🔍 Case Studies: Textual Semantic Similarity vs Graph-Based Recommendations
Real Product Examples Showing Complementary Approaches
Adidas
Adidas Ent22 Sw Topy lasten collegepaita
📁 Pukeutuminen > Lapset > Urheiluvaatteet > Treenipaidat ja urheilumekot > Collegepaidat
0/20 Overlap
🔤 Textual Semantic
Adidas
Adidas G Bl Swt lasten collegepaita
85%
Adidas
Adidas W Gg Hd Swt naisten huppari
85%
Adidas
Adidas C Lin Crew 3P sukat
82%
Adidas
Adidas Tr-Es 3S Tk naisten toppi
82%
Adidas
Adidas Anml Cro Tk naisten toppi
82%
Adidas
Adidas Ent22 Tk Jktw naisten verkkatakki
81%
Adidas
Adidas W Lng Rib Leg naisten treenitrikoot
80%
Adidas
Adidas M 3S Wv Tt Ts miesten verkkapuku
80%
Adidas
Adidas I Bos Jog Ft lasten verryttelyasu
80%
Adidas
Adidas I 3S Jog lasten verryttelyasu
80%
Pattern: Found products across 1 categories.
Focused on semantic similarity within related categories.
🕸️ Graph-Based (GNN)
Champion
Champion miesten collegepaita
99%
Jack & Jones
Jack&Jones Core Jcopioneer miesten collegepaita
99%
Virtus
Virtus Deran miesten collegepaita
99%
Under Armour
Under Armour Core Pth unisex sandaalit
99%
Elitzia
Elitzia naisten collegehousut
99%
Only&Sons
Only&Sons Onsceres miesten collegepaita
99%
Tommy Hilfiger
Tommy Hilfiger miesten collegepaita
98%
Nike
Nike Nk miesten collegepaita
98%
No Logo Name
No Logo Name lasten sandaalit
98%
Rukka
Rukka Palokka naisten collegepaita
98%
Pattern: Found products across 2 categories.
Discovered connections through shared occasions, seasons, or themes.
Amanda B
Amanda B welcome kyltti
📁 Lahjat ja tuliaiset > Lahjaideat > Tuparilahjat
0/20 Overlap
🔤 Textual Semantic
Amanda B
AmandaB suolakivi tuikunpidin
65%
Amanda B
Amanda B Vera torkkupeite
62%
Amanda B
AmandaB huonetuoksu
61%
Amanda B
AmandaB-Collection Exclusive 2 kpl hiussolki
55%
Amanda B
Amanda B 9,5cm enkeli
55%
Amanda B
Amanda B vaateteline
54%
Amanda B
AmandaB Nord seinäkoukku
53%
KUUSIPOHJA
Kuusipohja Tervetuloa ovikyltti
51%
Amanda B
Amanda B tuoksukynttilä
50%
Amanda B
Amanda B tuoksukynttilä
50%
Pattern: Found products across 2 categories.
Focused on semantic similarity within related categories.
🕸️ Graph-Based (GNN)
Artgeist
Artgeist Bird Song 3-osainen sermi
100%
Artgeist
Artgeist Buddha'S Tree 3-osainen sermi
100%
Artgeist
Artgeist Kiss Of Gentleness 3-osainen sermi
100%
Artgeist
Artgeist Green Tears 5-osainen sermi
100%
Lucide
Lucide Track Favori musta spottivalaisin Track kis
100%
Artgeist
Artgeist Delicate Feminity juliste
100%
Rapu shottilasi kaulanauhassa
100%
Pobra
Pobra joulupallo
99%
Sessak
Sessak Marine riippuvalaisin
99%
Hukka
Hukka 28,5 cm pizzakivi
99%
Pattern: Found products across 3 categories.
Discovered connections through shared occasions, seasons, or themes.
