Enterprise AI Safety
Multi-lingual

Red-team your AI before
the world does.

One-click adversarial testing across 300+ mapped risks. Built to surface policy
breaches and domain-specific failures your team actually cares about, before they
become real-world incidents
Run Red-team test
90%
AI responses improved
8x
Faster time to production
70ms
Latency
Outcomes

How you can benefit from
Collinear Red-team

Demonstrate
compliance across regulatory frameworks

Show clear alignment with OWASP LLM, NIST RMF, and the EU AI Act using structured outputs your legal and compliance teams can trust.

Uncover high-impact failures specific to your domain

Surface real-world risks - like financial misadvice, inappropriate tone, or protected health information leaks - that model developers can fix.

Continuously test
against novel attack vectors

Run up-to-date adversarial tests as soon as attack patterns emerge, with coverage that evolves alongside the threat landscape.
"Collinear’s quality judges were instrumental in launching MasterClass On Call, our latest product delivering AI-powered wisdom from world’s best pros. Their Auto-alignment and Knowledge Infusion capabilities helped us deliver exceptional model performance through quick iterative improvements, significantly reducing our time to market while maintaining the excellence our users expect!"
Mandar Bapaye
CTO/CPO
MasterClass

Red-team

Employ adversarial testing to proactively catch and mitigate AI hallucinations and unsafe content before your customers do with the widest risk taxonomy on the market

Automated red-teaming and vulnerability assessments for real-world scenarios, scaling up to handle extensive model evaluations tailored to your safety needs.

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Highlights

How you can benefit from Collinear Red-team

Collinear Red-team simulates compliance, prompt injection, data leakage, and edge case scenarios
at scale to uncover and remediate vulnerabilities before they reach your users.

Accelerate Deployment

  • Reduce compliance incidents by 3x
  • Cut Quality Assessment and Red-Teaming time by 90%
  • Go to market 3x faster.

Turn every breach into a stronger defense

Stay one step ahead of vulnerabilities by using Collinear Red Team to:
  • Automatically generate targeted synthetic data from failed attacks
  • Strengthen your AI through focused retraining

Test across 300+ mapped risk categories

Run comprehensive adversarial evaluations spanning jailbreaks, compliance gaps, and sector-specific risks mapped to OWASP LLM Top 10, NIST RMF, EU AI Act, and MITRE ATLAS.

Automatically surface the highest-impact failures

Each run outputs jailbroken prompts, categorized risks, and detailed findings—ranked by severity and aligned to your deployment context.

Track progress across model versions and deployments

Side-by-side comparisons reveal which risks persist, which are resolved, and how your AI systems evolve over time.

Product highlights

Collinear Red-team

Collinear’s Red-team platform helps you catch failures and understand where your model is most vulnerable in the real world, across 300+ regulatory and domain specific dimensions.
Regulatory Frameworks
Test against established regulatory standards and compliance frameworks

Available frameworks:
  • NIST Cybersecurity Framework
  • OWASP LLM Top 10
  • EU AI Act
  • US EO 14110
  • UK AI Whitepaper
Domain-Specific Frameworks
Target attacks specific to industry domains and use cases

Available frameworks:
  • Financial Services
  • Healthcare
  • Retail
  • Customer Support
  • Telecommunications
  • Government / Public Sector
Customers

Case Studies

From pioneering startups to global enterprises, see how leading companies are deploying safer, more reliable AI solutions in days with Collinear AI

Transforming Enterprise AI with Innovation and Safety

91%

of AI-generated responses showed significant improvement

View case study

Transforming LATAM Real Estate with AI-Powered Solutions

15% increase

in unique visitor-to-first-visit conversion with Collinear's Custom Sales Agent Judge

View case study

Empowering National AI Innovation: How a Leading Research Lab Achieved Multilingual Model Excellence with Collinear

10k+ model failure modes

proactively identified across languages in pre-production

View case study
View all Case Studies
FAQs

Get answers to
common questions

How extensive is each Red-team evaluation?

Each run auto‑generates and executes tens of thousands of adversarial prompts, covering over 300 mapped risk categories—including compliance ambiguities, prompt injections, domain-specific failures, and more.

 What kinds of risks does Red-team address?

Red‑team is designed to simulate attacks tied to:

  • Regulatory compliance frameworks (e.g., OWASP LLM, NIST RMF, EU AI Act)
  • Domain-specific vulnerabilities (e.g., financial advice failures, PHI leaks)
  • Emerging adversarial patterns (e.g., jailbreaks, prompt injections)

‍

Can I review the generated attacks and results?

Yes, every adversarial prompt and its response are accessible in full context. You can dive into each incident to understand exactly how and where your model failed.

Can Red-team support our compliance and legal reviews?

Absolutely. All outputs are mapped to standards like OWASP LLM Top 10, NIST  RMF, EU AI Act, and even MITRE ATLAS, making the results structured and interpretable for compliance, legal, and audit teams.

How does Red-team help us strengthen our model?

Beyond surfacing flaws, Red‑team accelerates improvement. It automatically generates targeted synthetic training examples from failed attacks, enabling focused retraining to bolster model resilience

What are the efficiency gains when using Red-team?

You can expect substantial gains:3× fewer compliance incidents90% reduction in quality assessment and red‑teaming time3× faster time to market

Ready to deploy AI with
confidence and control?

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