Train world-class LLMs with high-quality red-teaming data to improve model reliability and safety
Accelerate robust red teaming with fully managed sourcing, expert vetting, and end-to-end data operations all handled by micro1.
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Strengthen your LLM’s defense with real-world adversarial data
High quality read teaming
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Jailbreak Attempts (Text + Code)
Annotated adversarial prompts designed to bypass safety filters, including ethical manipulation, roleplay exploits, and long-chain reasoning traps.
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Domain Expert Provocations
Highly technical adversarial prompts crafted by experts in nuclear science, hardcore physics, bioengineering, and cybersecurity to push the model’s limits in fact fidelity, misuse potential, and safety boundaries in frontier knowledge areas.
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Visual Stress Tests (Images)
Image-caption mismatches, visual prompt reversals, and subtle content violations to test model interpretation and bias boundaries.
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Audio and Voice Prompts
Adversarial audio inputs (e.g., multilingual slurs, subtle prompts, emotion masking) to test transcription, response bias, or speech synthesis safety.
How it works
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1
We use our AI recruiter to source and vet experienced red‑teaming experts.
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You define your thread areas and we develop targeted adversarial scenarios
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Experts craft probing prompts and create rubrics for evaluating harmful, evasive, or misleading responses.
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Evaluate red team task output, cohort performance, and scenario coverage in real-time through our structured performance dashboard.
Use Cases
Evaluate and align your LLMs using adversarial prompts and expert-reviewed safety rubrics across high-risk and sensitive domains.
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Robustness Benchmarking
Stress-test your models across adversarial prompts to uncover weaknesses and improve reliability.
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Safety Fine-Tuning
Use red team data to align models with safety guidelines and reduce toxic or harmful outputs.
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Policy & Compliance Audits
Ensure your model meets internal and external standards for ethical deployment and regulatory alignment.
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Our experts
M.G.
AI/ML Chemistry & Drug Discovery Model
Exp: 15+ years
United States
Vetted skills:
Advanced Chemical Synthesis
Spectroscopic Analysis
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S.Q.
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Nuclear Safety Studies Project Coordinator
Exp: 4+ years
France
Vetted skills:
Pedagogical Expertise
Content Evaluation & Feedback
Instructional Design
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B.B.
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Senior Security Engineer
Exp: 7+ years
Australia
Vetted skills:
Threat Detection and Analysis
Network Security
Security Audits and Risk Assessments
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