Veniz
Veniz naisten 35mm nahkavyö
📁 Pukeutuminen > Naiset > Asusteet > Vyöt
0/20 Overlap
🔤 Textual Semantic
Veniz
Veniz 35 mm miesten nahkavyö
91%
Veniz
Veniz miesten 30mm nahkavyö
90%
Veniz
Veniz nahkavyö 35mm
90%
Veniz
Veniz miesten 30mm nahkavyö
90%
Veniz
Veniz miesten 30mm nahkavyö
89%
Veniz
Veniz miesten 40mm nahka farkkuvyö
86%
Veniz
Veniz 35mm miesten joustopunosvyö
80%
Slöjd-Detaljer
Slöjd-Detaljer 25mm ruskea nahkahihna
71%
Veniz
Veniz naisten huivi
70%
Veniz
Veniz 40 mm puuvillavyö
70%
Pattern: Found products across 2 categories.
Focused on semantic similarity within related categories.
🕸️ Graph-Based (GNN)
Greengo
GreenGo Siili miesten varrettomat puuvillasukat
99%
Vero Moda
Vero Moda Vmceleste naisten trenssi
99%
Vero Moda Curve
Vero Moda Curve Vmcgebra naisten pusero
99%
Only
Only Onlpaige naisten housut
99%
Pieces
Pieces Pcsimma naisten vyö
99%
Street One
Street One naisten pusero
99%
Triumph
Triumph Body Make-Up Illusion naisten alushousut
99%
Jack & Jones Junior
Jack&Jones Junior Jjiglenn nuorten farkut
99%
B.Young
B.Young Byjosa naisten pusero
99%
Friends Textile
Friends 7391 bambusukat 3par/pkt
99%
Pattern: Found products across 2 categories.
Discovered connections through shared occasions, seasons, or themes.
Alexander Toys
Alexander Toys by Happy Orange Hämähäkki 3D origami
📁 Lahjat ja tuliaiset > Lahjaideat > Uniikit Lahjat ja Tuotteet
0/20 Overlap
🔤 Textual Semantic
Robo Alive
Robo Alive Robotic Lizard S3 robottilisko
65%
Clementoni
Clementoni Super Spider-Man 104p palapeli
65%
LEGO Wicked
LEGO Wicked 75685 Emerald City taideteos
64%
LEGO Disney Princess
LEGO Disney Princess 43303 Jasmine ja Tähkäpää min
64%
LEGO Super Mario
LEGO Super Mario 71440 Interaktiivisen LEGO® Luigi
61%
Readme
Lego Harry Potter - Taikavuosi Tylypahkassa
60%
LEGO Friends
LEGO Friends 42658 Allasbileet – Yksisarvinen ja f
60%
Happy Orange
Happy Orange 3d dinosaurukset juomapullo
60%
Grupo Erik
Marvel Spider-Man XL (80x35cm) hiirimatto
60%
LEGO Super Heroes
LEGO Super Heroes 76143 Avengers Autotaistelu
60%
Pattern: Found products across 4 categories.
Focused on semantic similarity within related categories.
🕸️ Graph-Based (GNN)
Melissa&Doug
Melissa & Doug super smile dentist leikkisetti
100%
Smartgames
SmartGames IQ Circuit logiikkapeli
99%
Jumbo
Jumbo Jan van Haasteren Festarit 1000p palapeli
99%
Ravensburger
Ravensburger Disney Stich Ball 55p 3D palapeli (la
99%
Clementoni
Clementoni Game of Thrones 1000p palapeli (Compact
99%
Hama
Hama Mini pussi 2000 luumu silityshelmet
99%
Sea to summit
Sea To Summit 25mm side release 2-pin musta solki
99%
Diamond Dotz
Diamond Dotz Pink Unicorn penaali timanttityö
99%
Leitz
Leitz 20E F/5533 E-nitomanasta 2500 kpl
99%
Clementoni
Clementoni Zaanse Schans 1500p palapeli
99%
Pattern: Found products across 2 categories.
Discovered connections through shared occasions, seasons, or themes.
