Custom Benchmarks

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?

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.

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.

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

Start simulating thousands of realistic scenarios automatically

Start simulating thousands of realistic scenarios automatically