Cake for Customer Service Agents and Chatbots
Build low-latency, multi-turn AI assistants using open-source models and frameworks that are ready for production across any cloud or edge environment.







Overview
Generative agents are reshaping how businesses interact with customers. But turning a demo into a responsive, trustworthy customer-facing system, like a chatbot, takes more than just an LLM and a prompt.
Cake gives you a composable, cloud-agnostic framework for deploying real-time agents that can retrieve data, call tools, and carry on meaningful conversations. With support for low-latency serving, streaming outputs, and stateful reasoning, you can build systems that actually meet user expectations, without stitching together brittle infrastructure.
Whether you’re automating chat, voice, or embedded agent copilots, Cake helps you operationalize it faster with compliance, observability, and open-source components that scale. With Cake, you get the benefits of the cutting-edge open-source tools minus the hassle of manually stitching them together.
Key benefits
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Accelerate time to deployment: Launch chatbots and assistants faster without building infrastructure from scratch.
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Stay current: Keep your agent stack updated with the latest open-source models and tools.
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Run in real time: Stream outputs, manage state, and maintain low latency at scale.
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Avoid vendor lock-in: Use a composable architecture that fits your cloud and data needs.
Example use cases
Common scenarios where teams use Cake to deploy customer-facing agents:
Conversational support copilots
Assist human agents during live chats by surfacing relevant knowledge, suggesting responses, and summarizing past interactions in real time.
Sales agents and onboarding bots
Deliver real-time, multi-turn guidance to new users, prospects, or partners using internal documentation and APIs.
Embedded product agents
Integrate intelligent assistance directly into SaaS apps or customer portals—no context switching required.
24/7 customer support automation
Deploy AI agents to handle common inquiries—like order status, refunds, or password resets—without relying on live staff.
In-product onboarding and guidance
Use chatbots to walk users through setup flows, surface help docs, or answer feature questions directly inside the product.
Fielding complex service requests
Enable agents to handle multi-intent conversations, such as rescheduling appointments, updating insurance policies, or processing claims.
"Our partnership with Cake has been a clear strategic choice – we're achieving the impact of two to three technical hires with the equivalent investment of half an FTE."

Scott Stafford
Chief Enterprise Architect at Ping
"With Cake we are conservatively saving at least half a million dollars purely on headcount."
CEO
InsureTech Company