AI Data Marketplace

Build smarter AI

AI Data Marketplace

Build smarter AI

Platforms

Data Marketplace

Data Canvas

AI Data Foundry

OneForma

AI Localization

Build & Train AI

Data Collection & Creation

RLHF & Preference Optimization

Supervised Fine Tuning

Model Safety & Evaluation

Internationalization

Vertical AI

Robotics

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

Build & Train AI

Data Collection & Creation

RLHF & Preference Optimization

Supervised Fine Tuning

Model Safety & Evaluation

Internationalization

Vertical AI

Robotics

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

Build & Train AI

Data Collection & Creation

RLHF & Preference Optimization

Supervised Fine Tuning

Model Safety & Evaluation

Internationalization

Vertical AI

Robotics

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

Build & Train AI

Data Collection & Creation

RLHF & Preference Optimization

Supervised Fine Tuning

Model Safety & Evaluation

Internationalization

Vertical AI

Robotics

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

Book a Demo

Book a Demo

Book a Demo

Powering Tomorrow's AI with


Powering AI with

Powering Tomorrow's AI with

World-Class Data.

World-Class Data.

World-Class Data.

We help model labs and enterprises build, train, deploy, and govern intelligent systems through high-quality data, human expertise, and end-to-end platforms that turn complexity into scalable, real-world impact.

Book a Demo

Book a Demo

Book a Demo

The hidden infrastructure behind world-class AI models

The hidden infrastructure behind world-class AI models

Our Vision

Our Vision

Built for Companies
Building the Future of AI

Built for Companies
Building the Future of AI

Built for Companies
Building the Future of AI

Centific builds the data engines behind frontier models. We generate, refine, and operationalize real-world signals across language, vision, behavior, and expertise, so AI systems learn faster, generalize better, and perform in production.

From RLHF to multimodal environments, we power the continuous data loops that turn models into products.

Centific builds the data engines behind frontier models. We generate, refine, and operationalize real-world signals across language, vision, behavior, and expertise, so AI systems learn faster, generalize better, and perform in production.

From RLHF to multimodal environments, we power the continuous data loops that turn models into products.

Global data pipelines for training at scale

Global data pipelines for training at scale

Global data pipelines for training at scale

Automated labeling, curation, and enrichment

Automated labeling, curation, and enrichment

Automated labeling, curation, and enrichment

Human feedback for model alignment and safety

Human feedback for model alignment and safety

Human feedback for model alignment and safety

Continuous data loops for production AI

Continuous data loops for production AI

Continuous data loops for production AI

Data Products

Data Products

Data Products

Tomorrow's AI requires data that is

Tomorrows AI requires data that's

Culturally aware.

Culturally aware.

Culturally aware.

AI doesn’t fail because of models; it fails because of data that doesn’t reflect the real world. Centific’s data products provide the human intelligence, domain expertise, and real-world signals needed to train, align, and scale AI systems that work beyond the lab.

RL Environments

RL Environments

RLHF

RLHF

Human Evaluation

Human Evaluation

Expert Domains

Expert Domains

Multimodal

Multimodal

Internationalization

Internationalization

  • Train agents that perform in the real world

    Centific designs and operates high-fidelity reinforcement learning environments with human-in-the-loop agents that mirror real-world complexity. From physical AI and robotics to workflow automation and decision systems, we create data loops that continuously improve agent behavior through real signals, edge cases, and human feedback.

  • Train agents that perform in the real world

    Centific designs and operates high-fidelity reinforcement learning environments with human-in-the-loop agents that mirror real-world complexity. From physical AI and robotics to workflow automation and decision systems, we create data loops that continuously improve agent behavior through real signals, edge cases, and human feedback.

  • Turn raw models into trusted, aligned AI systems

    We power RLHF pipelines at scale by combining expert raters, multilingual communities, safety frameworks, and proprietary orchestration. Our workflows help model builders refine reasoning, reduce hallucinations, improve tone and intent, and align outputs to real user expectations—across domains, languages, and risk profiles.

