Pay for what you simulate
Start testing your AI systems with transparent, usage-based pricing. No hidden fees, no complex calculations — just pay for the tests you run.
Self-service
Free
For First 200 Messages / Month
$0.25 per generated message after that
What's included?
Persona modeling & scenario generation — Automatically create realistic user personas and dynamic test scenarios
Built-in metrics — Preconfigured metrics to test your application against
Custom metrics — Use LLM-based evaluators for automated quality assessment
Standard reporting — Clear visualizations of test results and failure patterns
Limited app connections — Limit of three AI applications for testing
Agent execution — Run end-to-end conversations between personas and your AI
Community support — Discord community for questions and best practices
Rate limit: 250 scenarios/hour — Suitable for most testing workflows
Self-service
Free
For First 200 Messages / Month
$0.25 per generated message after that
What's included?
Persona modeling & scenario generation — Automatically create realistic user personas and dynamic test scenarios
Built-in metrics — Preconfigured metrics to test your application against
Custom metrics — Use LLM-based evaluators for automated quality assessment
Standard reporting — Clear visualizations of test results and failure patterns
Limited app connections — Limit of three AI applications for testing
Agent execution — Run end-to-end conversations between personas and your AI
Community support — Discord community for questions and best practices
Rate limit: 250 scenarios/hour — Suitable for most testing workflows
Enterprise
Guaranteed KPIs
Forward deployed engineer dedicated to making your AI application reliable
Everything in Self-service, plus:
Guaranteed KPIs on agent performance—delivered through rigorous simulation testing, failure analysis, and targeted model and prompt tuning so your chatbots behave as expected in production
Custom metric creation — Custom metric evaluations from designed evaluation framework
Hands-on simulation runs — Custom designed, hands-on simulation runs for your application
Expert report — Executive report on readiness score, failure modes, recommend guardrails
Advanced analytics — Clustered insights and failure mode analysis
Unlimited simulation runs — No usage limits or rate restrictions
Unlimited app connections — Test multiple AI systems and integrations
Unlimited team members — Collaborate across your entire organization
Multi-agent support — Simulate complex interactions across multiple agents
VPC or on-premise deployment — Deploy in your own VPC or on-prem infrastructure
Advanced authentication — SCIM, MFA, and granular permissions
HIPAA compliance — Meet healthcare data requirements
Admin roles & audit logs — Enterprise-grade access control and monitoring
Priority support — Dedicated Slack channel and technical account manager
Custom SLAs — Tailored service level agreements for your needs
Bulk usage discounts — Reduced rates for high-volume testing
Enterprise
Guaranteed KPIs
Forward deployed engineer dedicated to making your AI application reliable
Everything in Self-service, plus:
Guaranteed KPIs on agent performance—delivered through rigorous simulation testing, failure analysis, and targeted model and prompt tuning so your chatbots behave as expected in production
Custom metric creation — Custom metric evaluations from designed evaluation framework
Hands-on simulation runs — Custom designed, hands-on simulation runs for your application
Expert report — Executive report on readiness score, failure modes, recommend guardrails
Advanced analytics — Clustered insights and failure mode analysis
Unlimited simulation runs — No usage limits or rate restrictions
Unlimited app connections — Test multiple AI systems and integrations
Unlimited team members — Collaborate across your entire organization
Multi-agent support — Simulate complex interactions across multiple agents
VPC or on-premise deployment — Deploy in your own VPC or on-prem infrastructure
Advanced authentication — SCIM, MFA, and granular permissions
HIPAA compliance — Meet healthcare data requirements
Admin roles & audit logs — Enterprise-grade access control and monitoring
Priority support — Dedicated Slack channel and technical account manager
Custom SLAs — Tailored service level agreements for your needs
Bulk usage discounts — Reduced rates for high-volume testing
Usage Examples
Usage Examples
Quick Test
5 scenarios
5 messages each
Basic Risks
$6.25
Quick Test
5 scenarios
5 messages each
Basic Risks
$6.25
Standard Test
20 scenarios
5 messages each
Multiple Risks
$50
Standard Test
20 scenarios
5 messages each
Multiple Risks
$50
Comprehensive Test
100 scenarios
4 messages each
Full Evaluation
$100
Comprehensive Test
100 scenarios
4 messages each
Full Evaluation
$100
Good synthetic data is hard to generate, with the chief reason being that it's hard to create diversity of content. [...] When we started using Snowglobe, the clearest difference we saw was how realistic the synthetic user personas felt compared to any synthetic data that we'd seen before. We have completely switched to using SnowGlobe for this data.
