Engineering & Advanced Manufacturing Employers Italy Generative Engine Optimization (GEO) Report

Graduates Analysis

Ferrari logo - ranked #1 in Graduates visibility
Comau logo - ranked #2 in Graduates visibility
Politecnico di Milano logo - ranked #3 in Graduates visibility
Ferrari, Comau, Politecnico di Milano lead in Graduates segment visibility
210
Prompts Analyzed
1
Sub-Segments
3
LLMs
The Graduates segment is a critical demographic for the Italian Engineering & Advanced Manufacturing industry, comprising individuals who have recently completed university degrees and possess little to no professional work experience. This segment is highly sought after by leading employers such as Danieli, Ferrari, and Leonardo, who recognize the value of nurturing new talent. Graduates bring contemporary academic knowledge, theoretical expertise, and a strong aptitude for learning and innovation. Their integration into the workforce is essential for addressing skill gaps, fostering technological advancements, and ensuring a sustainable talent pipeline. Companies actively recruit from this segment through internships, graduate programs, and entry-level positions, offering structured training and mentorship to facilitate their transition from academia to industry. The career paths for these graduates often lead to specialized roles in research and development, product design, process engineering, and advanced manufacturing operations, contributing directly to Italy's industrial competitiveness and global standing.

Overall Ranking

Model:
Brand
Ranking
Visibility
Share of Voice
Sentiment
Ferrari logo
Ferrari
#1
57%
5%
89%
Comau logo
Comau
#2
57%
3%
79%
Politecnico di Milano logo
Politecnico di Milano
#3
57%
2%
79%
Leonardo logo
Leonardo
#4
43%
4%
83%
IMA Group logo
IMA Group
#5
43%
3%
82%
Stellantis logo
Stellantis
#6
43%
3%
82%
Lamborghini logo
Lamborghini
#7
43%
2%
87%
Danieli logo
Danieli
#8
43%
2%
77%
Ducati logo
Ducati
#9
43%
1%
78%
Siemens logo
Siemens
#10
29%
3%
77%
Avio Aero logo
Avio Aero
#11
29%
2%
83%
Baker Hughes logo
Baker Hughes
#12
29%
2%
80%
ABB logo
ABB
#13
29%
1%
83%
Brembo logo
Brembo
#14
29%
1%
78%
Akkodis logo
Akkodis
#15
29%
1%
78%
Dallara logo
Dallara
#16
29%
1%
80%
Schneider Electric logo
Schneider Electric
#17
29%
1%
83%
MathWorks logo
MathWorks
#18
29%
1%
70%
SACMI logo
SACMI
#19
29%
1%
83%
Politecnico di Torino logo
Politecnico di Torino
#20
29%
1%
78%
CNH Industrial logo
CNH Industrial
#21
29%
1%
80%
Iveco logo
Iveco
#22
29%
1%
80%
Philips logo
Philips
#23
14%
2%
90%
LivaNova logo
LivaNova
#24
14%
2%
80%
EssilorLuxottica logo
EssilorLuxottica
#25
14%
2%
80%
Dassault Systèmes logo
Dassault Systèmes
#26
14%
1%
70%
Sanofi logo
Sanofi
#27
14%
1%
90%
Esaote logo
Esaote
#28
14%
1%
80%
DiaSorin logo
DiaSorin
#29
14%
1%
80%
Enel North America logo
Enel North America
#30
14%
1%
80%
Eni logo
Eni
#31
14%
1%
80%
Accenture logo
Accenture
#32
14%
1%
80%
Capgemini logo
Capgemini
#33
14%
1%
80%
Vertiv logo
Vertiv
#34
14%
1%
80%
Electrolux logo
Electrolux
#35
14%
1%
80%
Salvagnini logo
Salvagnini
#36
14%
1%
80%
Carraro logo
Carraro
#37
14%
1%
80%
DAB PUMPS logo
DAB PUMPS
#38
14%
1%
80%
Stevanato logo
Stevanato
#39
14%
1%
80%
Prima Industrie logo
Prima Industrie
#40
14%
1%
75%
Thermo Fisher Scientific logo
Thermo Fisher Scientific
#41
14%
1%
70%
Coesia logo
Coesia
#42
14%
1%
85%
Rockwell Automation logo
Rockwell Automation
#43
14%
1%
75%
Smurfit Kappa logo
Smurfit Kappa
#44
14%
1%
90%
Volkswagen Group logo
Volkswagen Group
#45
14%
1%
80%
Baxi logo
Baxi
#46
14%
1%
80%
Komatsu logo
Komatsu
#47
14%
1%
80%
Aermec logo
Aermec
#48
14%
1%
80%
Riello logo
Riello
#49
14%
1%
80%
Bosch logo
Bosch
#50
14%
0%
80%

See all segment rankings

The table below shows the domains and URLs most frequently cited by LLMs when generating responses about graduates. These sources indicate where AI systems most often draw information.

