High-trust AI isn't magic. It's engineering.
High-trust AI isn't magic.
It's engineering.
CALM (Conversational AI with Language Models) takes a different path than typical AI platforms. While most agents rely on LLMs for everything—or hide decision-making in a black box—CALM separates language from logic.

How CALM keeps your AI on track
CALM extends the flexibility of LLMs with the reliability of deterministic logic. The LLM interprets what the user wants. The logic decides what happens next. That separation keeps your agents fast and predictable.
CALM uses LLMs to understand what the user wants, even when inputs are long, unclear, or unpredictable. Language understanding can be separated from decision-making, so you avoid brittle logic, hallucinations, and hidden behavior.
Every action runs through structured, versioned Flows, so you define exactly what your agent does and when.
CALM uses LLMs only when needed, keeping your agent fast and cost-efficient. With testable, fully inspectable logic, you can avoid unpredictable regressions.
If a user changes topics or backtracks, CALM picks up the thread and keeps the experience smooth.
With built-in Flows and rules, your agent can re-ask, clarify, or guide users back on track—no custom code required.
How CALM keeps latency low and costs down
How CALM keeps latency
low and costs down
Legacy conversational AI tools just bolt LLMs onto old intent-based systems, let them improvise every move, and call it “composite design.”
CALM is different. It combines the flexibility of LLMs with the structure of deterministic logic.
CALM
- Avoids unnecessary LLM calls, promoting cost effectiveness and low latency
- Interprets conversations through LLMs and helps phrase responses
- Defines exactly what happens through deterministic flows
- Is debuggable, versioned and built for real-world complexity

Legacy “Hybrid” Platforms
- Bolts LLMs onto rigid NLU systems
- Locks into fixed classifiers, handling only one task at a time
- Struggles when users change topics or goals
- Handles surface-level tasks, not high-stakes conversations
AI that adapts to your business, not the other way around
AI that adapts to your business,
not the other way around
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See what our customers are saying
See what our
customers are saying
Enterprise teams use Rasa to build and deploy high-trust AI agents that perform in production.
AI that adapts to your business, not the other way around
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