Aman Gupta
Head of AI, Masterclass
Complete Feature Comparison
Self-service
Enterprise
Pricing
Pricing
Usage-based
Custom pricing
Message generation cost
$0.25
Included in custom package
Bulk usage discounts
Hands-on
Custom evaluation framework
Custom metric creation
Application setup
Hands-on simulation setup and runs
Core Features
Persona engine
Scenario generation
Agent execution (multi-turn conversations)
Unlimited Simulations
Built-in metrics
Application connections
3 connections
Metric evaluation
3 metrics
AI Judges
Rate Limits
100 scenarios/hour
Custom
Analysis & Reporting
Standard reporting
Advanced analytics & clustering
Interactive dashboards
Drilldown analysis
Integrations
Multi-agent support
API connections
Local agent support
Custom integrations
Team Features
Members
Individual members
Unlimited
Teams
Single team
Unlimited
Deployments
SaaS
On-prem deployment
Hybrid deployment
Security
Google SSO
SOC-2 Compliance
HIPAA Compliance
Admin roles
Granular permissions
Advanced authentication (SCIM, MFA)
Audit logs
Support
Discord community support
In-app chat
Priority Support
Shared slack channel
Technical account manager
Custom SLAs & terms
Starter
Enterprise
Pricing
Pricing
Usage-based
Simulation run cost
$0.08
Bulk usage discounts
Core Features
Persona engine
Scenario generation
Agent execution (multi-turn conversations)
Unlimited Simulations
Unlimited app connections
1 connection
Unlimited risks connections
5 pre-built
AI Judges
Custom metrics tracking
Custom metrics tracking
Rate Limits
100 scenarios/hour
Analysis & Reporting
Standard reporting
Advanced analytics & clustering
Interactive dashboards
Drilldown analysis
Integrations
Multi-agent support
API connections
Local agent support
Custom integrations
Team Features
Members
Individual members
Teams
Single team
Deployments
SaaS
On-prem deployment
Hybrid deployment
Security
Google SSO
SOC-2 Compliance
HIPAA Compliance
Admin roles
Granular permissions
Advanced authentication (SCIM, MFA)
Audit logs
Support
Discord community support
In-app chat
Priority Support
Shared slack channel
Technical account manager
Custom SLAs & terms
Starter
Enterprise
Pricing
Pricing
Usage-based
Simulation run cost
$0.08
Bulk usage discounts
Core Features
Persona engine
Scenario generation
Agent execution (multi-turn conversations)
Unlimited Simulations
Unlimited app connections
1 connection
Unlimited risks connections
5 pre-built
AI Judges
Custom metrics tracking
Custom metrics tracking
Rate Limits
100 scenarios/hour
Analysis & Reporting
Standard reporting
Advanced analytics & clustering
Interactive dashboards
Drilldown analysis
Integrations
Multi-agent support
API connections
Local agent support
Custom integrations
Team Features
Members
Individual members
Teams
Single team
Deployments
SaaS
On-prem deployment
Hybrid deployment
Security
Google SSO
SOC-2 Compliance
HIPAA Compliance
Admin roles
Granular permissions
Advanced authentication (SCIM, MFA)
Audit logs
Support
Discord community support
In-app chat
Priority Support
Shared slack channel
Technical account manager
Custom SLAs & terms
Snowglobe simulated hundreds of conversations to test for AI risks such as hallucination and toxicity, helping us identify previously overlooked or under tested cases. Their risk report was also informative by highlighting areas that need further improvements.
Joe Chiu
Vice President, Data Management Systems, Changi Airport Group
Simulation testing enabled AI Verify's partners to create thousands of user scenarios targeting real-world edge cases, making abstract AI risks tangible and measurable for what matters to end user.
Shameek Kundu
Executive Director, AI Verify IMDA,
Govt. of SingaporeSnowglobe [...] provides legal professionals with a third-party source to verify and understand how risk can arise in high-stakes contexts. By adapting simulation testing methods proven in self-driving car development, Snowglobe helps bridge the gap between perceived and actual risk, enabling lawyers to make informed decisions with greater clarity and confidence.
Dr. Megan Ma
Executive Director, Stanford Legal Innovation through Frontier Technology Lab
Good synthetic data is hard to generate, with the chief reason being that it's hard to create diversity of content. [...] When we started using Snowglobe, the clearest difference we saw was how realistic the synthetic user personas felt compared to any synthetic data that we'd seen before. We have completely switched to using SnowGlobe for this data.
Aman Gupta
Head of AI, Masterclass
Snowglobe simulated hundreds of conversations to test for AI risks such as hallucination and toxicity, helping us identify previously overlooked or under tested cases. Their risk report was also informative by highlighting areas that need further improvements.
