# Custom Benchmarks

Build and run domain-specific benchmarks at scale—compare models or application versions on your exact scenarios and metrics.

#### Model & Provider Comparison

Generate identical conversation scenarios across multiple LLMs/providers. Score performance side-by-side using built-in or custom metrics for accuracy, latency, safety, and tone.

#### Custom Metric Benchmarks

Define your own risk or performance metrics (e.g., domain expertise, multi-turn coherence, constitution adherence). Snowglobe runs thousands of tests and aggregates results into clear benchmark reports.

#### Configuration & Prompt Testing

Test prompt variations, system instructions, or tool setups. Identify which configuration holds up best on your edge cases and production-like data.

## Why Custom Benchmarks?

#### Benchmarks built for your reality

Public benchmarks don’t reflect your real use case, users, or risks. Snowglobe creates benchmarks grounded in your context.

#### Evaluations that don’t go stale

Standard evals are static and obsolete quickly. Snowglobe runs dynamic, adaptive benchmarks that stay fresh.

#### Results you can actually act on

Get actionable comparisons—raw scores, failure traces, and exportable reports with no manual aggregation.

## 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)