As AI systems move from demos to production, evaluation becomes critical. But the market is fragmented:
Specialized enough to catch what matters, fast enough to keep pace with development, rigorous enough to satisfy compliance and risk teams.
General crowdworkers with minimal training
Security researchers, domain experts, and AI safety specialists
Our evaluators include security researchers with adversarial ML experience, domain experts (physicians, attorneys, engineers), AI safety researchers familiar with alignment challenges, and former model developers who understand failure modes.
4-week onboarding, minimum contracts, rigid processes
72-hour pilot turnaround, flexible engagement models
We're built for AI development speed: pilot evaluations in 72 hours, weekly delivery cadences, no minimum commitments for exploratory projects, flexible team scaling.
Labels with minimal documentation or methodology
Evaluation reports built for regulatory review and board presentations
Every evaluation includes inter-rater reliability metrics, methodology documentation, edge case taxonomies, disagreement analysis and resolution, and clear audit trail.
"Send us your rubric and data"
"Let's design evaluation that catches what matters"
We partner on evaluation design: What are your actual failure modes? What edge cases should we prioritize? What metrics align with your risk profile?
Consumer-grade security, potential offshore data handling
SOC 2 Type II on roadmap, US-based teams for sensitive work
We handle proprietary models and training data, confidential business logic, PII and sensitive user data, pre-launch products and competitive intelligence.
72-hour pilot turnarounds. Weekly delivery cadences. Rapid iteration aligned with your development speed.
Security researchers for red teaming. Domain experts for specialized validation. AI safety specialists for capability evaluation.
Inter-rater reliability metrics. Methodology documentation. Audit trails. Built for regulatory review.
We don't just execute your rubric. We partner on evaluation design and proactively flag edge cases.
Your AI systems are competitive advantage. We treat confidentiality seriously—NDAs, security requirements, US-based teams.
We learn from every engagement. Feedback loops, methodology refinements, and evolving best practices benefit all our clients.
Most clients start with a pilot evaluation to assess quality and fit. Typical pilot: 100-500 evaluations delivered in 72 hours.
Contact us: hello@slicelabel.com