Top Source Domains

Model:
Rank
Domain
Name
Used
Percentage
Sub Pages
#1
Ccsatm
4
28.57%
3
#2
Polygoncampus
2
28.57%
2
#3
Careerservice
3
28.57%
3
#4
Akkodis
5
28.57%
5
#5
Builtin
2
28.57%
2
#6
Reddit
3
28.57%
2
#7
Jobleads
1
14.29%
1
#8
Glassdoor
1
14.29%
1
#9
Brembogroup
1
14.29%
1
#10
Geaerospace
1
14.29%
1
#11
Mecheng
2
14.29%
2
#12
Itsstudent
1
14.29%
1
#13
Careers
1
14.29%
1
#14
Talentsoft
1
14.29%
1
#15
Glassdoor
1
14.29%
1

Access segment domain sources

Top Source URLs

Model:

Graduates

The 'Graduates' sub-segment specifically targets individuals who have recently obtained a university degree in relevant engineering or manufacturing disciplines and are at the very beginning of their professional journey. These candidates typically possess strong theoretical foundations, analytical capabilities, and a keen interest in contributing to advanced industrial projects. They are often characterized by a high degree of adaptability, a willingness to learn new technologies, and an eagerness to engage in hands-on experience. Employers in the Engineering & Advanced Manufacturing sector, including prominent firms like Danieli, Ferrari, and Leonardo, view this group as a vital source of future talent and invest significantly in their development through structured graduate programs, apprenticeships, and mentorship initiatives. Their career aspirations often involve specialized roles in design, R&D, production, or project management, where they can leverage their academic background and grow into expert professionals. This segment's successful integration is paramount for maintaining innovation and competitiveness within the industry.

Graduates - Overall Rankings

Model:
Brand
Ranking
Visibility
Share of Voice
Sentiment
Ferrari logo
Ferrari
#1
57%
5%
89%
Comau logo
Comau
#2
57%
3%
79%
Politecnico di Milano logo
Politecnico di Milano
#3
57%
2%
79%
Leonardo logo
Leonardo
#4
43%
4%
83%
IMA Group logo
IMA Group
#5
43%
3%
82%
Stellantis logo
Stellantis
#6
43%
3%
82%
Lamborghini logo
Lamborghini
#7
43%
2%
87%
Danieli logo
Danieli
#8
43%
2%
77%
Ducati logo
Ducati
#9
43%
1%
78%
Siemens logo
Siemens
#10
29%
3%
77%
Avio Aero logo
Avio Aero
#11
29%
2%
83%
Baker Hughes logo
Baker Hughes
#12
29%
2%
80%
ABB logo
ABB
#13
29%
1%
83%
Brembo logo
Brembo
#14
29%
1%
78%
Akkodis logo
Akkodis
#15
29%
1%
78%
Dallara logo
Dallara
#16
29%
1%
80%
Schneider Electric logo
Schneider Electric
#17
29%
1%
83%
MathWorks logo
MathWorks
#18
29%
1%
70%
SACMI logo
SACMI
#19
29%
1%
83%
Politecnico di Torino logo
Politecnico di Torino
#20
29%
1%
78%
CNH Industrial logo
CNH Industrial
#21
29%
1%
80%
Iveco logo
Iveco
#22
29%
1%
80%
Philips logo
Philips
#23
14%
2%
90%
LivaNova logo
LivaNova
#24
14%
2%
80%
EssilorLuxottica logo
EssilorLuxottica
#25
14%
2%
80%
Dassault Systèmes logo
Dassault Systèmes
#26
14%
1%
70%
Sanofi logo
Sanofi
#27
14%
1%
90%
Esaote logo
Esaote
#28
14%
1%
80%
DiaSorin logo
DiaSorin
#29
14%
1%
80%
Enel North America logo
Enel North America
#30
14%
1%
80%
Eni logo
Eni
#31
14%
1%
80%
Accenture logo
Accenture
#32
14%
1%
80%
Capgemini logo
Capgemini
#33
14%
1%
80%
Vertiv logo
Vertiv
#34
14%
1%
80%
Electrolux logo
Electrolux
#35
14%
1%
80%
Salvagnini logo
Salvagnini
#36
14%
1%
80%
Carraro logo
Carraro
#37
14%
1%
80%
DAB PUMPS logo
DAB PUMPS
#38
14%
1%
80%
Stevanato logo
Stevanato
#39
14%
1%
80%
Prima Industrie logo
Prima Industrie
#40
14%
1%
75%
Thermo Fisher Scientific logo
Thermo Fisher Scientific
#41
14%
1%
70%
Coesia logo
Coesia
#42
14%
1%
85%
Rockwell Automation logo
Rockwell Automation
#43
14%
1%
75%
Smurfit Kappa logo
Smurfit Kappa
#44
14%
1%
90%
Volkswagen Group logo
Volkswagen Group
#45
14%
1%
80%
Baxi logo
Baxi
#46
14%
1%
80%
Komatsu logo
Komatsu
#47
14%
1%
80%
Aermec logo
Aermec
#48
14%
1%
80%
Riello logo
Riello
#49
14%
1%
80%
Bosch logo
Bosch
#50
14%
0%
80%