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Expert Network

Join our Expert Network

Build & Train AI

Data Collection & Creation

RLHF & Preference Optimization

Supervised Fine Tuning

Model Safety & Evaluation

Internationalization

Vertical AI

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Healthcare

Vision AI

Platforms

Data Marketplace

Data Canvas

AI Data Foundry

OneForma

AI Localization

Expert Network

Join our Expert Network

Build & Train AI

Data Collection & Creation

RLHF & Preference Optimization

Supervised Fine Tuning

Model Safety & Evaluation

Internationalization

Vertical AI

Physical AI

Healthcare

Vision AI

Platforms

Data Marketplace

Data Canvas

AI Data Foundry

OneForma

AI Localization

Expert Network

Join our Expert Network

Build & Train AI

Data Collection & Creation

RLHF & Preference Optimization

Supervised Fine Tuning

Model Safety & Evaluation

Internationalization

Vertical AI

Physical AI

Healthcare

Vision 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.

Platforms

Data Marketplace

Data Canvas

AI Data Foundry

OneForma

AI Localization

Expert Network

Join our Expert Network

Build & Train AI

Data Collection & Creation

RLHF & Preference Optimization

Supervised Fine Tuning

Model Safety & Evaluation

Internationalization

Vertical AI

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Healthcare

Vision 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.

Book a Demo

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PRISM Evaluation Suite · v2.0 · May 2026

Benchmarking AI

across seven domains

The PRISM suite provides rigorous assessments of frontier models across Internationalization, Audio, Vision, Agentic & RL, Physical AI, Healthcare, and AI Safety.

7

Domains

12

Benchmarks

10K+

Eval Tasks

30+

Models Evaluated

Internationalisation

1

Audio

3

Vision

2

Agentic & RL

2

Physical AI

1

Healthcare

2

AI Safety

1

PRISM Evaluation Suite · v2.0 · May 2026

Benchmarking AI

across seven domains

The PRISM suite provides rigorous assessments of frontier models across Internationalization, Audio, Vision, Agentic & RL, Physical AI, Healthcare, and AI Safety.

7

Domains

12

Benchmarks

10K+

Eval Tasks

30+

Models Evaluated

Internationalisation

1

Audio

3

Vision

2

Agentic & RL

2

Physical AI

1

Healthcare

2

AI Safety

1

PRISM Evaluation Suite · v2.0 · May 2026

Benchmarking AI

across seven domains

The PRISM suite provides rigorous assessments of frontier models across Internationalization, Audio, Vision, Agentic & RL, Physical AI, Healthcare, and AI Safety.

7

Domains

12

Benchmarks

10K+

Eval Tasks

30+

Models Evaluated

Internationalisation

1

Audio

3

Vision

2

Agentic & RL

2

Physical AI

1

Healthcare

2

AI Safety

1

PRISM Evaluation Suite · v2.0 · May 2026

Benchmarking AI

across seven domains

The PRISM suite provides rigorous assessments of frontier models across Internationalization, Audio, Vision, Agentic & RL, Physical AI, Healthcare, and AI Safety.

7

Domains

12

Benchmarks

10K+

Eval Tasks

30+

Models Evaluated

Internationalisation

1

Audio

3

Vision

2

Agentic & RL

2

Physical AI

1

Healthcare

2

AI Safety

1

PRISM-Agentic & RL

2 Benchmarks

Agentic Reasoning & Reinforcement Learning

Frontier evaluation of LLM agents on real enterprise workflows — multi-step business analyst pipelines for requirements generation, and adversarial security agents for phishing triage red-teamed by attacker LLMs in closed-loop generation pipelines.

BA AGENT · ENTERPRISE REQUIREMENTS

EMAIL CLASSIFIER · ADVERSARIAL SECURITY

Email Classifier Security · Phishing Triage Under Adversarial Attack

Agentic grader for phishing/spam/valid mail with adversarial-LLM stress testing — orchestrator + 3 specialized sub-agents (Header, Body, URL) evaluated on the PhishFuzzer corpus (3,300 real seeds + 19,800 adversarial variants) and red-teamed by 5 attacker LLMs in a closed-loop attacker–grader–evaluator pipeline.

