2/
Then we applied it to different problems.
→ #VaultSage: AI-native knowledge infrastructure
→ #TraderSage: AI agents for global trade
Different products.
Different customers.
Different workflows.
But underneath, much of the same infrastructure.

2/
Then we applied it to different problems.
→ #VaultSage: AI-native knowledge infrastructure
→ #TraderSage: AI agents for global trade
Different products.
Different customers.
Different workflows.
But underneath, much of the same infrastructure.
1/
Most people go to Incheon International Airport to travel.
My team goes there for work. 😊
We visited the airport company today to discuss two ongoing projects.
Powered by #VaultSage, we’re building an AI knowledge base for the airport for both visitors and employees.
We mapped a US supplement launch end to end.
One product. One market. Sold on Amazon
www.linkedin.com/posts/vaults...
There is 'TraderSage' integrating with 'ComplianceSage' powered by 'VaultSage'
4/
For many trading companies, their AI journey started with a simple question:
“Can AI understand and work with all our documents?”
We started with #VaultSage.
Now VaultSage is not only AI knowledge infrastructure for builders.
It has also become the backbone of #TraderSage
2/
In enterprise AI, it often starts with data.
Especially documents.
Contracts. Invoices. Regulations. Reports. PDFs.
With #VaultSage, we built agent-friendly infrastructure so AI agents can access and work with those documents.
We're heading to the 2026 Rise-Up Showcase Day in San Mateo to introduce what we've been building with #VaultSage and especially how we're turning our knowledge infrastructure into vertical AI applications like #TraderSage.
If you're attending the Showcase, I'd love to meet you.
1/ When a checklist isn’t enough? - #VaultSage #Newsletter
A checklist can make complex work look simple: finish one task, then move on to the next.
The challenge wasn’t the number of tasks. It was understanding what depended on what.