🔍 Case Studies: Day 1 vs Day 2 Recommendations
Real Product Examples Showing Complementary Approaches
📦
Artgeist
Artgeist Happy Farm fototapetti
📁 Toimittajat > Artgeist > Fototapetit > Lapsille
0/20 Overlap
Day 1: Semantic Similarity
📦
Artgeist
Artgeist Waterland fototapetti
91%
📦
Artgeist
Artgeist Gold October fototapetti
90%
📦
Artgeist
Artgeist Aavistus fototapetti
90%
📦
Artgeist Wieliczka fototapetti
90%
📦
Artgeist
Artgeist Pilkkuja fototapetti
90%
📦
Artgeist
Artgeist Kukkapenkki fototapetti
90%
📦
Artgeist In Industrial Style fototapetti
90%
📦
Artgeist
Artgeist Grey Island fototapetti XXL
90%
📦
Artgeist
Artgeist Identity change fototapetti
90%
📦
Artgeist Owlish Corner fototapetti
90%
Pattern: Found products across 1 categories.
Focused on semantic similarity within related categories.
Day 2: Graph-Based (GNN)
📦
Artgeist
Artgeist Little Bear juliste
98%
📦
Artgeist Underwater Fun itseliimautuva fototapetti
96%
📦
Artgeist
Artgeist Buddies juliste
94%
📦
ALECTO
Alecto ANV-21 automaattinen LED-yövalo
93%
📦
Rabalux
Rabalux Dinoo RGB lastenhuoneen ladattava yöpöytäv
91%
📦
Väriä vaihtava simpukka yövalo
91%
📦
Effebalance
Effektri Gold Dog 250 ml ravinne koirille
91%
📦
Natural Greatness
Natural Greatness Gastrointestinal Complete Veteri
90%
📦
Leijona
Leijona 5223-234 lasten rannekello
90%
📦
Name It Baby
Name It Baby Nbfhallo vauvojen body
90%
Pattern: Found products across 5 categories.
Discovered connections through shared occasions, seasons, or themes.
📦
Tec-X
Grimeca Ø32 x 16mm jarrusatulan korjaussarja
📁 Toimittajat > Duell > Mopo > Jarrut > Jarrusatulan korjaussarjat
0/20 Overlap
Day 1: Semantic Similarity
📦
58-8836024 Jarrusatulan korjaussarja (BOS 38mm)
82%
📦
58-8822014 Jarrusatulan korjaussarja (54mm)
80%
📦
Tec-X
Tec-X Derbi Senda 11- / Gilera RCR, SMT punainen j
68%
📦
NK
NK 58-214836 Jarrusatula, sis. liukutapit
68%
📦
NK
NK 58-343197 Jarrusatula, sis. liukutapit
67%
📦
NK
NK 58-2147268 Jarrusatula, sis. liukutapit
67%
📦
NK
NK 58-2147343 Jarrusatula, sis. liukutapit
67%
📦
NK
NK 58-213911 Jarrusatula, sis. liukutapit
66%
📦
NK
NK 58-2125158 Jarrusatula, sis. liukutapit
66%
📦
Prox
ProX Rear Brake Caliper Rebuild Kit KX125/250/500
66%
Pattern: Found products across 3 categories.
Focused on semantic similarity within related categories.
Day 2: Graph-Based (GNN)
📦
Polisport
Polisport Armadillo Head Pipe Guard 4T - short ver
100%
📦
RK
RK 520ZXW Niittilukko
99%
📦
Engineered Marine Products
EMP Yamaha 20/25 HP perän tiivistesarja
99%
📦
Akkukenkä pari +/-
99%
📦
Hajusuodatin
99%
📦
Bronco
Bronco Satulanpäällinen, Polaris
99%
📦
Makita
Makita P-37334 76 mm X 610 mm K80 • 5 kpl Hiomanau
99%
📦
EPI
EPI 2 Kawasaki korotussarja
99%
📦
Käsipumppu
99%
📦
Makita
Makita b-69814 Karkeus 60 Kovametallihiontaterä
99%
Pattern: Found products across 1 categories.
Discovered connections through shared occasions, seasons, or themes.