Joe Chiu
Vice President, Data Management Systems, Changi Airport Group
Simulation testing enabled AI Verify's partners to create thousands of user scenarios targeting real-world edge cases, making abstract AI risks tangible and measurable for what matters to end user.
Shameek Kundu
Executive Director, AI Verify IMDA,
Govt. of SingaporeSnowglobe [...] provides legal professionals with a third-party source to verify and understand how risk can arise in high-stakes contexts. By adapting simulation testing methods proven in self-driving car development, Snowglobe helps bridge the gap between perceived and actual risk, enabling lawyers to make informed decisions with greater clarity and confidence.
Dr. Megan Ma
Executive Director, Stanford Legal Innovation through Frontier Technology Lab
Good synthetic data is hard to generate, with the chief reason being that it's hard to create diversity of content. [...] When we started using Snowglobe, the clearest difference we saw was how realistic the synthetic user personas felt compared to any synthetic data that we'd seen before. We have completely switched to using SnowGlobe for this data.
Aman Gupta
Head of AI, Masterclass
Snowglobe simulated hundreds of conversations to test for AI risks such as hallucination and toxicity, helping us identify previously overlooked or under tested cases. Their risk report was also informative by highlighting areas that need further improvements.
Joe Chiu
Vice President, Data Management Systems, Changi Airport Group
Simulation testing enabled AI Verify's partners to create thousands of user scenarios targeting real-world edge cases, making abstract AI risks tangible and measurable for what matters to end user.
Shameek Kundu
Executive Director, AI Verify IMDA,
Govt. of SingaporeSnowglobe [...] provides legal professionals with a third-party source to verify and understand how risk can arise in high-stakes contexts. By adapting simulation testing methods proven in self-driving car development, Snowglobe helps bridge the gap between perceived and actual risk, enabling lawyers to make informed decisions with greater clarity and confidence.
Dr. Megan Ma
Executive Director, Stanford Legal Innovation through Frontier Technology Lab
Good synthetic data is hard to generate, with the chief reason being that it's hard to create diversity of content. [...] When we started using Snowglobe, the clearest difference we saw was how realistic the synthetic user personas felt compared to any synthetic data that we'd seen before. We have completely switched to using SnowGlobe for this data.
Aman Gupta
Head of AI, Masterclass
Snowglobe simulated hundreds of conversations to test for AI risks such as hallucination and toxicity, helping us identify previously overlooked or under tested cases. Their risk report was also informative by highlighting areas that need further improvements.
Joe Chiu
Vice President, Data Management Systems, Changi Airport Group
Simulation testing enabled AI Verify's partners to create thousands of user scenarios targeting real-world edge cases, making abstract AI risks tangible and measurable for what matters to end user.
Shameek Kundu
Executive Director, AI Verify IMDA,
Govt. of SingaporeSnowglobe [...] provides legal professionals with a third-party source to verify and understand how risk can arise in high-stakes contexts. By adapting simulation testing methods proven in self-driving car development, Snowglobe helps bridge the gap between perceived and actual risk, enabling lawyers to make informed decisions with greater clarity and confidence.
Dr. Megan Ma
Executive Director, Stanford Legal Innovation through Frontier Technology Lab
Good synthetic data is hard to generate, with the chief reason being that it's hard to create diversity of content. [...] When we started using Snowglobe, the clearest difference we saw was how realistic the synthetic user personas felt compared to any synthetic data that we'd seen before. We have completely switched to using SnowGlobe for this data.
Aman Gupta
Head of AI, Masterclass
Snowglobe simulated hundreds of conversations to test for AI risks such as hallucination and toxicity, helping us identify previously overlooked or under tested cases. Their risk report was also informative by highlighting areas that need further improvements.
Joe Chiu
Vice President, Data Management Systems, Changi Airport Group
Simulation testing enabled AI Verify's partners to create thousands of user scenarios targeting real-world edge cases, making abstract AI risks tangible and measurable for what matters to end user.
Shameek Kundu
Executive Director, AI Verify IMDA,
Govt. of SingaporeSnowglobe [...] provides legal professionals with a third-party source to verify and understand how risk can arise in high-stakes contexts. By adapting simulation testing methods proven in self-driving car development, Snowglobe helps bridge the gap between perceived and actual risk, enabling lawyers to make informed decisions with greater clarity and confidence.
