# Automated Agent Optimization

Close the self-improvement loop: generate targeted simulation data to iteratively fine-tune and optimize agents without manual cycles.

#### Targeted Training Data Generation

Run large-scale simulations focused on weak spots (drift, tool failures, multi-hop errors). Export high-signal preference pairs, critique-revise triples, or judge-labeled traces directly for DPO, SFT, or RL.

#### Prompt & Workflow Iteration

Bootstrap GEPA-style optimization or DSPy-like program refinement. Snowglobe generates fresh, domain-specific multi-turn data that evolves with your agent—keeping prompts and flows current as behavior changes.

#### Continuous Outer Loop

Feed production drift signals back into simulations. Spawn new risky scenarios, retrain judges, generate updated datasets - creating a self-improving cycle where responses are, more reliable with every iteration.

## Why Automated Agent Optimization?

#### Static data breaks agents

Agents degrade fast without fresh data. Public or static datasets go stale immediately.

#### Close the iteration loop in hours, not weeks

Manual iteration takes weeks per cycle. Snowglobe closes the loop in hours—sim → detect → data → retrain.

#### Surface the long-tail risks humans miss

Real self-improvement needs infinite scale on edge cases. Simulations make that possible programmatically—no more waiting for users to find the next flaw.

## Built for Production AI Teams

For teams building production AI systems who need evaluation data that's realistic, comprehensive, and fast.

##### ~500 scenarios in 30 minutes

Replace weeks of manual curation with automated generation

##### Enterprise context grounding

Scenarios reflect your domain, terminology, and user patterns

##### Live system interaction

Tests adapt to actual AI responses, not assumed behavior

##### Multi-turn conversation support

Evaluate complex dialogue flows, not single-exchange Q&A

##### Programmatic edge case discovery

Systematically explore failure modes humans wouldn't think to test

##### Risk quantification

Move from "we tested it" to "here's our measured risk surface"

## Enterprise Ready

#### Deployment Flexibility

Run in your environment. Keep sensitive test scenarios and evaluation results within your security perimeter.

#### Security & Compliance

SOC 2 Type II certified. Built for regulated industries with strict data handling requirements.

#### Reliability Guarantees

99.9% uptime SLA. Dedicated support for enterprise customers. Scale to millions of test scenarios without degradation.

## Start simulating thousands of realistic scenarios automatically

[Get started](https://guardrailsai.com/snowglobe/app)