KM
KM musta metallinen koruteline
📁 Koti ja Sisustaminen > Säilytys ja järjestäminen > Korusäilytys > Korutelineet
0/20 Overlap
🔤 Textual Semantic
KT
KT SLR-35X Suomileijona hopeariipus
75%
Vila
Vila Vikacey naisten korvakorut
74%
Huppa
Huppa Marlo miesten välikausitakki
74%
KM
KM Dry Flowers lahjakassi
74%
Upikit
Upikit kevät tarra-arkki
73%
Torstai
Torstai Hommelvik naisten kevyttoppatakki
73%
Joik
Joik Organic beauty bronze & shimmer vartaloöljy
73%
KM
KM Kastelukannu 10l
73%
Dogs 6-osainen joululelusetti
73%
Happy Time Caravan seinäkello
72%
Pattern: Found products across 6 categories.
Focused on semantic similarity within related categories.
🕸️ Graph-Based (GNN)
Artgeist
Artgeist Red Fox (1 Part) Vertical taulu
99%
Unilight halogeeni yleisvalaisin
99%
Globo
Globo Sully Ø41 CCT RGB LED plafondi
99%
Artgeist
Artgeist Cool Stripes 5-osainen sermi
99%
Artgeist
Artgeist Elegant Feather 5-osainen sermi
99%
Osram
Osram E27 250lm 2700K filamentti led-pienkupulampp
99%
Intirilife
Intirilife kokoontaittuva säilytystilallinen 78x38
99%
Artgeist
Artgeist Endless Sea juliste
99%
Artgeist
Artgeist Wall Of Silence 3-osainen sermi
99%
Severin
Severin TKB2924 19L kylmä-/lämpölaukku
99%
Pattern: Found products across 3 categories.
Discovered connections through shared occasions, seasons, or themes.
Catrice
Catrice Brow Fix Soap Stick1 g kulmien muotoilupuikko
📁 Terveys ja Kauneus > Kosmetiikka > Meikit > Silmämeikit > Kulmameikit
0/20 Overlap
🔤 Textual Semantic
Kärcher
Kärcher PCL 4 puupinnoille rullaharjat
57%
Catrice
Catrice Melting Kiss Gloss Stick 2,6 g huulikiilto
55%
Finbullet
Finbullet 275 mm suora kärkipihti
55%
lovely
Lovely Glossy 4,2g kiiltävä kulmaliima
54%
Posca
Uni Posca Marker brush 3 kpl PFC-350 sivellinkynäs
53%
Lala sivellin ja poskipuna
52%
Brembo
Brembo Jarrupalat Eteen Sintered
50%
Scar
Scar Steering Stem Nut & Tool - Ktm/Husaberg All -
50%
Kärcher
Kärcher vaihtokumit ikkunanpesuriin
50%
Sopo Soap
Sopo Soap hoitava metsäbiomi 60 g voidepala
50%
Pattern: Found products across 6 categories.
Focused on semantic similarity within related categories.
🕸️ Graph-Based (GNN)
Silver Bar
Silver Bar 8896 korvakorut
99%
SJ Bali korvarenkaat
99%
Tommy Hilfiger
Tommy Hilfiger TH1782862 rannekello
99%
Mavala
Mavala Double Brow 4,5 ml kulmaseerumi
99%
Calvin Klein
Calvin Klein Modern Purity rannekoru
99%
Gosh
GOSH Chameleon Powder 8 g irtopuuteri
99%
By Jolima
By Jolima Resin rannekoru
99%
Max Factor
Max Factor 2000 Calorie Match Maker huulikiilto
99%
Tommy Hilfiger
Tommy Hilfiger Samantha TH1782493 naisten rannekel
99%
Tommy Hilfiger
Tommy Hilfiger TH1782850 rannekello
99%
Pattern: Found products across 2 categories.
Discovered connections through shared occasions, seasons, or themes.
💡 Key Takeaway
These case studies demonstrate that both methods discover valuable but different products. Textual Semantic Similarity excels at finding similar items within categories, while Graph-Based discovers cross-category opportunities through shared context like occasions, seasons, and themes. Using both approaches maximizes customer value.