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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

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-Health

2 Benchmarks

Clinical & Healthcare AI Evaluation

Rigorous evaluation of AI as a clinical agent — execution-grounded EHR workflows and medical audio reasoning, validated against board-certified clinician judgement.

MED-ART · Clinical Agent (EHR)

REASONING · MEDMOSAIC

MedMosaic · Medical Audio Reasoning

Data

Sample Task

Medical audio reasoning benchmark — 13 models, 11 metrics across cough, heart, lung, speech, speech+sound, open-ended speech, open-ended speech+sound, voice QA, long-form & multi-turn tasks.

MedMosaic · Medical Audio Reasoning

Data

Sample Task

Medical audio reasoning benchmark — 13 models, 11 metrics across cough, heart, lung, speech, speech+sound, open-ended speech, open-ended speech+sound, voice QA, long-form & multi-turn tasks.

Rankings

0-shot Careful WER

1gemini-2.5-pro

68.10

2gemini-2.5-flash

60.50

3qwen-2.5-omni-7b

42.80

4gemma-3n-8b

42.10

5desta25-audio

41.00

6baichuan-omni

38.60

7phi-4-mm

37.30

8kimi-audio

36.40

9gpt-4o-audio

35.70

10audio-reasoner

32.80

11audio-flamingo-3

24.10

12gama

23.20

13r1-aqa

20.80

WER vs N-Shots (Random Context)

Lower = better · gpt-4o-audio best improver

Full Model Comparison

PROVIDER

MODEL

WEIGHTED AVG▼

MCQ LONG FORM

MCQ SOUND COUGH

MCQ SOUND HEART

MCQ SOUND LUNG

MCQ SPEECH

MCQ SPEECH+SOUND

MULTI

google

gemini-2.5-pro

68.1

72.3

71.2

65.4

70.8

82.1

69.3

48.2

61.4

58.7

google

gemini-2.5-flash

60.5

65.1

63.4

58.2

62.7

74.3

61.8

42.1

54.2

51.3

alibaba

qwen-2.5-omni-7b

42.8

45.2

44.1

39.8

43.2

52.4

43.7

31.2

38.1

35.4

google

gemma-3n-8b

42.1

44.8

43.2

38.9

42.7

51.3

42.8

30.4

37.4

34.8

desta

desta25-audio

43.7

42.1

37.8

41.5

50.2

41.7

29.8

36.8

34.2

baichuan

baichuan-omni

38.6

41.2

39.8

35.4

39.1

47.3

39.2

28.1

34.7

32.1

microsoft

phi-4-mm

37.3

39.8

38.4

34.1

37.8

45.7

37.9

27.2

33.4

31.1

moonshot

kimi-audio

36.4

38.9

37.5

33.2

36.9

44.8

37.1

26.4

32.7

30.3

openai

gpt-4o-audio

35.7

38.1

36.8

32.4

36.2

43.9

36.3

25.8

31.9

29.6

community

audio-reasoner

32.8

35.2

33.9

29.7

33.3

40.4

33.4

23.7

29.3

27.1

community

audio-flamingo-3

24.1

25.9

24.9

21.8

24.5

29.7

24.6

17.4

21.6

19.9

community

gama

23.2

24.9

23.9

23.5

28.5

23.7

16.8

20.8

19.2

community

r1-aqa

20.8

22.4

21.5

18.8

21.1

25.6

21.3

15.1

18.7

17.2

MM · Sample Tasks

Sample task 1 of 1

Prompt

Audio

Reference

Rubric

MedMosaic

MCQ Sound Heart

Task Prompt

Listen to the cardiac audio recording and select the most likely diagnosis:
A) Normal sinus rhythm
B) Atrial fibrillation
C) Aortic stenosis murmur
D) Mitral valve prolapse click

Base your answer solely on the acoustic characteristics of the recording

Security

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?

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.

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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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How global agency teams scale without voice drift

May 6, 2026

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Closing the sim-to-real gap with neural retargeting

May 6, 2026

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Localization is a financial services compliance requirement

May 4, 2026

Research, insights, and updates

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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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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

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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.

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World’s largest software maker

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

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

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

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