  • Turn raw models into trusted, aligned AI systems

    We power RLHF pipelines at scale by combining expert raters, multilingual communities, safety frameworks, and proprietary orchestration. Our workflows help model builders refine reasoning, reduce hallucinations, improve tone and intent, and align outputs to real user expectations—across domains, languages, and risk profiles.

  • Ground model performance in human truth

    Centific delivers large-scale, statistically valid human evaluation across quality, safety, bias, relevance, and task success. Our global evaluator network and domain experts assess AI systems the way real users experience them, providing actionable signals that benchmarks and automated metrics alone can’t capture.

  • Ground model performance in human truth

    Centific delivers large-scale, statistically valid human evaluation across quality, safety, bias, relevance, and task success. Our global evaluator network and domain experts assess AI systems the way real users experience them, providing actionable signals that benchmarks and automated metrics alone can’t capture.

  • Create accurate data with real-world expertise

    We generate and orchestrate multimodal datasets across vision, speech, text, sensor, and interaction data. From physical environments and devices to robotics, retail, healthcare, and autonomous systems, Centific helps models learn from the full spectrum of real-world signals.

  • Create accurate data with real-world expertise

    We generate and orchestrate multimodal datasets across vision, speech, text, sensor, and interaction data. From physical environments and devices to robotics, retail, healthcare, and autonomous systems, Centific helps models learn from the full spectrum of real-world signals.

  • Train AI to see, hear, read, and reason together

    We generate and orchestrate multimodal datasets across vision, speech, text, sensor, and interaction data. From physical environments and devices to robotics, retail, healthcare, and autonomous systems, Centific helps models learn from the full spectrum of real-world signals.

  • Train AI to see, hear, read, and reason together

    We generate and orchestrate multimodal datasets across vision, speech, text, sensor, and interaction data. From physical environments and devices to robotics, retail, healthcare, and autonomous systems, Centific helps models learn from the full spectrum of real-world signals.

  • Build AI that understands the world

    Centific enables truly global AI through data in 200+ languages and regional variants, covering culture, context, tone, and compliance. From localization and sentiment to dialect, slang, and regulatory nuance, we help models perform naturally and safely across geographies.

  • Build AI that understands the world

    Centific enables truly global AI through data in 200+ languages and regional variants, covering culture, context, tone, and compliance. From localization and sentiment to dialect, slang, and regulatory nuance, we help models perform naturally and safely across geographies.

Global Expert Network

Global Expert Network

Global Expert Network

Help shape the next generation of intelligence

grounded in human preference and cultural context

Join our network

Join our network

Join our network

Robotics Engineer

Motion Planning

Robotics Engineer

Motion Planning

Robotics Engineer

Motion Planning

Medical Fellow

Clinical Reasoning

Medical Fellow

Clinical Reasoning

Medical Fellow

Clinical Reasoning

Radiologist

Image Intelligence

Radiologist

Image Intelligence

Radiologist

Image Intelligence

Financial Analyst

Portfolio Modeling

Financial Analyst

Portfolio Modeling

Financial Analyst

Portfolio Modeling

Mathematician

Pattern Discovery

Mathematician

Pattern Discovery

Mathematician

Pattern Discovery

Software Engineer

Test Automation

Software Engineer

Test Automation

Software Engineer

Test Automation

Research

Research

Research

Leading Applied Research

Leading Applied Research

Physical AI and Robotics

Physical AI and Robotics

Physical AI and Robotics

Centific AI Research advances foundational AI toward artificial general intelligence by transforming data, signals, and human insight into next-generation intelligent systems.

