Global Lighthouse Network 2026
Page 26 of 56 · WEF_Global_Lighthouse_Network_2026.pdf
The potential for further digitalization across supply
chains remains significant, with much of the value
still untapped. Even after years of disruption that
exposed the cost of blind spots, more than 40%
of organizations still lack visibility into tier-1 supplier
performance, suggesting that while intent is high,
achieving true end-to-end transparency remains
elusive.38 Meanwhile, Lighthouses on average have
onboarded roughly 36% of their customers and
suppliers onto their IoT platforms, marking a move from localized efficiency to collaborative networks
that create mutual value and resilience.39
Lighthouses demonstrate that true digital leadership
extends beyond factory walls to supply chains. By
cultivating partnerships grounded in transparency,
mutual capability building and long-term value
creation, they are also reducing waste, improving
traceability and accelerating decarbonization.2.3 Scaling-up impact with collaboration and purpose
Ecosystem collaboration: amplifying impact across the value chain
Lighthouses are capable of translating early digital
wins into system-level impact because they
have managed to effect an essential shift from
transactional to transformational collaboration
across the value chain. With shared standards, data
trust and aligned incentives, Lighthouses activate
entire value chains whereas most companies stall at
the enterprise boundary.
Knowledge sharing and capability building
Lighthouses collaborate across their end-to-end
value chains to proliferate knowledge and drive
network-wide scale. By sharing insights and best
practices with suppliers, peer sites within the
organization and end-customers alike, they turn
individual achievements into enablers for system-
wide impact. This ripple effect strengthens the
entire network.
Yunnan Baiyao in Kunming, China actively seeks
to amplify capabilities across its end-to-end value
chains. The company’s Welkin AI Platform provides
enterprise-level LLM and agent capabilities, with
users generating 30+ low code and 20+ AI-enabled
applications. By partnering with universities, the
site created a robust talent pipeline supported
by project-based learning. The site trained 170+
suppliers on environmental, social and governance (ESG) practices and engaged 200+ small and
medium enterprises (SMEs), while supporting small
farmers with an IIoT and GenAI-enabled digital
platform focused on improving agricultural practices
(Figure 16).40
End-to-end supply chain synchronization
Another distinction of Lighthouses is their ability
to synchronize the full value chain, translating
data connectivity into coordinated action. Rather
than optimizing in silos, they integrate planning,
production, logistics and customer demand signals
in near-real time. This seamless flow of information
breaks down geographic and organizational
barriers, enabling joint decision-making with
suppliers and customers.
For example, Yunnan Baiyo’s satellite remote
sensing and AI-powered yield forecasting and
procurement of herbs improved yield prediction
accuracy by 23 percentage points and reduced
inventory levels by 35%. The integration of high-
resolution satellite images and AI models enabled
precise monitoring of crop health and growth,
ensuring stability and supply chain resilience. This
approach also improved raw material quality,
leading to better product outcomes (Figure 16).41
Embedded sustainability:
transforming resource efficiency and circularity
Through purposeful ecosystem collaboration,
Lighthouses turn operational gains into network-
wide impact, driving productivity, sustainability
and resilience across the value chain. Resource
efficiency provides a clear example: amid sharp
price increases in commodities such as fertilizer,
aluminium, coal and steel, Lighthouses have
demonstrated greater stability by minimizing exposure to global logistics and overseas
production. While supply chains and commodities
tend to correct over time, recurring mid-term
disruptions underscore the value of these resilient
models and are fuelling new interest in circular
business approaches that reclaim products and
materials for reuse.42
Global Lighthouse Network: Rewiring Operations for Resilience and Impact at Scale
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