# Be inspired by intelligent operations

See what the Global Lighthouse Network (GLN) is building. What 238 of the world's most advanced sites actually deployed, which stacks they used, and what it changed, with a new pattern every week.


## Decoding the world's most advanced factories

1,200+ validated use cases. 3,500+ audited results. 238 sites across 35 countries. One of the world's largest open evidence databases for what actually works in industrial transformation.


## Industry Solutions Metrics


## Ten shifts redefining operations in 2026

Where the newest Lighthouse cohorts are placing their bets, from people-powered performance to autonomous planning.


*Featured content carousel*


## Inside the library

Ten deployments that cleared the validation bar: real problems, real architectures, results measured against the site's own baseline.


## Frequently Asked Questions

*Common questions and answers*


## The Industrial Brain

What industrial transformation looks like in practice, based on Lighthouse evidence.


### GenAI for knowledge management

Factories are drowning in PDF manuals, SOPs, and legacy shift reports. Leaders are ingesting this entire corpus into "Industrial LLMs". Instead of searching for a file, a worker simply asks, "How do I recalibrate the Z-axis on Machine 4?" The AI retrieves the specific procedure, summarizes it, and even translates it into the worker's native language instantly.


### Visibility first

Lack of visibility is the most frequently cited cause of underperformance. Lumina shows that the fastest gains come from connecting existing systems and making performance transparent at the point of work.


### Speed matters

Lead time reduction outranks cost reduction as a transformation objective. Lumina signals a structural shift: speed is no longer a trade-off against efficiency; it's a prerequisite for customer relevance.


### Quality wins

Quality is the most common entry point for transformations. Defects are visible, measurable, and economically material, and Lumina proves that reducing them translates directly into financial impact.


### Augmentation beats automation

Automation is widespread, but replacing tasks rarely drives the biggest gains. Lumina data points to augmentation: technology scales impact when it supports human decision-making, not when it tries to bypass it.


### See the full picture inside Lumina.

The complete use-case library, benchmarks by industry, and the roadmap engine, free for Forum partners.

[Sign up](https://initiatives.weforum.org/lumina/self-sign-up)