ART: Action-based Reasoning Task Benchmarking for Medical AI Agents

ART (Action-based Reasoning Task) is an evaluation framework for medical AI agents that targets clinically critical reasoning gaps missed by existing benchmarks. It introduces 600+ synthetic tasks across retrieval, trend analysis, and threshold-based conditional reasoning over EHRs—surfacing reliability and patient-safety risks in multi-step clinical decision support.

View on arXiv

ART: Action-based Reasoning Task Benchmarking for Medical AI Agents

ART (Action-based Reasoning Task) is an evaluation framework for medical AI agents that targets clinically critical reasoning gaps missed by existing benchmarks. It introduces 600+ synthetic tasks across retrieval, trend analysis, and threshold-based conditional reasoning over EHRs—surfacing reliability and patient-safety risks in multi-step clinical decision support.

ART: Action-based Reasoning Task Benchmarking for Medical AI Agents

ART (Action-based Reasoning Task) is an evaluation framework for medical AI agents that targets clinically critical reasoning gaps missed by existing benchmarks. It introduces 600+ synthetic tasks across retrieval, trend analysis, and threshold-based conditional reasoning over EHRs—surfacing reliability and patient-safety risks in multi-step clinical decision support.

View on arXiv

Human + AI for Accelerating Ad Localization Evaluation

A modular framework for multilingual ad localization that combines scene text detection, inpainting, translation, and text reimposition, producing visually coherent and semantically accurate outputs with human-in-the-loop support.

View on arXiv

Human + AI for Accelerating Ad Localization Evaluation

A modular framework for multilingual ad localization that combines scene text detection, inpainting, translation, and text reimposition, producing visually coherent and semantically accurate outputs with human-in-the-loop support.

View on arXiv

Human + AI for Accelerating Ad Localization Evaluation

A modular framework for multilingual ad localization that combines scene text detection, inpainting, translation, and text reimposition, producing visually coherent and semantically accurate outputs with human-in-the-loop support.

View on arXiv

ContraGen: A Multi-Agent Generation Framework for Contradictions Detection

A multi-agent framework for generating and detecting contradictions in synthetic enterprise documents, using hybrid NLI + LLM reasoning and human validation to benchmark and improve contradiction handling in RAG systems.

View on arXiv

ContraGen: A Multi-Agent Generation Framework for Contradictions Detection

A multi-agent framework for generating and detecting contradictions in synthetic enterprise documents, using hybrid NLI + LLM reasoning and human validation to benchmark and improve contradiction handling in RAG systems.

View on arXiv

ContraGen: A Multi-Agent Generation Framework for Contradictions Detection

A multi-agent framework for generating and detecting contradictions in synthetic enterprise documents, using hybrid NLI + LLM reasoning and human validation to benchmark and improve contradiction handling in RAG systems.

View on arXiv

Scalable Multilingual PII Annotation for Responsible AI in LLMs

A multilingual, human-in-the-loop framework for PII annotation across 13 locales. Our phased pipeline boosts recall, lowers false positives, and delivers high-quality datasets for fine-tuning safer LLM guardrails.

View on arXiv

Scalable Multilingual PII Annotation for Responsible AI in LLMs

A multilingual, human-in-the-loop framework for PII annotation across 13 locales. Our phased pipeline boosts recall, lowers false positives, and delivers high-quality datasets for fine-tuning safer LLM guardrails.

View on arXiv

Scalable Multilingual PII Annotation for Responsible AI in LLMs

A multilingual, human-in-the-loop framework for PII annotation across 13 locales. Our phased pipeline boosts recall, lowers false positives, and delivers high-quality datasets for fine-tuning safer LLM guardrails.

View on arXiv

Human + AI: Large-Scale Data Curation for Multilingual Guardrails

An AI-assisted framework that accelerates multilingual prompt authoring with synthetic PII and LLM-based validation, reducing annotation time by over 40% for underrepresented languages.

View on arXiv

Human + AI: Large-Scale Data Curation for Multilingual Guardrails

An AI-assisted framework that accelerates multilingual prompt authoring with synthetic PII and LLM-based validation, reducing annotation time by over 40% for underrepresented languages.

