MODELS RESEARCH FROM KATANEMO LABS

Research

Our research develops the foundational models that enable multi-agent systems to work: routing requests intelligently, coordinating workflows seamlessly, and enforcing safety—so AI agents become practical, reliable, and ready for real-world deployment.

Routing Intelligence

We develop specialized models that intelligently match queries to optimal LLMs, enabling multi-agent systems to balance performance, cost, and latency through preference-aligned decision-making at production speed.

Agent Orchestration

We advance how AI systems coordinate complex workflows, building compact models that enable seamless handoffs, context preservation, and multi-agent collaboration across distributed systems.

Safety & Security

We create real-time observability systems that detect harmful inputs and enforce guardrails, ensuring AI agents operate securely and responsibly in production environments.

Research Timeline

Plano-4B. Our newest model.

State-of-the-art routing for every request to the right model, giving you frontier performance at a fraction of the cost.

PLANO-4B CAPABILITIES

Accurately route with confidence with no compromise

Model Selection

Plano-4B analyzes every request and automatically routes it to the optimal LLM—balancing speed, cost, and quality to ensure the best outcome for each task.

Agent Orchestration

Plano-4B seamlessly coordinates handoffs between multiple agents, maintaining context across complex workflows and ensuring smooth transitions in conversational AI systems.

Long-Context Handling

Plano-4b excels at routing requests that require deep context awareness, achieving 84-87% accuracy on long-context scenarios where maintaining conversation history is critical.

Prod-Ready Performance

Plano-4b delivers frontier-model accuracy with sub-100ms latency, making it reliable for high-throughput production environments where both speed and precision matter.

BENCHMARKS

Production excellence, outperforming proprietary models.

Benchmarks
PLANO FAMILY

Plano Models

Plano-4B

Optimized for production routing with sub-100ms latency

84-87% accuracy on long-context scenarios

Cost-effective model selection at scale

Seamless agent orchestration capabilities

Frontier-level performance at fraction of cost

Plano-30B-A3B

Advanced routing intelligence for complex workflows

Enhanced context understanding and preservation

Superior accuracy for multi-agent coordination

Enterprise-grade performance and reliability

Scalable architecture for high-throughput systems

Focus on prompting, not plumbing.
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