Dr. Megan Ma
Executive Director, Stanford Legal Innovation through Frontier Technology Lab
Good synthetic data is hard to generate, with the chief reason being that it's hard to create diversity of content. [...] When we started using Snowglobe, the clearest difference we saw was how realistic the synthetic user personas felt compared to any synthetic data that we'd seen before. We have completely switched to using SnowGlobe for this data.
Aman Gupta
Head of AI, Masterclass
Snowglobe simulated hundreds of conversations to test for AI risks such as hallucination and toxicity, helping us identify previously overlooked or under tested cases. Their risk report was also informative by highlighting areas that need further improvements.
Joe Chiu
Vice President, Data Management Systems, Changi Airport Group
Simulation testing enabled AI Verify's partners to create thousands of user scenarios targeting real-world edge cases, making abstract AI risks tangible and measurable for what matters to end user.
Shameek Kundu
Executive Director, AI Verify IMDA,
Govt. of SingaporeSnowglobe [...] provides legal professionals with a third-party source to verify and understand how risk can arise in high-stakes contexts. By adapting simulation testing methods proven in self-driving car development, Snowglobe helps bridge the gap between perceived and actual risk, enabling lawyers to make informed decisions with greater clarity and confidence.
Dr. Megan Ma
Executive Director, Stanford Legal Innovation through Frontier Technology Lab
Good synthetic data is hard to generate, with the chief reason being that it's hard to create diversity of content. [...] When we started using Snowglobe, the clearest difference we saw was how realistic the synthetic user personas felt compared to any synthetic data that we'd seen before. We have completely switched to using SnowGlobe for this data.
Aman Gupta
Head of AI, Masterclass
Snowglobe simulated hundreds of conversations to test for AI risks such as hallucination and toxicity, helping us identify previously overlooked or under tested cases. Their risk report was also informative by highlighting areas that need further improvements.
Joe Chiu
Vice President, Data Management Systems, Changi Airport Group
Simulation testing enabled AI Verify's partners to create thousands of user scenarios targeting real-world edge cases, making abstract AI risks tangible and measurable for what matters to end user.
Shameek Kundu
Executive Director, AI Verify IMDA,
Govt. of SingaporeSnowglobe [...] provides legal professionals with a third-party source to verify and understand how risk can arise in high-stakes contexts. By adapting simulation testing methods proven in self-driving car development, Snowglobe helps bridge the gap between perceived and actual risk, enabling lawyers to make informed decisions with greater clarity and confidence.
Dr. Megan Ma
Executive Director, Stanford Legal Innovation through Frontier Technology Lab
Good synthetic data is hard to generate, with the chief reason being that it's hard to create diversity of content. [...] When we started using Snowglobe, the clearest difference we saw was how realistic the synthetic user personas felt compared to any synthetic data that we'd seen before. We have completely switched to using SnowGlobe for this data.
Aman Gupta
Head of AI, Masterclass
Snowglobe simulated hundreds of conversations to test for AI risks such as hallucination and toxicity, helping us identify previously overlooked or under tested cases. Their risk report was also informative by highlighting areas that need further improvements.
Joe Chiu
Vice President, Data Management Systems, Changi Airport Group
Simulation testing enabled AI Verify's partners to create thousands of user scenarios targeting real-world edge cases, making abstract AI risks tangible and measurable for what matters to end user.
Shameek Kundu
Executive Director, AI Verify IMDA,
Govt. of SingaporeSnowglobe [...] provides legal professionals with a third-party source to verify and understand how risk can arise in high-stakes contexts. By adapting simulation testing methods proven in self-driving car development, Snowglobe helps bridge the gap between perceived and actual risk, enabling lawyers to make informed decisions with greater clarity and confidence.
Dr. Megan Ma
Executive Director, Stanford Legal Innovation through Frontier Technology Lab
Good synthetic data is hard to generate, with the chief reason being that it's hard to create diversity of content. [...] When we started using Snowglobe, the clearest difference we saw was how realistic the synthetic user personas felt compared to any synthetic data that we'd seen before. We have completely switched to using SnowGlobe for this data.
Aman Gupta
Head of AI, Masterclass
Snowglobe simulated hundreds of conversations to test for AI risks such as hallucination and toxicity, helping us identify previously overlooked or under tested cases. Their risk report was also informative by highlighting areas that need further improvements.
Joe Chiu
Vice President, Data Management Systems, Changi Airport Group
Simulation testing enabled AI Verify's partners to create thousands of user scenarios targeting real-world edge cases, making abstract AI risks tangible and measurable for what matters to end user.