📦
Cadorabo
Cadorabo Motorola Moto Z2 suojakotelo
📁 Elektroniikka ja Pelaaminen > Puhelimet ja tarvikkeet > Puhelimen suojaus > Suojakotelot
0/20 Overlap
Day 1: Semantic Similarity
📦
Cadorabo
Cadorabo Motorola Moto G5S lompakkokotelo
94%
📦
Cadorabo
Cadorabo Motorola Edge 30 suojakotelo
93%
📦
Cadorabo
Cadorabo Motorola Moto G5S Plus lompakkokotelo
92%
📦
Cadorabo
Cadorabo Motorola Moto z suojakuori
90%
📦
Cadorabo
Cadorabo Motorola Moto G2 suojakuori
90%
📦
Cadorabo
Cadorabo Motorola Moto c suojakuori
88%
📦
Cadorabo
Cadorabo Motorola Edge 20 suojakotelo
88%
📦
Cadorabo
Cadorabo Motorola One Macro suojakotelo
87%
📦
Cadorabo
Cadorabo Motorola Edge 30 Pro / Edge+ suojakotelo
86%
📦
Cadorabo
Cadorabo Motorola One Action suojakotelo
86%
Pattern: Found products across 1 categories.
Focused on semantic similarity within related categories.
Day 2: Graph-Based (GNN)
📦
Cadorabo
Cadorabo Nokia 1.3 karkaistu suojalasi
99%
📦
OnePlus
OnePlus Nord 5 5G 512/12GB älypuhelin
99%
📦
Cadorabo
Cadorabo Oppo A12 suojakuori
99%
📦
Cadorabo
Cadorabo oukitel C21 3 kpl suojakalvo
99%
📦
Cadorabo
Cadorabo Samsung Galaxy A91/S10 Lite/M80s suojakuo
99%
📦
Cadorabo
Cadorabo Samsung Galaxy A5 2016 suojakuori
99%
📦
Cadorabo
Cadorabo Huawei P30 Lite suojakuori
99%
📦
Cadorabo
Cadorabo Huawei P40 Pro/P40 Pro+ suojakuori
99%
📦
Cadorabo
Cadorabo Zte Blade A5 2020 karkaistu suojalasi
99%
📦
Cellularline
Cellularline Tetra Force 2m USB/Micro USB kaapeli
99%
Pattern: Found products across 1 categories.
Discovered connections through shared occasions, seasons, or themes.
📦
KM
KM 85L puutarhan lehtisäkki
📁 Piha ja Puutarha > Puutarhan tarvikkeet > Puutarhan säkit ja pakkaustarvikkeet > Puutarhakassit ja lehtisäkit
0/20 Overlap
Day 1: Semantic Similarity
📦
Ryobi
Ryobi RAC365 lehtien keruupussi yleismalli
70%
📦
KM
KM 2 kpl pussinsulkija
68%
📦
Ryobi
Ryobi RAC364 lehtipuhallin/imurin 50l pussi
63%
📦
KM
KM 25x15 cm kosmetiikkalaukku
61%
📦
KM
KM 20x12 cm kosmetiikkalaukku
59%
📦
Konfektra Salta Grodor 60 g pussi
58%
📦
KM
KM Xmas pillimuki
57%
📦
Targus
Targus Mobile Elite Topload 15.6" tietokonelaukku
57%
📦
Trolli 75 g silmämunat
57%
📦
GKA
Tesseract CFMoto Uforce 1000 pitkä kuljetuslaukku
56%
Pattern: Found products across 6 categories.
Focused on semantic similarity within related categories.
Day 2: Graph-Based (GNN)
📦
STIHL
STIHL MS 172 moottorisaha
99%
📦
Makita
Dolmar PS-550-33 55,7CC moottorisaha
98%
📦
STIHL
STIHL SHA 56 AK20+AL101 monitoimipuhallin
98%
📦
Ryobi
Ryobi One+ R18TB-0 18V lehtipuhallin runko
97%
📦
STIHL
STIHL MS 261 C-M VW moottorisaha
97%
📦
STIHL
STIHL BRA 500 B akkukäyttöinen reppupuhallin runko
96%
📦
Gardena
Gardena Lehtiharava säädettävä combisystem kompos
96%
📦
AL-KO
AL-KO moweo 512 li vs-w 40v 5ah vetävä akkuruohonl
96%
📦
STIHL
STIHL FSA 70 R akkukäyttöinen ruohotrimmeri runko
96%
📦
Ducar
Ducar LM2033 akkuruohonleikkuri
96%
Pattern: Found products across 1 categories.
Discovered connections through shared occasions, seasons, or themes.
