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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

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

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.

Book a Demo

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

Audio

Vision

Agentic & RL

Physical AI

Healthcare

AI Safety

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

Audio

Vision

Agentic & RL

Physical AI

Healthcare

AI Safety

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

Audio

Vision

Agentic & RL

Physical AI

Healthcare

AI Safety

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

Audio

Vision

Agentic & RL

Physical AI

Healthcare

AI Safety

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

BA Agent Bench · Enterprise Requirements Generation

Purpose-built benchmark for enterprise user story generation — 8 models (7 frontier LLMs + Centific BA Toolkit pipeline) on 7 enterprise features against 119 ground-truth user stories authored by certified Business Analysts. Composite score across Alignment (35%) · Coherence (24%) · Completeness (18%) · Compliance (10%) · Testability (9%) · Spec Quality (4%).

Macro F1 by Configuration

Macro F1 · higher = better

1Claude Sonnet 4.6

57.6

2Gemini 3.1 Pro

56.1

3GPT-5.4

55.3

4Mistral Large 3

55.3

5BA Toolkit

54.1

6Gemma 4 31B

51.5

7Qwen3-235B

8GPT-4o

43.2

Per-Metric Comparison

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

Claude Sonnet 4.6

Gemini 3.1 Pro

GPT-5.4

Mistral Large 3

BA Toolkit

Gemma 4 31B

Qwen3-235B

GPT-4o

Full Model Comparison

#	Provider	Model	Metric 1	Metric 2	Metric 3	Metric 4	Metric 5	Metric 6	Metric 7
1	Anthropic	Claude Sonnet 4.6	57.6	33.6	81.2	50.5	75.0	94.3	29.2
2	Google	Gemini 3.1 Pro	56.1	32.1	81.7	48.7	77.0	98.5	19.4
3	OpenAI	GPT-5.4	55.3	28.1	81.2	51.1	74.8	98.8	31.1
4	Mistral	Mistral Large 3	55.3	31.2	81.2	43.7	75.1	96.2	23.2
5	Centific	BA Toolkit	54.1	27.4	79.8	44.2	73.6	95.1	28.6
6	Google	Gemma 4 31B	51.5	20.1	80.8	46.1	74.2	96.8	14.7
7	Alibaba	Qwen3-235B	48.0	20.1	77.1	39.0	67.2	97.3	17.0
8	OpenAI	GPT-4o	43.2	8.7	73.8	29.6	72.0	95.1	8.7

Security

Robust data security and confidentiality

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

to your questions.

Any more questions?

What is Centific and who is it built for?

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?

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?

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?

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?

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

Article

How global agency teams scale without voice drift

May 6, 2026

Article

Closing the sim-to-real gap with neural retargeting

May 6, 2026

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

Article

How global agency teams scale without voice drift

May 6, 2026

Article

Closing the sim-to-real gap with neural retargeting

May 6, 2026

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

Article

How global agency teams scale without voice drift

May 6, 2026

Article

Closing the sim-to-real gap with neural retargeting

May 6, 2026

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

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.

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.

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.

World’s largest software maker

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

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.

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.

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.

World’s largest software maker

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

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.

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.

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Centific Premier Hackathon 2.0

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

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Data

Infrastructure

engineered for Trust.

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.