How does Toto save money?

Toto scores model capability against task requirements and routes prompts to the cheapest capable model rather than defaulting to the most expensive 'best' model.

Which models does Toto support?

It currently supports models from major vendors including OpenAI (OAI), Anthropic (Anth), and Google (Goog).

What is the 'interaction layer'?

It is a bidirectional, real-time world model where humans and AI agents can read and write state simultaneously, providing a shared view of tasks and metadata.

Toto: Intelligent LLM router and interaction layer for cost-effective AI task management.

Name: Toto
Rating: 5 (61 reviews)
Author: toolify

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Introduction:

Intelligent LLM router and interaction layer for cost-effective AI task management.

Added on:

May 15 2026

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Toto Product Information

What is Toto?

Toto is an intelligent routing layer and interaction platform designed for the human-agent world model. It optimizes LLM usage by automatically directing tasks to the most cost-effective and capable models from major vendors like OpenAI, Anthropic, and Google. Beyond cost optimization, Toto serves as a bidirectional state management layer where humans and AI agents can interact in a shared, real-time environment. It helps businesses avoid wasting money on expensive 'top-tier' models for simple tasks by scoring model capability against specific needs, ensuring the right model is used for the right prompt.

How to use Toto?

Users can drop their email to gain access or contact the team directly. Once integrated via API, CLI, or MCP, tasks are submitted to the Toto dashboard where the router automatically selects the best model based on speed, cost, and skill requirements.

Toto's Core Features

Intelligent Task Routing

Cost and Token Spend Optimization

Human-Agent Bidirectional State Management

Multi-Model Support (OAI, Anthropic, Google)

Real-time Volumetric World Model

Integration via SSE, API, MCP, and CLI

Toto's Use Cases

Reducing enterprise LLM costs by routing simple queries to cheaper models

Managing complex workflows where Claude Code and humans collaborate on the same dashboard

Real-time state tracking for multi-agent systems

FAQ from Toto

How does Toto save money?
Which models does Toto support?
What is the 'interaction layer'?

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