Build & Train AI
Vertical AI
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.
Build & Train AI
Vertical AI
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.
Build & Train AI
Vertical AI
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.
Build & Train AI
Vertical AI
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.


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.



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.

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.

Centific Ecosystem
The Complete AI Stack
Built to advance, deploy, and govern intelligence
Build & Train AI
Platforms
Verticals
Centific Ecosystem
The Complete AI Stack
Built to advance, deploy, and govern intelligence
Build & Train AI
Platforms
Verticals
Centific Ecosystem
The Complete AI Stack
Built to advance, deploy, and govern intelligence
Build & Train AI
Platforms
Verticals
Blog
Research, insights, and updates
from the front lines of AI.
From applied research to real-world deployments, explore how Centific advances AI through data, evaluation, and expert-led execution.
Research, insights, and updates
from the front lines of AI.
From applied research to real-world deployments, explore how Centific advances AI through data, evaluation, and expert-led execution.
Research, insights, and updates
from the front lines of AI.
From applied research to real-world deployments, explore how Centific advances AI through data, evaluation, and expert-led execution.
Customer Stories
Proven results
with leading AI teams.
See how organizations use Centific’s data and expert services to build, deploy, and scale production-ready AI.
Newsletter
Stay ahead of what’s next
Stay ahead
Updates from the frontier of AI data.
Receive updates on platform improvements, new workflows, evaluation capabilities, data quality enhancements, and best practices for enterprise AI teams.