Grader Performance

Adversarial Bypass

Grader 1A vs Single-Shot Baselines

Same backing model, with vs without the agentic grader scaffolding · higher = better

Macro F1 by Configuration

Macro F1 · higher = better

1Gemini 3.1 Pro (Grader 1A)
0.93
2Qwen 2.5 72B (Grader 1A)
0.70
3Gemini 3.1 Pro (baseline)
0.69
4Qwen 2.5 72B (baseline)
0.64

Per-Metric Comparison

Accuracy / Macro F1 / Phishing F1 / Spam F1 — baseline (lighter) vs Grader 1A (darker)

Qwen 2.5 72B (baseline)Qwen 2.5 72B (Grader 1A)Gemini 3.1 Pro (baseline)Gemini 3.1 Pro (Grader 1A)00.20.40.60.81.0AccuracyMacro F1Phishing F1Spam F1

Grader 1A · Confusion Matrices

Gemini 3.1 Pro · Grader 1A

Accuracy 93.3% · Macro F1 0.933

Predicted

Actual

Spam

Valid

Phishing

Phishing

9

0

0

Phishing

1

9

0

Phishing

0

1

10

Qwen 2.5 72B · Grader 1A

Accuracy 70.0% · Macro F1 0.704

Predicted

Actual

Spam

Valid

Phishing

Phishing

9

0

0

Phishing

1

9

0

Phishing

0

1

10

Grader Performance

Adversarial Bypass

Grader 1A vs Single-Shot Baselines

Same backing model, with vs without the agentic grader scaffolding · higher = better

Macro F1 by Configuration

Macro F1 · higher = better

1Gemini 3.1 Pro (Grader 1A)
0.93
2Qwen 2.5 72B (Grader 1A)
0.70
3Gemini 3.1 Pro (baseline)
0.69
4Qwen 2.5 72B (baseline)
0.64

Per-Metric Comparison

Accuracy / Macro F1 / Phishing F1 / Spam F1 — baseline (lighter) vs Grader 1A (darker)

Qwen 2.5 72B (baseline)Qwen 2.5 72B (Grader 1A)Gemini 3.1 Pro (baseline)Gemini 3.1 Pro (Grader 1A)00.20.40.60.81.0AccuracyMacro F1Phishing F1Spam F1

Grader 1A · Confusion Matrices

Gemini 3.1 Pro · Grader 1A

Accuracy 93.3% · Macro F1 0.933

Predicted

Actual

Spam

Valid

Phishing

Phishing

9

0

0

Phishing

1

9

0

Phishing

0

1

10

Qwen 2.5 72B · Grader 1A

Accuracy 70.0% · Macro F1 0.704

Predicted

Actual

Spam

Valid

Phishing

Phishing

9

0

0

Phishing

1

9

0

Phishing

0

1

10

Security

Robust data security and confidentiality

Robust data security and confidentiality

across enterprise, regulated, and mission-critical AI systems.

across enterprise, regulated, and mission-critical AI systems.

Disciplined security and privacy practices aligned with global standards to protect sensitive data, intellectual property, and model assets throughout the AI lifecycle.

Centific applies rigorous security, access control, and auditability standards to safeguard enterprise data, human workflows, and AI systems at scale.

ISO 27001

Enterprise-grade information security governance. Enterprise-grade information security governance. Enterprise-grade information security governance

SOC2

HIPAA

GDPR

ISO 27001

Enterprise-grade information security governance. Enterprise-grade information security governance. Enterprise-grade information security governance

SOC2

HIPAA

GDPR

FAQ

We help you find answers

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Contact us

What is Centific and who is it built for?
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Centific is an enterprise-grade AI data and human-in-the-loop platform used by global organizations to build, train, and evaluate high-performance AI systems. We provide multimodal data sourcing, annotation, evaluation, and RLHF at scale—supported by a global workforce, advanced tooling, and rigorous governance.

How does Centific ensure my AI data is accurate and secure?
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Centific combines strict data governance, secure infrastructure, access-controlled workflows, and multi-layered quality assurance. All data operations follow enterprise-grade standards, including compliance with global regulations, human-review protocols, and continuous QA cycles. Every dataset and task is tracked, validated, and auditable to guarantee accuracy, privacy, and security.

What types of data and AI workflows does Centific support?
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Centific supports multimodal data needs across text, image, video, audio, sensor data, and synthetic data. We power annotation, enrichment, classification, evaluation, RLHF, red-teaming, model alignment, and domain-specific workflows. Our platform integrates into existing pipelines, connects with your internal tools, and adapts to custom ontologies, taxonomies, and quality frameworks.

