See demand sooner.
Plan beyond the monthly spreadsheet. We’re building agents that use statistical models and business context to help you anticipate demand across your catalog.
AI-native supply chain
We’re building AI agents for Southeast Asia’s distributors. Statistical demand modeling meets the full context of your business, from inventory to procurement and logistics.
Built around your operation. With your team in control.
The platform
A forecast means more when it knows your supplier’s lead time. A purchase plan works better when it understands what’s already on the way. We’re building one shared foundation for these connected decisions.
Bring demand, stock, supplier constraints, and operational knowledge into a shared business graph.
Combine statistical demand modeling with business context to inform the next recommendation.
Review proposed actions. Capture approvals and overrides as decision traces that inform future recommendations.
Autonomy grows with confidence. The goal is to automate routine work while keeping exceptions with your team.
Talk to the foundersConnected workflows
Demand changes. Purchasing responds. Logistics brings the plan to life. We’re building agents around the way these decisions depend on each other.
Plan beyond the monthly spreadsheet. We’re building agents that use statistical models and business context to help you anticipate demand across your catalog.
Connect demand with stock on hand, incoming inventory, and supplier lead times. Help your team review what to order, how much, and when.
We’re developing agents to connect shipment milestones with planning decisions, helping teams spot exceptions and coordinate the next action.
Our platform is under development. These illustrations show the workflows we’re building toward, rather than customer results.
The people behind Panoptica
We believe distributors should be able to run their operations with intelligence that understands their business.
We’re two technical founders building on the ground in Jakarta, starting with Southeast Asia and a vision for supply chains everywhere.

Co-founder & CEO
Product & AI
Data scientist and AI researcher with an MSc in Computer Science. Claudia brings experience building and researching AI models to Panoptica’s product.

Co-founder & CTO
Engineering
Software engineer with experience at Raytheon. Chris leads Panoptica’s agent platform and data infrastructure.
A little more context
We’re starting with Southeast Asian distributors managing complex catalogs, supplier relationships, and inventory decisions. If your team coordinates demand planning, purchasing, and logistics across spreadsheets and existing systems, we’d like to hear about your operation.
Panoptica is designed to work alongside your existing systems. Connections depend on the tools and workflows your business uses. We’ll assess the integration scope together, including where your operational data lives and how your team works with it.
Human review is central to the platform we’re building. Agents propose actions, your team approves or overrides them, and those decisions create a trace. Our goal is to expand autonomy as confidence grows, while keeping exceptions and consequential decisions with people.
Start with a conversation with our founders. Tell us what you distribute, how you plan and purchase today, and where coordination breaks down. We’ll explore whether your operation is a fit for the platform we’re developing and discuss next steps together.
Let’s talk
Talk directly with our founders. Tell us about your business, the tools you use, and the operational challenge you want to solve.
[email protected]A conversation with the people building Panoptica.