Find the failure before your users do.
Safety is a human-judgment problem. OmniTech qualifies analysts to probe models adversarially, evaluate against your policies, and categorize harmful behavior — with the sensitivity and structure this work demands.
Structured adversarial testing — not random poking.
Policy evaluation
Assess model behavior against your usage policies and content standards, with clear pass/fail rationale.
Harmful-content assessment
Rate and categorize unsafe outputs across your harm taxonomy — severity, type and context.
Adversarial & jailbreak testing
Systematic attempts to elicit unsafe behavior — prompt injection, jailbreaks and policy circumvention.
Safety categorization
Consistent labeling of prompts and responses into your safety categories to train and monitor classifiers.
Cultural & contextual review
Region- and language-aware evaluation of sensitive content, where global context changes the answer.
Findings that close the loop
Structured reports and examples that feed directly into your policies, guardrails and training data.
Production content operations at scale.
Beyond model testing, we run ongoing trust & safety operations — the human layer behind moderation and platform integrity.
Content moderation
Policy-based review of user and model content, at volume, with escalation paths.
Policy classification
Consistent categorization into your policy taxonomy for enforcement and analytics.
Integrity labeling
Spam, abuse and manipulation signals labeled for detection systems.
Adjudication
Senior review for contested, sensitive or high-severity cases.
Handled responsibly — for the data and the people.
This work involves sensitive material. We approach it with defined policies, appropriate access controls and attention to the wellbeing of the analysts who do it. Programs are scoped and staffed deliberately, not thrown at an anonymous crowd.
- Qualified, briefed analysts — not open crowds
- Access controls and confidentiality by default
- Attention to reviewer wellbeing and rotation
- Clear escalation and adjudication for hard cases
Stress-test your model’s safety.
Bring your policies and harm taxonomy. We’ll qualify analysts and run structured red teaming and evaluation against them.