Shameek Kundu
Executive Director, AI Verify IMDA,
Govt. of SingaporeSnowglobe [...] provides legal professionals with a third-party source to verify and understand how risk can arise in high-stakes contexts. By adapting simulation testing methods proven in self-driving car development, Snowglobe helps bridge the gap between perceived and actual risk, enabling lawyers to make informed decisions with greater clarity and confidence.
Dr. Megan Ma
Executive Director, Stanford Legal Innovation through Frontier Technology Lab
Good synthetic data is hard to generate, with the chief reason being that it's hard to create diversity of content. [...] When we started using Snowglobe, the clearest difference we saw was how realistic the synthetic user personas felt compared to any synthetic data that we'd seen before. We have completely switched to using SnowGlobe for this data.
Aman Gupta
Head of AI, Masterclass
Snowglobe simulated hundreds of conversations to test for AI risks such as hallucination and toxicity, helping us identify previously overlooked or under tested cases. Their risk report was also informative by highlighting areas that need further improvements.
Joe Chiu
Vice President, Data Management Systems, Changi Airport Group
Simulation testing enabled AI Verify's partners to create thousands of user scenarios targeting real-world edge cases, making abstract AI risks tangible and measurable for what matters to end user.
Shameek Kundu
Executive Director, AI Verify IMDA,
Govt. of SingaporeSnowglobe [...] provides legal professionals with a third-party source to verify and understand how risk can arise in high-stakes contexts. By adapting simulation testing methods proven in self-driving car development, Snowglobe helps bridge the gap between perceived and actual risk, enabling lawyers to make informed decisions with greater clarity and confidence.
Dr. Megan Ma
Executive Director, Stanford Legal Innovation through Frontier Technology Lab
Good synthetic data is hard to generate, with the chief reason being that it's hard to create diversity of content. [...] When we started using Snowglobe, the clearest difference we saw was how realistic the synthetic user personas felt compared to any synthetic data that we'd seen before. We have completely switched to using SnowGlobe for this data.
Aman Gupta
Head of AI, Masterclass
Snowglobe simulated hundreds of conversations to test for AI risks such as hallucination and toxicity, helping us identify previously overlooked or under tested cases. Their risk report was also informative by highlighting areas that need further improvements.
Joe Chiu
Vice President, Data Management Systems, Changi Airport Group
Simulation testing enabled AI Verify's partners to create thousands of user scenarios targeting real-world edge cases, making abstract AI risks tangible and measurable for what matters to end user.
Shameek Kundu
Executive Director, AI Verify IMDA,
Govt. of SingaporeSnowglobe [...] provides legal professionals with a third-party source to verify and understand how risk can arise in high-stakes contexts. By adapting simulation testing methods proven in self-driving car development, Snowglobe helps bridge the gap between perceived and actual risk, enabling lawyers to make informed decisions with greater clarity and confidence.
Dr. Megan Ma
Executive Director, Stanford Legal Innovation through Frontier Technology Lab
Good synthetic data is hard to generate, with the chief reason being that it's hard to create diversity of content. [...] When we started using Snowglobe, the clearest difference we saw was how realistic the synthetic user personas felt compared to any synthetic data that we'd seen before. We have completely switched to using SnowGlobe for this data.
Aman Gupta
Head of AI, Masterclass
Snowglobe simulated hundreds of conversations to test for AI risks such as hallucination and toxicity, helping us identify previously overlooked or under tested cases. Their risk report was also informative by highlighting areas that need further improvements.
Joe Chiu
Vice President, Data Management Systems, Changi Airport Group
Simulation testing enabled AI Verify's partners to create thousands of user scenarios targeting real-world edge cases, making abstract AI risks tangible and measurable for what matters to end user.
Shameek Kundu
Executive Director, AI Verify IMDA,
Govt. of SingaporeSnowglobe [...] provides legal professionals with a third-party source to verify and understand how risk can arise in high-stakes contexts. By adapting simulation testing methods proven in self-driving car development, Snowglobe helps bridge the gap between perceived and actual risk, enabling lawyers to make informed decisions with greater clarity and confidence.
Dr. Megan Ma
Executive Director, Stanford Legal Innovation through Frontier Technology Lab
Good synthetic data is hard to generate, with the chief reason being that it's hard to create diversity of content. [...] When we started using Snowglobe, the clearest difference we saw was how realistic the synthetic user personas felt compared to any synthetic data that we'd seen before. We have completely switched to using SnowGlobe for this data.
Aman Gupta
Head of AI, Masterclass
Product updates, once a month.
@Snowglobe2025. All rights reserved.
Product updates, once a month.
@Snowglobe2025. All rights reserved.
Product updates, once a month.
@Snowglobe2025. All rights reserved.