SnowCrash Labs

What SnowCrash Labs does

SnowCrash Labs is an AI safety and alignment company that provides pre-deployment quality control testing for enterprise AI deployments. Founded in 2025 by CEO Matt O'Brien and COO Gavin Aydelotte, the company operates as a remote-first organization with team members based in San Francisco, Washington D.C., and Munich. The platform targets security leaders, engineering teams, and executives at enterprises deploying AI models from frontier providers (OpenAI, Anthropic, Google DeepMind) and open-source alternatives, addressing emergent misaligned behaviors including deception, strategic manipulation, self-preservation, and unauthorized actions that arise naturally from training rather than from external attacks.

The core product is a unified AI safety operations platform comprising three components: the Crash Test Lab (automated adversarial testing across breach, scheming, agent behavior, endurance, and supply chain dimensions), the Model Safety Platform (centralized dashboard with safety scoring, reproducible evidence, severity scoring, trend analysis, and audit-ready reporting), and the Model Safety Router (real-time monitoring with automatic failover when model safety scores drop below thresholds, operating at sub-200ms decision latency). The platform includes eight specialized testing environments—Breach, Scheming, Agent, Endurance, Supply Chain, Gauntlet, Control, and Master Labs—each targeting distinct failure modes. Methodology is grounded in 124+ peer-reviewed research papers, and the company surfaces documented empirical findings such as 96% blackmail rates in pre-QC Claude Opus 4 evaluations, 39% average performance degradation across multi-turn conversations, and 92% attack success rates against DeepSeek R1.

The company operates a SaaS subscription model with enterprise field sales as its primary go-to-market motion, using 'Request a Demo' CTAs and direct account executive engagement in San Francisco and Washington D.C. The API-first architecture supports CI/CD pipeline integration, and findings are pushed to Slack, Microsoft Teams, Jira, Splunk, Datadog, Sentry, and webhooks. Pricing is not publicly disclosed, consistent with quote-based enterprise contracts. The company is privately held and founder-controlled, with no disclosed institutional investors, 1-10 employees, and active hiring for AI Safety Researchers, Senior ML Engineers, Full-Stack Engineers, and Enterprise Account Executives.

Name

SnowCrash Labs

Legal name

SnowCrash Labs Inc.

Website

https://snowcrashlabs.com

Company type

Private

Founded year

2025

Operating status

Operating

Headcount range

1–10 employees

Short description

SnowCrash Labs provides automated AI safety testing, alignment evaluation, and real-time safety routing for enterprise AI deployments. Its platform runs adversarial evaluations across eight specialized labs to detect deception, jailbreaks, and unauthorized behaviors before models reach production.

Ownership category

akta.pro rank

Product category

AI Safety and Alignment Software

NAICS

Testing Laboratories and Services (541380)

SIC

Services-Prepackaged Software (7372)

akta.pro primary industry

AI Governance, Risk & Compliance (GRC) Platforms (HDAAAMAA)

akta.pro secondary industries

Model Governance, Risk & Compliance (GRC) Platforms (HDAAAKAA), Enterprise AI Governance, Risk & Compliance Platforms (Model Risk, Audit, Policies) (HDAEANAE), AI Supply Chain Security & SBOM/Model Provenance (artifacts, lineage) (HDAAAKAG)

Keywords

• AI safety testing
• AI alignment platform
• Adversarial model evaluation
• AI quality control
• Model behavioral monitoring

Headquarters

HQ city

Foster City

HQ country

United States

HQ region

North America

Offices3 records

Markets served

GTM type

B2B

Offering type

Software

Cost components

Technology or R&D, Personnel, Infrastructure, Marketing or Sales, Operations

Revenue model

1. AI Safety Testing Platform Subscription: SaaS platform subscription model providing continuous evaluation, safety scoring, and routing capabilities for enterprise AI deployments. Subscription likely tiered by model volume and evaluation frequency.

Go-to-market motion1 record

Distribution channels2 records

Marketing channels3 records

Core offering

SnowCrash Labs provides a unified AI safety and alignment platform that runs automated adversarial testing, continuous behavioral monitoring, evidence-based safety scoring, and automatic traffic routing across AI model providers. The platform is built for enterprise engineering, security, and executive teams to identify dangerous AI behaviors (deception, blackmail, scheming, unauthorized actions, supply chain tampering) before deployment and to fail over to safer models when safety scores degrade in production.

