We build the human data layer for multimodal intelligence.
Human. Precise. Beautiful.
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WHY CHOSE US?
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WHY CHOSE US?
We believe the next leap in AI will be defined by taste, aesthetics, and design. Only when machines learn from the best of human judgment will they become truly intelligent collaborators.
The Data Layer for Multimodal AI
We provide the foundation your models cannot build alone: high-fidelity, taste-driven datasets and expert evaluations that turn raw capabilities into market-ready products.
The Data Layer for Multimodal AI
We provide the foundation your models cannot build alone: high-fidelity, taste-driven datasets and expert evaluations that turn raw capabilities into market-ready products.
The Data Layer for Multimodal AI
We provide the foundation your models cannot build alone: high-fidelity, taste-driven datasets and expert evaluations that turn raw capabilities into market-ready products.
Products That Feel Human
Your users will not notice benchmarks. They will feel the difference when voices sound authentic, visuals look cinematic, and designs feel intentional. With differentiated data and a curated talent network grounded in taste and discernment, we help you deliver experiences that resonate.
Products That Feel Human
Your users will not notice benchmarks. They will feel the difference when voices sound authentic, visuals look cinematic, and designs feel intentional. With differentiated data and a curated talent network grounded in taste and discernment, we help you deliver experiences that resonate.
Products That Feel Human
Your users will not notice benchmarks. They will feel the difference when voices sound authentic, visuals look cinematic, and designs feel intentional. With differentiated data and a curated talent network grounded in taste and discernment, we help you deliver experiences that resonate.
Built on Trust and Safety
AI doesn’t win without trust. Our expert-driven evaluation, red teaming, and bias checks ensure your models are safe, reliable, and ready for the real world.
Built on Trust and Safety
AI doesn’t win without trust. Our expert-driven evaluation, red teaming, and bias checks ensure your models are safe, reliable, and ready for the real world.
Built on Trust and Safety
AI doesn’t win without trust. Our expert-driven evaluation, red teaming, and bias checks ensure your models are safe, reliable, and ready for the real world.
A Research Partner
We co-create solutions with your team. From identifying blind spots to building custom datasets, we act as a long-term partner in advancing your research agenda.
A Research Partner
We co-create solutions with your team. From identifying blind spots to building custom datasets, we act as a long-term partner in advancing your research agenda.
A Research Partner
We co-create solutions with your team. From identifying blind spots to building custom datasets, we act as a long-term partner in advancing your research agenda.
Taste
Taste
Our network of creatives brings human judgment into every dataset. Your models learn from discernment and creativity, not just accuracy.
Our network of creatives brings human judgment into every dataset. Your models learn from discernment and creativity, not just accuracy.
Data Layer
Data Layer
We provide the high fidelity foundation your models cannot build alone. Cinematic video, studio grade audio, and refined design make your outputs production ready.
We provide the high fidelity foundation your models cannot build alone. Cinematic video, studio grade audio, and refined design make your outputs production ready.
Trust
Trust
Every dataset is reviewed through expert evaluation, red teaming, and bias checks. Your models stay safe, reliable, and ready for the real world.
Every dataset is reviewed through expert evaluation, red teaming, and bias checks. Your models stay safe, reliable, and ready for the real world.
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SERVICES
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SERVICES
We deliver the high-quality data infrastructure that powers AI to work seamlessly across images, audio, video, music and interactive applications. Our services enable teams to build truly multimodal products with human-level quality.
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SERVICES
We deliver the high-quality data infrastructure that powers AI to work seamlessly across images, audio, video, music and interactive applications. Our services enable teams to build truly multimodal products with human-level quality.
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SERVICES
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SERVICES
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SERVICES
We work with your team as a research and design partner to design, build, and deliver the data and training your product needs.
Service 01
Reinforcement Learning
Custom environments and real user feedback loops to align models with human preferences.
Service 02
Supervised Fine-Tuning
High-quality instruction data and expert tuning to move models from general capability to application-ready performance.
Service 03
Computer-Use Trajectories
Rich interaction data that teaches agents to navigate real software and complete complex tasks.
Service 04
Multimodal Datasets
High-fidelity image, audio, and video data curated for aesthetic and technical quality.
Service 05
Talent Network
A vetted global community of creative and technical experts available for specialized annotation and evaluation projects.
Service 01
Reinforcement Learning
Custom environments and real user feedback loops to align models with human preferences.
Service 02
Supervised Fine-Tuning
High-quality instruction data and expert tuning to move models from general capability to application-ready performance.
Service 03
Computer-Use Trajectories
Rich interaction data that teaches agents to navigate real software and complete complex tasks.
Service 04
Multimodal Datasets
High-fidelity image, audio, and video data curated for aesthetic and technical quality.
Service 05
Talent Network
A vetted global community of creative and technical experts available for specialized annotation and evaluation projects.
Service 01
Reinforcement Learning
Custom environments and real user feedback loops to align models with human preferences.
Service 02
Supervised Fine-Tuning
High-quality instruction data and expert tuning to move models from general capability to application-ready performance.
Service 03
Computer-Use Trajectories
Rich interaction data that teaches agents to navigate real software and complete complex tasks.
Service 04
Multimodal Datasets
High-fidelity image, audio, and video data curated for aesthetic and technical quality.
Service 05
Talent Network
A vetted global community of creative and technical experts available for specialized annotation and evaluation projects.