View on arXiv

Human + AI: Large-Scale Data Curation for Multilingual Guardrails

An AI-assisted framework that accelerates multilingual prompt authoring with synthetic PII and LLM-based validation, reducing annotation time by over 40% for underrepresented languages.

View on arXiv

GAZE: Governance-Aware Pre-Annotation for Zero-shot World Model Environments

A multi-modal framework to automate video annotation for world models using AI, cutting manual review time by 31% and reducing human effort by >80% to solve the data bottleneck in AI training.

View on arXiv

GAZE: Governance-Aware Pre-Annotation for Zero-shot World Model Environments

A multi-modal framework to automate video annotation for world models using AI, cutting manual review time by 31% and reducing human effort by >80% to solve the data bottleneck in AI training.

View on arXiv

GAZE: Governance-Aware Pre-Annotation for Zero-shot World Model Environments

A multi-modal framework to automate video annotation for world models using AI, cutting manual review time by 31% and reducing human effort by >80% to solve the data bottleneck in AI training.

View on arXiv

An Evaluation Study of Hybrid Methods for Multilingual PII Detection

A hybrid PII detection framework combining regular expressions and prompt based LLMs, benchmarked across 13 locales. The system outperforms NER and LLM-only baselines and supports scalable, regulation aware entity detection.

View on arXiv

An Evaluation Study of Hybrid Methods for Multilingual PII Detection

A hybrid PII detection framework combining regular expressions and prompt based LLMs, benchmarked across 13 locales. The system outperforms NER and LLM-only baselines and supports scalable, regulation aware entity detection.

View on arXiv

An Evaluation Study of Hybrid Methods for Multilingual PII Detection

A hybrid PII detection framework combining regular expressions and prompt based LLMs, benchmarked across 13 locales. The system outperforms NER and LLM-only baselines and supports scalable, regulation aware entity detection.

View on arXiv

LegalWiz: A Multi-Agent Generation Framework for Contradiction Detection in Legal Documents

A multi-agent framework for generating synthetic legal documents with contradictions to benchmark and improve RAG systems. It enables systematic evaluation of contradiction detection and resolution through automated mining and human-in-the-loop validation.

View on arXiv

LegalWiz: A Multi-Agent Generation Framework for Contradiction Detection in Legal Documents

A multi-agent framework for generating synthetic legal documents with contradictions to benchmark and improve RAG systems. It enables systematic evaluation of contradiction detection and resolution through automated mining and human-in-the-loop validation.

View on arXiv

LegalWiz: A Multi-Agent Generation Framework for Contradiction Detection in Legal Documents

A multi-agent framework for generating synthetic legal documents with contradictions to benchmark and improve RAG systems. It enables systematic evaluation of contradiction detection and resolution through automated mining and human-in-the-loop validation.

View on arXiv

Platforms

Platforms

Platforms

The infrastructure

behind world-class AI models

From data orchestration to global collection and licensing, built to power enterprise and frontier AI systems.

From data orchestration to global collection and licensing, built to power enterprise and frontier AI systems.

Data Marketplace

Your Gateway to Entreprise-Grade Datasets

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Data Marketplace

Your Gateway to Entreprise-Grade Datasets

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Data Marketplace

Your Gateway to Entreprise-Grade Datasets

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Data Canvas

The Unified Command Center Powering AI Data Operations

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Data Canvas

The Unified Command Center Powering AI Data Operations

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Data Canvas

The Unified Command Center Powering AI Data Operations

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AI Data Foundry

End-to-end AI data orchestration for frontier models

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AI Data Foundry

End-to-end AI data orchestration for frontier models

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AI Data Foundry

End-to-end AI data orchestration for frontier models

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OneForma

The API for Human Intelligence

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OneForma

The API for Human Intelligence

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OneForma

The API for Human Intelligence

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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.

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