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Your supply chain.
Working as one.

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.

Your operation, connectedDemand, inventory, suppliers, shipments, purchasing, and your team connect to a shared business context graph. Agents use that context to propose a next action for human review.DemandInventorySuppliersShipmentsPurchasingYour teamBusinesscontextA better next move
Demand, inventory, suppliers, purchasing, and shipments connect through a shared business context. Agents propose the next move for your team to review. Conceptual illustration.
Demand forecastingInventory & procurementLogistics coordination

Intelligence with
the whole picture.

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.

INPUTYour operation
UNDERSTANDShared context
RECOMMENDAgent proposal
DECIDEYour approval
Every decision adds context for the next. Conceptual workflow.
  1. 01

    Connect the context

    Bring demand, stock, supplier constraints, and operational knowledge into a shared business graph.

  2. 02

    Model the possibilities

    Combine statistical demand modeling with business context to inform the next recommendation.

  3. 03

    Keep people in control

    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 founders

Better decisions.
Across the chain.

Demand changes. Purchasing responds. Logistics brings the plan to life. We’re building agents around the way these decisions depend on each other.

01
A demand signal with a range of possibilitiesAn illustrative historical demand line continues into a forecast, with a shaded range indicating uncertainty. This is conceptual data, not a performance result.HISTORICAL DEMANDFORECAST RANGE

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.

02
Purchase timing informed by inventoryIllustrative inventory decreases, then a proposed restock replenishes it above a safety-stock line. Timing and quantities are subject to human review.Proposed restockINVENTORY POSITIONSafety stock

Buy with the full picture.

Connect demand with stock on hand, incoming inventory, and supplier lead times. Help your team review what to order, how much, and when.

03
Connected shipment milestonesA conceptual shipment route connects supplier, transit, and warehouse milestones, with an exception flagged for review.Review an exceptionSUPPLIERIN TRANSITWAREHOUSE

Keep the chain moving.

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.

Built in Indonesia.
For the way you work.

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.

Portrait of Claudia Gusti

Claudia Gusti

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.

Portrait of Chris Carmona

Chris Carmona

Co-founder & CTO

Engineering

Software engineer with experience at Raytheon. Chris leads Panoptica’s agent platform and data infrastructure.

Meet the founders

Good questions.
Clear answers.

Who is Panoptica being built for?

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.

Will we need to replace our existing tools?

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.

How does our team stay in control?

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.

How can we get started?

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.

What’s the next move for your supply chain?

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.