Explore our full suite of AI platforms, data marketplaces, and expert services designed to build, train, fine-tune, and deploy reliable, production-grade AI systems at scale.

Explore our full suite of AI platforms, data marketplaces, and expert services designed to build, train, fine-tune, and deploy reliable, production-grade AI systems at scale.

Explore our full suite of AI platforms, data marketplaces, and expert services designed to build, train, fine-tune, and deploy reliable, production-grade AI systems at scale.

Explore our full suite of AI platforms, data marketplaces, and expert services designed to build, train, fine-tune, and deploy reliable, production-grade AI systems at scale.

Model Safety & Evaluation

Model Safety & Evaluation

Model Safety & Evaluation

Trustworthy AI

Trustworthy AI

Trustworthy AI

doesn’t happen by accident

doesn’t happen by accident

doesn’t happen by accident

As models become more capable, the cost of failure rises. We help leading AI labs and enterprises rigorously evaluate, stress-test, and harden models before and after deployment.

The hidden infrastructure behind world-class AI models

The hidden infrastructure behind world-class AI models

The hidden infrastructure behind world-class AI models

Overview

Model Risk, Made Visible

Model Risk, Made Visible

As models grow more capable and autonomous, failure modes increasingly emerge in real-world use rather than controlled evaluation. Assessing behavior in realistic workflows helps surface risk before it affects users, downstream systems, or operational reliability.

Comprehensive Model Evaluation

Evaluate models across reasoning quality, factual accuracy, bias, robustness, and safety using structured benchmarks and real-world scenarios that traditional tests miss.

Comprehensive Model Evaluation

Evaluate models across reasoning quality, factual accuracy, bias, robustness, and safety using structured benchmarks and real-world scenarios that traditional tests miss.

Comprehensive Model Evaluation

Evaluate models across reasoning quality, factual accuracy, bias, robustness, and safety using structured benchmarks and real-world scenarios that traditional tests miss.

Red Teaming at Scale

Simulate adversarial behavior, misuse, and edge cases to expose vulnerabilities in prompts, tools, and agent workflows, before they are exploited in the wild.

Red Teaming at Scale

Simulate adversarial behavior, misuse, and edge cases to expose vulnerabilities in prompts, tools, and agent workflows, before they are exploited in the wild.

Red Teaming at Scale

Simulate adversarial behavior, misuse, and edge cases to expose vulnerabilities in prompts, tools, and agent workflows, before they are exploited in the wild.

Domain-Specific Risk Testing

From healthcare and finance to vision and agentic systems, design evaluations that reflect the risks of high-stakes, regulated environments.

Domain-Specific Risk Testing

From healthcare and finance to vision and agentic systems, design evaluations that reflect the risks of high-stakes, regulated environments.

Domain-Specific Risk Testing

From healthcare and finance to vision and agentic systems, design evaluations that reflect the risks of high-stakes, regulated environments.

Continuous Safety Monitoring

Safety is not a one-time event. Build evaluation pipelines that track model behavior over time, across versions, and through deployment.

Continuous Safety Monitoring

Safety is not a one-time event. Build evaluation pipelines that track model behavior over time, across versions, and through deployment.

Continuous Safety Monitoring

Safety is not a one-time event. Build evaluation pipelines that track model behavior over time, across versions, and through deployment.

Human + Automated Signal

Combine expert human judgment with automated metrics to capture both nuanced failures and scalable trends.

Human + Automated Signal

Combine expert human judgment with automated metrics to capture both nuanced failures and scalable trends.

Human + Automated Signal

Combine expert human judgment with automated metrics to capture both nuanced failures and scalable trends.

Actionable Insights

Outputs that don’t just flag issues; they guide remediation, retraining, and policy refinement.

Actionable Insights

Outputs that don’t just flag issues; they guide remediation, retraining, and policy refinement.

Actionable Insights

Outputs that don’t just flag issues; they guide remediation, retraining, and policy refinement.

In Practice

In Practice

In Practice

For autonomous and tool-using models

For autonomous and tool-using models

Evaluation beyond static benchmarks

Evaluation beyond static benchmarks

  • Frontier-Grade Red Teaming

    Deploy trained red teamers to probe models for hallucination, bias, jailbreaks, data leakage, and emergent misuse; mirroring how real users and bad actors interact with AI systems.

    data background
    data background
  • Frontier-Grade Red Teaming

    Deploy trained red teamers to probe models for hallucination, bias, jailbreaks, data leakage, and emergent misuse; mirroring how real users and bad actors interact with AI systems.

    data background
  • abstract background
    abstract background

    Evaluation Beyond Benchmarks

    Static benchmarks fail to capture real-world complexity. Centific designs dynamic evaluations grounded in workflows, tools, and multi-step reasoning, especially for agents and decision-support systems.

  • abstract background

    Evaluation Beyond Benchmarks

    Static benchmarks fail to capture real-world complexity. Centific designs dynamic evaluations grounded in workflows, tools, and multi-step reasoning, especially for agents and decision-support systems.

  • Safety Embedded in the Lifecycle

    We integrate safety and evaluation into post-training, deployment, and monitoring, ensuring risk management keeps pace with rapid iteration.

  • Safety Embedded in the Lifecycle

    We integrate safety and evaluation into post-training, deployment, and monitoring, ensuring risk management keeps pace with rapid iteration.

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Customer Stories

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with leading AI teams.

See how organizations use Centific’s data and expert services to build, deploy, and scale production-ready AI.

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