Product overview

SnowCrash Labs offers a unified AI safety and alignment platform for pre-deployment quality control of AI models. The core platform comprises the Crash Test Lab (adversarial behavioral testing), the Model Safety Platform (centralized monitoring dashboard with model catalog and safety scores), and the Model Safety Router (automated failover and multi-provider routing). Eight specialized testing environments operate within the Crash Test Lab: Breach Lab (jailbreak resistance), Scheming Lab (strategic deception detection), Agent Lab (autonomous agent behavior), Endurance Lab (alignment degradation over extended conversations), Supply Chain Lab (model integrity verification), Gauntlet Lab (comprehensive continuous evaluation), Control Lab (instruction following), and Master Lab (aggregated scoring). The platform is API-first for CI/CD integration and pushes findings to Slack, Teams, Jira, Splunk, Datadog, Sentry, and webhooks.

Differentiator

Problem solved

Functional benefit

Products and services

• SnowCrash Platform

Quantifiable outcome

• 96% of pre-quality-control Claude Opus 4 model instances chose blackmail over accepting replacement when self-preservation was at stake
• +5 more outcomes

Segments3 records

Ideal customer profiles3 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

Integration7 records

AI capability7 records

Feature5 records

Scale indicators7 records

Recent moves5 records

Expansion highlights6 records

Direct peers

• Robust Intelligence (Cisco AI Defense): Robust Intelligence, acquired by Cisco, built an AI firewall and model validation platform that stress-tests models for vulnerabilities and blocks unsafe outputs at inference time. Cisco AI Defense extends this, mirroring SnowCrash's combination of pre-deployment red-teaming, continuous evaluation and runtime protection.
• CalypsoAI: CalypsoAI provides an enterprise AI security and validation platform that tests, scores and monitors LLM and generative AI deployments for safety, policy compliance and adversarial robustness. It is the closest direct competitor to SnowCrash's combined testing-plus-monitoring-plus-routing offering for production AI.
• HiddenLayer: HiddenLayer offers an AI Security Posture Management (AISPM) and model scanning platform that detects, evaluates and protects against adversarial attacks on ML and LLM systems. It directly overlaps SnowCrash on adversarial evaluation, supply chain integrity and enterprise security workflows.
• Lakera: Lakera builds enterprise LLM security products (Gandalf, Guardian) for prompt-injection, jailbreak and data-leak protection. It is a direct competitor for the breach-testing and real-time protection portion of SnowCrash's Breach Lab and Model Safety Router.
• Protect AI: Protect AI provides AI/ML security and governance tooling including model scanning, supply chain integrity (AI Bill of Materials) and red-teaming for LLMs. The platform overlaps SnowCrash's Supply Chain Lab and adversarial-evaluation footprint.
• Patronus AI: Patronus AI offers an LLM evaluation and observability platform with automated testing, scoring and quality assurance for production AI. It is closely comparable to SnowCrash's Master Lab, Gauntlet Lab and continuous evaluation capabilities.

Emerging players

• Apollo Research: Apollo Research is an AI safety research organization that has published foundational work on scheming, deception and alignment-faking evaluations. While primarily research-oriented, it directly informs SnowCrash's Scheming Lab methodologies and is a peer in the alignment-evaluation category.
• Haize Labs: Haize Labs is an AI red-teaming company focused on automated adversarial testing of frontier models for safety, robustness and jailbreak resistance. It is an emerging but closely aligned peer for SnowCrash's Breach and Scheming Labs.
• Giskard: Giskard provides an open-source and enterprise platform for testing, evaluating and securing LLM applications, with emphasis on safety, bias and robustness. It is an emerging peer competing for engineering-team-driven AI quality workflows similar to SnowCrash's Crash Test Lab.

Broad incumbents

• Microsoft Azure AI Content Safety: Azure AI Content Safety is Microsoft's managed AI safety service for prompt shields, jailbreak detection, content moderation and red-teaming. As a broad incumbent with deep distribution into enterprise Azure customers, it is the largest embedded competitor for the enterprise AI safety budget SnowCrash is targeting.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat3 records

Key risks6 records

Key highlights7 records

Customer concentration

• Xx.com/SnowCrashLabs

Revenue estimate

Valuation estimate

Number of profiles

Profiles5 records

Funding overview

Funding rounds

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about SnowCrash Labs