The Data Agent Platform

Build reliable multi-agent systems with automatic tracing, enterprise reliability, and managed cloud deployment. Ship to production in minutes, not months.

Why Daita

Daita provides the essential infrastructure for deploying AI agents at scale.

Built for production AI agents

Daita provides the essential infrastructure for deploying AI agents at scale. Reduce costs with intelligent token filtering, debug with automatic observability, and deploy to production with a single command.

Focus System for Token Efficiency

Reduce token usage by up to 90%

Intelligently filter data before it reaches the LLM

Specify which columns or fields your agent needs

Automatically strip unnecessary information

┌─────────────────────────────────────────┐ │ RAW DATA (1000 rows × 50 columns) │ │ ████████████████████████████████████ │ └─────────────────────────────────────────┘ │ │ FOCUS FILTER ▼ ┌─────────────────────────────────────────┐ │ FILTERED DATA (1000 rows × 5 cols) │ │ ████ │ └─────────────────────────────────────────┘ │ ▼ ┌─────────────────────────────────────────┐ │ █ LLM AGENT █ │ │ 90% less tokens, same insights │ └─────────────────────────────────────────┘

Zero-Config Observability

Automatic tracing of every LLM call, tool invocation, and database query

Monitor token usage and inspect reasoning chains

Debug production agents with full context

No instrumentation required

┌─────────────────────────────────────────┐ │ █ AGENT EXECUTION TRACE █ │ │ │ │ LLM Call → 1.2s │ 2,341 tokens │ │ └─ SQL Query → 0.3s │ Database │ │ └─ Transform → 0.1s │ Python │ │ LLM Call → 0.8s │ 1,892 tokens │ │ └─ API Call → 0.5s │ External │ │ │ │ ✓ Auto-logged ✓ Real-time │ │ ✓ Full context ✓ Error traces │ └─────────────────────────────────────────┘

Easy Hosting for Agents & Workflows

Deploy to production with one command

Daita handles infrastructure and auto-scaling

Cloud deployment to AWS Lambda

From development to production in minutes

┌─────────────────────────────────────────┐ │ LOCAL DEVELOPMENT │ │ $ daita deploy production │ └─────────────────────────────────────────┘ │ ▼ ┌─────────────────────────────────────────┐ │ ┌─────────────────────────┐ │ │ │ █ AWS LAMBDA █ │ │ │ │ Auto-scaling │ │ │ │ Managed by Daita │ │ │ └─────────────────────────┘ │ │ │ │ ✓ Zero server config │ │ ✓ Instant rollbacks │ │ ✓ Built-in monitoring │ └─────────────────────────────────────────┘

Free Local SDK

Build AI agents locally for free. Python SDK with tool-calling, streaming, and auto-tracing.

10+ Native Plugins

PostgreSQL, MySQL, MongoDB, Snowflake, S3, Slack, Elasticsearch. Ready-to-use integrations.

Webhook & Cron Support

Deploy agents as webhooks or scheduled cron jobs. HTTP endpoints with built-in infrastructure.

Features in Action

See how Daita makes building AI agents simple and powerful

Features

Data Agents

Query with natural language

Focus System

Reduce token costs by 90%

Auto Observability

Zero-config tracing and monitoring

One-Command Deploy

Push to Lambda instantly

Multi-Agent Systems

Coordinate multiple agents

Python

from daita import SubstrateAgent
from daita.plugins import PostgreSQLPlugin

db = PostgreSQLPlugin(host="localhost", database="mydb")

agent = SubstrateAgent(name="Data Agent", tools=[db])

await agent.start()
result = await agent.run("Show me all users")

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Production AI agent framework with zero-config observability and managed cloud deployment.

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