# 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](/content/snowglobe/app/index.html)