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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-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.

REASONING · MEDMOSAIC

REASONING · CARECOS

ASR · ICL-CORAAL

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.

Model Rankings

Weighted Avg · higher = better

1gemini-2.5-pro
61.30
2gemini-2.5-flash
54.80
3gpt-4o-audio
48.20
4qwen-2.5-omni-7b
43.70
5phi-4-mm
39.40
6desta25-audio
36.80
7kimi-audio
33.20
8baichuan-omni
29.70
9audio-flamingo-3
21.40

Scatter Plot

X
Y
gemini-2.5-pro
gemini-2.5-flash
gpt-4o-audio
qwen-2.5-omni-7b
phi-4-mm
desta25-audio
kimi-audio
baichuan-omni
audio-flamingo-3
203040506070203040506070Weighted AvgCirCor

Full Model Comparison

PROVIDERMODELWEIGHTED AVGMCQ LONG FORMMCQ SOUND COUGHMCQ SOUND HEARTMCQ SOUND LUNGMCQ SPEECHMCQ SPEECH+SOUNDMULTI-TURNOE SPEECH
googlegemini-2.5-pro68.1072.3071.2065.4070.8082.1069.3048.2061.40
googlegemini-2.5-flash60.5065.1063.4058.2062.7074.3061.8042.1054.20
alibabaqwen-2.5-omni-7b42.8045.2044.1039.8043.2052.4043.7031.2038.10
googlegemma-3n-8b42.1044.8043.2038.9042.7051.3042.8030.4037.40
destadesta25-audio41.0043.7042.1037.8041.5050.2041.7029.8036.80
baichuanbaichuan-omni38.6041.2039.8035.4039.1047.3039.2028.1034.70
microsoftphi-4-mm37.3039.8038.4034.1037.8045.7037.9027.2033.40
moonshotkimi-audio36.4038.9037.5033.2036.9044.8037.1026.4032.70
openaigpt-4o-audio35.7038.1036.8032.4036.2043.9036.3025.8031.90
communityaudio-reasoner32.8035.2033.9029.7033.3040.4033.4023.7029.30
communityaudio-flamingo-324.1025.9024.9021.8024.5029.7024.6017.4021.60
communitygama23.2024.9023.9021.0023.5028.5023.7016.8020.80
communityr1-aqa20.8022.4021.5018.8021.1025.6021.3015.1018.70

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

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

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

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ISO 27001

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

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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.

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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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May 6, 2026

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May 4, 2026

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

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

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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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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.

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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.

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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