Can we build our own workflows or integrate Centific into our AI development stack?
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Yes. Centific is built to be fully flexible. You can create custom workflows, define instructions, integrate internal systems, automate evaluation cycles, and connect to enterprise tools. Our platform supports API integrations, flexible data schemas, and fully customizable task logic so you can adapt operations to any model, domain, or QA requirement.

What makes Centific different from other AI data providers?
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Centific combines global workforce scale, deep domain expertise, enterprise-grade compliance, and a proven track record of high-integrity data delivery. Unlike generic labeling vendors, we offer end-to-end data operations: sourcing, annotation, evaluation, RLHF, safety alignment, governance, and continuous improvement. The result: higher accuracy, safer AI, and dramatically faster deployment cycles.

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.

Explore more

Abstract image

Article

How global agency teams scale without voice drift

May 6, 2026

Abstract image

Article

Closing the sim-to-real gap with neural retargeting

May 6, 2026

Abstract image

Article

Localization is a financial services compliance requirement

May 4, 2026

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.

Explore more

Abstract image

Article

How global agency teams scale without voice drift

May 6, 2026

Abstract image

Article

Closing the sim-to-real gap with neural retargeting

May 6, 2026

Abstract image

Article

Localization is a financial services compliance requirement

May 4, 2026

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.

Explore more

Abstract image

Article

How global agency teams scale without voice drift

May 6, 2026

Abstract image

Article

Closing the sim-to-real gap with neural retargeting

May 6, 2026

Abstract image

Article

Localization is a financial services compliance requirement

May 4, 2026

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.

Explore more

Microsoft logo on abstract background

Global technology leader shaping digital innovation

Centific’s platform enabled the systematic measurement and ranking of harm within multiple versions of the client’s foundational models while tracking model iterations and parameters.

woman with mobile phone smiling with colorufl flowers at the background

World’s largest software maker

Centific Flow helped the client deploy compliant, AI-ready data solutions that enabled secure, global large-scale healthcare projects.

Multi colored ribbons moving up to the opening door which multi colored balls falling from

Leading multinational technology company

Centific rapidly onboarded more than 1,200 multilingual resources for a global client, overcoming onboarding delays to ensure SME certification success.

Drone Delivering Box

World’s largest ecommerce company

Centific helped build an AI-powered ecommerce chatbot capable of helping customers save time and make more-informed decisions through natural language queries.

Microsoft logo on abstract background

Global technology leader shaping digital innovation

Centific’s platform enabled the systematic measurement and ranking of harm within multiple versions of the client’s foundational models while tracking model iterations and parameters.

woman with mobile phone smiling with colorufl flowers at the background

World’s largest software maker

Centific Flow helped the client deploy compliant, AI-ready data solutions that enabled secure, global large-scale healthcare projects.

Multi colored ribbons moving up to the opening door which multi colored balls falling from

Leading multinational technology company

Centific rapidly onboarded more than 1,200 multilingual resources for a global client, overcoming onboarding delays to ensure SME certification success.

Drone Delivering Box

World’s largest ecommerce company

Centific helped build an AI-powered ecommerce chatbot capable of helping customers save time and make more-informed decisions through natural language queries.

Microsoft logo on abstract background

Global technology leader shaping digital innovation

Centific’s platform enabled the systematic measurement and ranking of harm within multiple versions of the client’s foundational models while tracking model iterations and parameters.

woman with mobile phone smiling with colorufl flowers at the background

World’s largest software maker

Centific Flow helped the client deploy compliant, AI-ready data solutions that enabled secure, global large-scale healthcare projects.

Multi colored ribbons moving up to the opening door which multi colored balls falling from

Leading multinational technology company

Centific rapidly onboarded more than 1,200 multilingual resources for a global client, overcoming onboarding delays to ensure SME certification success.

Drone Delivering Box

World’s largest ecommerce company

Centific helped build an AI-powered ecommerce chatbot capable of helping customers save time and make more-informed decisions through natural language queries.

Connect with Centific

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Centific Premier Hackathon 2.0

This is your moment.

Registrations close on March 28th at 11:59 p.m.

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Data

Data

Data

Infrastructure

Infrastructure

Infrastructure

engineered for Trust.

engineered for Trust.

engineered for Trust.

Confidently scale every part of your AI development lifecycle with secure, compliant, production-ready operations.

Confidently scale every part of your AI development lifecycle with secure, compliant, production-ready operations.

Book a Demo

Seamlessly connect your existing systems, infrastructure, and workflows — all in one unified platform.

Connect data, models, and people — in one enterprise-ready platform.