman HALARD
#672
3:07:59
+1h10
683
—
Aymeric CHAMPALE
#157
3:08:34
+1h11
689
—
Yannick COLLOT
#814
3:09:18
+1h12
695
—
Alexandre PETIOT
#824
3:09:31
+1h12
700
—
Nicolas CHAUDOT
#161
3:09:46
+1h12
703
—
Fabien GIRAULT
#663
3:10:02
+1h12
706
—
Eelco BRONSEMA
#940
3:10:32
+1h13
716
—
Aurélien ALLARD
#1299
3:11:06
+1h13
723
—
Berkin KARAGOZCUK
#1012
3:11:27
+1h14
729
—
Yan PILLER
#847
3:12:10
+1h14
739
—
John BURROWS
#1209
3:13:07
+1h15
750
—
Christophe FRANCESCOLI
#179
3:14:30
+1h17
769
—
Yann BOUGAUX
#820
3:16:58
+1h19
795
—
Thomas BARON
#801
3:17:08
+1h19
799
—
Kévin BADAIRE
#713
3:17:11
+1h19
800
—
Thibaud CLISSON
#649
3:17:23
+1h20
803
—
Sylvain AUGIER
#669
3:17:27
+1h20
805
—
Antoine LESOIN
#832
3:18:01
+1h20
809
—
Etienne MARCHAL
#100
3:18:05
+1h20
811
—
Vincent PIERRE
#691
3:19:03
+1h21
819
—
Coman DOYLE
#1255
3:20:21
+1h23
836
—
Sylvain MELUC
#492
3:20:58
+1h23
843
—
Nicolas HERPIN
#65
3:21:32
+1h24
846
—
Jonathan BADOUX
#340
3:21:45
+1h24
850
—
Antoine VIEU-BRASSEUR
#32
3:22:07
+1h24
855
—
Eddy VINCENT
#155
3:23:47
+1h26
869
—
Emmanuel CAMPS
#66
3:25:14
+1h27
883
—
Alexandre PEGOUD
#766
3:25:16
+1h27
886
—
Louis CESAREO
#73
3:25:53
+1h28
891
—
Fabien CHENE
#69
3:25:54
+1h28
892
—
Ildefonso BAENA
#1062
3:27:25
+1h30
907
—
Marc STEFANI
#538
3:28:41
+1h31
915
—
Arnaud GARRIC
#834
3:30:22
+1h33
932
—
Jérémy BOMBORG
#812
3:31:49
+1h34
941
—
Laurent DELAVAL
#825
3:32:47
+1h35
947
—
Michael PEBERDY
#1262
3:33:48
+1h36
952
—
Romain MOREL
#391
3:33:55
+1h36
954
—
Gregory BRUEL
#613
3:34:27
+1h37
958
—
Antoine GODEST
#485
3:36:15
+1h38
967
—
Rutger KEMPER
#945
3:42:34
+1h45
1015
—
Fernando MORTHERA
#1066
3:42:49
+1h45
1017
—
Alexandre THUAUD
#495
3:43:45
+1h46
1025
—
Antoine MAC CARTHY
#545
3:50:15
+1h52
1060
—
Sam HALL
#1185
3:56:20
+1h59
1083
—
Romain CRÉPEAUX
#449
3:56:44
+1h59
1084
—
Romain PRUNETA
#815
3:58:52
+2h01
1086
—
Nicolas DELECOURT
#64
3:59:29
+2h02
1087
—
David CHAPUT
#254
4:00:42
+2h03
1089
—
Simon EASTON
#1280
4:01:24
+2h04
1091
—
Miguel Angel MAURE
#1079
4:03:32
+2h06
1097
—
Xavier RITTER
#675
4:05:00
+2h07
1100
—
Laurent CERARDI
#762
4:06:17
+2h09
1102
—
Simon CLEMENT
#1233
4:13:27
+2h16
1117
—
Guillaume BERTRAND
#806
4:25:13
+2h27
1135
—
Daniel CURTIN
#1241
4:29:53
+2h32
1138
—
Mehdi BOUGONNA
#816
4:40:41
+2h43
1148