Orca is the infrastructure layer that makes your existing APIs work for AI. No rewrites.
Every enterprise has APIs. They've spent years building them, refining them, securing them. These APIs power their web apps, mobile apps, and partner integrations.
Now AI agents need to use these same APIs. But there's a fundamental mismatch.
APIs built for humans return everything. AI agents only need specific fields. The result? 60-90% of every API response is wasted tokens. Wasted money.
Enterprises face an uncomfortable choice: rewrite their APIs for AI (expensive, slow, risky) or accept massive inefficiency (expensive in a different way).
We're building a third option.
Orca sits between AI agents and your existing APIs. We give you a unified layer where you can define exactly what data each client needs, then expose it over whatever protocol makes sense.
Your existing product API returns 100 fields. Your AI agent only needs 8. With Orca, you define a new endpoint that exposes exactly those 8 fields. No API rewrite required. The same underlying data, shaped for the consumer.
We're protocol-agnostic by design. Expose the same optimised data via MCP for AI agents, REST for your mobile app, GraphQL for your web frontend, or gRPC for internal services. One definition, multiple protocols.
Your APIs, your infrastructure, your security model. We adapt to you.
Define exactly what each client needs. No more one-size-fits-all APIs.
Single-tenant deployment. Your data never leaves your environment.
2024 was the year AI agents went from research demos to production systems. OpenAI, Anthropic, Google, Microsoft. Everyone shipped agents that can use tools, browse the web, and interact with external systems.
2026 is the year enterprises need to figure out how to let these agents access their data safely and efficiently.
The demand is here. The infrastructure isn't.
That's what we're building.
Today, Orca solves the immediate problem: your existing APIs don't fit how AI agents consume data. But we're building toward something bigger.
We believe the next decade of software will be defined by AI agents interacting with enterprise systems at a scale humans never could. Thousands of agents, millions of requests, all needing the right data in the right shape at the right time.
The infrastructure for this doesn't exist yet. API gateways were built for human-scale traffic patterns. Integration platforms assume humans are in the loop. Nobody has built the layer that sits between AI and enterprise data, optimised for tokens rather than page loads.
Orca today is the first step: a way to expose your existing APIs to AI agents without the waste. Orca tomorrow is the infrastructure layer that makes enterprise data truly AI-native.
If you're facing the AI-API challenge, we'd love to hear from you.