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.

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

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

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

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

PRISM-Audio

3 Benchmarks

Audio & Speech Understanding

Evaluation of speech recognition, medical audio reasoning, and spectrogram-based analysis across frontier multimodal models — from dialect-aware ASR to clinical soundscape understanding.

ICL-CORAAL · African American English ASR

In-Context Learning for African American English ASR — 4 frontier models, 200 utterances, WER metric · Zero-Shot Prompt Variation, N-Shot Scaling, Context Selection Strategy, Difficulty-Stratified ICL Effect.

ICL-CORAAL · African American English ASR

In-Context Learning for African American English ASR — 4 frontier models, 200 utterances, WER metric · Zero-Shot Prompt Variation, N-Shot Scaling, Context Selection Strategy, Difficulty-Stratified ICL Effect.

Zero-Shot Prompt Variation

Rank by best 0-shot WER (Careful) — lower is better

Rankings

0-shot Careful WER

1gemini-2.5-flash
0.127
2phi-4
0.137
3Qwen2-Audio-7B
0.155
4gpt-4o-audio
0.240

WER by Prompt Condition

Basic / Careful / AAE-Aware — lower = better

0.000.050.100.150.200.250.300.350.40WERgemini-2.5-flashphi-4Qwen2-Audio-7Bgpt-4o-audio

Zero-Shot Prompt Variation

Rank by best 0-shot WER (Careful) — lower is better

Rankings

0-shot Careful WER

1gemini-2.5-flash
0.127
2phi-4
0.137
3Qwen2-Audio-7B
0.155
4gpt-4o-audio
0.240

WER by Prompt Condition

Basic / Careful / AAE-Aware — lower = better

0.000.050.100.150.200.250.300.350.40WERgemini-2.5-flashphi-4Qwen2-Audio-7Bgpt-4o-audio

CC · Sample Tasks

Sample task 1 of 1

ICL-CORAAL

Zero-Shot

Task Prompt

Transcribe the following spoken utterance. The speaker is an African American English speaker. Provide an accurate transcription, including any dialect-specific features.

[Audio clip: 12.4 seconds, female speaker, CORAAL:DCA_se1_ag3_f_03, spontaneous speech]

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Robust data security and confidentiality

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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

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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.

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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.

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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.

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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.

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From applied research to real-world deployments, explore how Centific advances AI through data, evaluation, and expert-led execution.

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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.

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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.

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Centific Premier Hackathon 2.0

This is your moment.

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

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

Data

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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.

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

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