69.76%
Valid answers naming the leader
The proportion of valid observations where this company was identified.
Leggi in italiano
Sector benchmark · Italy 2026
MES & Manufacturing Software: which suppliers appear in AI answers?
Suppliers in this sector already appear frequently in the observed sample. Explore who is most visible and how the results vary across AI platforms.
92.53%non-AIO answers naming a selected company
78.05%non-AIO answers citing at least one source
-14.48 ppdifference between source citations and company mentions
40.00%searches with a Google AI Overview
Most visible company in the sample
SAP Digital Manufacturing appears most frequently across the observed results.
This is an aggregated description of the selected companies, not a market-wide ranking. The full benchmark separates AI platforms.
98%
Search questions covered
Among the 50 sector queries, how many mentioned the company in at least one observation.
0.00%
Selected companies not mentioned
0 of the 15 sampled companies were absent from all valid observations.
Google AI Overview
Google displayed an AI Overview in 40.00% of valid sector observations.
When an Overview appeared, a sampled company was mentioned in 70.00% of cases and a citation appeared in 95.00%.
Cited sources
Which websites appear in the AI results?
These observed references describe the information landscape. They do not prove that a website caused a particular AI answer.
Frequently cited third-party domains
- youtube.com · 157
- bravomanufacturing.it · 124
- teamsystem.com · 95
- logisticamente.it · 83
- ibm.com · 78
Share of non-AIO citations attributed to official domains of sampled companies: 14.58%.
What this means for companies
Several selected suppliers already have a strong AI presence.
The complete benchmark helps compare suppliers, questions, AI platforms and consistency across repeat observations.
Read the technical definitions and limitations
Results concern only 50 sector queries, 15 selected companies and the 2026 observation window. Non-AIO metrics exclude Google AI Overview. The “source-gap” and “competitive-defense” labels are commercial interpretations, not formal metrics from scientific methodology M1.2. A citation does not establish causality, an endorsement or a sale.
Complete sector benchmark · MES & Manufacturing Software
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