📦
Motorex
Motorex DOT 4 250ml jarruneste
📁 Autoilu ja Caravan > Autokemikaalit ja voiteluaineet > Auton voiteluaineet ja öljyt > Jarrunesteet
0/20 Overlap
Day 1: Semantic Similarity
📦
Motorex
Motorex Hydraulic Fluid 75 250ml erikoisöljy
65%
📦
Ferodo
Ferodo Brake Fluid DOT4 0,25 l jarruneste
63%
📦
Motorex
Motorex Racing Fork Oil 7,5W 1L haarukkaöljy
63%
📦
Motorex
Motorex 4T 15W/50 1L Top Speed moottoriöljy
62%
📦
Motorex
Motorex 4T 10W/50 4L Cross Power moottoriöljy
58%
📦
Motul
Motul RBF 700 Factory Line 0,5l DOT4 jarruneste
57%
📦
Motorex
Motorex Easy Cut Spray 250ml (12)
54%
📦
Telko
Aspokem DOT4 3L jarruneste
52%
📦
Squishmallows
Squishmallows mökki 650ml vesipullo
50%
📦
Motul
Motul RBF 600 0,5l jarruneste
49%
Pattern: Found products across 4 categories.
Focused on semantic similarity within related categories.
Day 2: Graph-Based (GNN)
📦
Continental
Continental 6PK923CT moniurahihna
100%
📦
Steyrtek
SteyrTek 25mm 5x115/5x112 jaonmuutosadapteri
100%
📦
Linhai
Linhai 400 27347 vetoakseli taakse
100%
📦
NGK 7423 Sytytystulppa CR8HS
100%
📦
Roadhouse
Roadhouse 2486-02 Jarrupalasarja, Etu
100%
📦
Bilstein
Bilstein B22-224583 B4 Dacia / Renault takaiskunva
100%
📦
FAG
FAG 825 0008 10 Pallonivel
100%
📦
Fenno Pipes
Fenno P76079 Takaputki
100%
📦
Lemförder
Lemförder 16-31490 01 Iskunvaimentimen yläpään tuk
100%
📦
SBS
Sbs Evo Sinter jarrupalat
100%
Pattern: Found products across 3 categories.
Discovered connections through shared occasions, seasons, or themes.
📦
Steyrtek
SteyrTek Korkeapaineventtiili
📁 Autoilu ja Caravan > Korjaamotarvikkeet > Autonosturit > Autonostureiden tarvikkeet
0/20 Overlap
Day 1: Semantic Similarity
📦
Steyrtek
SteyrTek Sähköinen paineilmaventtiili
72%
📦
Steyrtek
SteyrTek Ajastin
66%
📦
BL
BL 6 mm takaiskuventtiili
60%
📦
Steyrtek
SteyrTek Kromiventtiili 100 kpl
59%
📦
Finbullet
SRG LPG 0,1-2Bar korkeapainesäädin
57%
📦
Makita
Makita HW1300 130Bar painepesuri
55%
📦
Bronco
Bronco Paineenalennusventtiili Digger 2020 ->08.20
55%
📦
Skyteam
Skyteam tubeless venttiili 90 astetta ruuvattava
54%
📦
Steyrtek
SteyrTek Kasaamaton Kromiventtiili 100 kpl
54%
📦
Steyrtek
SteyrTek Laakerin korokepala ST-1236IT
54%
Pattern: Found products across 6 categories.
Focused on semantic similarity within related categories.
Day 2: Graph-Based (GNN)
📦
Denso DOX-1731 Lambda-anturi
100%
📦
SBS
Sbs Jarrupalat Ceramic
100%
📦
SnoPro
Sno-X Yamaha 338 FC täydellinen tiivistesarja
100%
📦
Steyrtek
SteyrTek 70,3 / 78,1 mm vanteen soviterengas
100%
📦
Wahl bros
Wahl Bros A-C & Yamaha anti-stab wheel kit split
100%
📦
C200110 Musta venttiilinhattu, tiivisteellä
100%
📦
Prox
ProX Rear Master Cylinder Rebuild Kit VT1100 '95-0
100%
📦
SBS
SBS 23-163HF Ceramic (713HF) Hon/Kee/Kym eteen jar
100%
📦
Fenno Pipes
Fenno P76039 etuputki
100%
📦
NK
NK 58-213911 Jarrusatula, sis. liukutapit
100%
Pattern: Found products across 3 categories.
Discovered connections through shared occasions, seasons, or themes.
💡 Key Takeaway
These case studies demonstrate that both methods discover valuable but different products. Day 1 (Semantic) excels at finding similar items within categories, while Day 2 (Graph) discovers cross-category opportunities through shared context like occasions, seasons, and themes. Using both approaches maximizes customer value.