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PRICING
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PRICING
We believe in clarity from the start. That includes how we price our work.
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PRICING
We believe in clarity from the start. That includes how we price our work.
Custom
Got a project in mind?
Let’s figure it out together.
Flexible Options
What work are you interested in?
Choose the service that fits your needs and we will handle the rest.
Request a Custom Dataset
Talent Network
Enterprise AI Consulting
Browse Off-the-Shelf Datasets
Flexible Options
What work are you interested in?
Choose the service that fits your needs and we will handle the rest.
Request a Custom Dataset
Talent Network
Enterprise AI Consulting
Browse Off-the-Shelf Datasets
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FAQ
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FAQ
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FAQ
These are the most common questions. Answered with no spin, no filler. Still have one? Reach out and ask.
How do you work with clients?
We operate as a true partner. Engagements begin with a joint scoping session to define goals and success metrics. Our team designs a tailored data pipeline, sets up clear instructions and QA steps, and embeds a US-based Project Manager who provides real-time dashboards and updates. We have launched full projects in as little as one week and typically turn around new data iterations in about 12 hours, allowing rapid feedback and continuous improvement. Work happens in your preferred tools or ours, and we iterate with your feedback until delivery meets every requirement.
How do you deliver quality at scale?
Every project runs through a multi-layered process: automated consistency checks, peer review, anomaly detection, and final expert sign-off. For non verifiable or highly subjective domains such as design aesthetics, emotional tone, and creative output, we develop custom evaluation rubrics and assign multiple independent expert reviewers. Consensus scoring and ongoing calibration sessions ensure reliable results even when there is no single “right” answer.
How do you recruit and manage talent?
We combine an AI-driven screening system with experienced human recruiters to source and vet a diverse expert network that includes designers, musicians, filmmakers, VFX artists, software engineers, linguists, and domain specialists. Candidates complete domain specific tests and live auditions, and our platform continuously monitors accuracy so only top performers remain active.
What types of data can you provide?
We specialize in high fidelity multimodal datasets including images, audio, video, and computer use trajectories. We also partner with leading recording studios and artists to deliver premium music and voice data, enabling rich creative and sensory training for next generation models.
Can you meet strict security or compliance requirements?
Yes. All Project Managers are US based and security cleared. We support SOC 2 and GDPR standards and can work entirely inside your own data and tooling platforms when needed, providing full audit trails and privacy controls.
How do you work with clients?
We operate as a true partner. Engagements begin with a joint scoping session to define goals and success metrics. Our team designs a tailored data pipeline, sets up clear instructions and QA steps, and embeds a US-based Project Manager who provides real-time dashboards and updates. We have launched full projects in as little as one week and typically turn around new data iterations in about 12 hours, allowing rapid feedback and continuous improvement. Work happens in your preferred tools or ours, and we iterate with your feedback until delivery meets every requirement.
How do you deliver quality at scale?
Every project runs through a multi-layered process: automated consistency checks, peer review, anomaly detection, and final expert sign-off. For non verifiable or highly subjective domains such as design aesthetics, emotional tone, and creative output, we develop custom evaluation rubrics and assign multiple independent expert reviewers. Consensus scoring and ongoing calibration sessions ensure reliable results even when there is no single “right” answer.
How do you recruit and manage talent?
We combine an AI-driven screening system with experienced human recruiters to source and vet a diverse expert network that includes designers, musicians, filmmakers, VFX artists, software engineers, linguists, and domain specialists. Candidates complete domain specific tests and live auditions, and our platform continuously monitors accuracy so only top performers remain active.
What types of data can you provide?
We specialize in high fidelity multimodal datasets including images, audio, video, and computer use trajectories. We also partner with leading recording studios and artists to deliver premium music and voice data, enabling rich creative and sensory training for next generation models.
Can you meet strict security or compliance requirements?
Yes. All Project Managers are US based and security cleared. We support SOC 2 and GDPR standards and can work entirely inside your own data and tooling platforms when needed, providing full audit trails and privacy controls.
How do you work with clients?
We operate as a true partner. Engagements begin with a joint scoping session to define goals and success metrics. Our team designs a tailored data pipeline, sets up clear instructions and QA steps, and embeds a US-based Project Manager who provides real-time dashboards and updates. We have launched full projects in as little as one week and typically turn around new data iterations in about 12 hours, allowing rapid feedback and continuous improvement. Work happens in your preferred tools or ours, and we iterate with your feedback until delivery meets every requirement.
How do you deliver quality at scale?
Every project runs through a multi-layered process: automated consistency checks, peer review, anomaly detection, and final expert sign-off. For non verifiable or highly subjective domains such as design aesthetics, emotional tone, and creative output, we develop custom evaluation rubrics and assign multiple independent expert reviewers. Consensus scoring and ongoing calibration sessions ensure reliable results even when there is no single “right” answer.
How do you recruit and manage talent?
We combine an AI-driven screening system with experienced human recruiters to source and vet a diverse expert network that includes designers, musicians, filmmakers, VFX artists, software engineers, linguists, and domain specialists. Candidates complete domain specific tests and live auditions, and our platform continuously monitors accuracy so only top performers remain active.
What types of data can you provide?
We specialize in high fidelity multimodal datasets including images, audio, video, and computer use trajectories. We also partner with leading recording studios and artists to deliver premium music and voice data, enabling rich creative and sensory training for next generation models.
Can you meet strict security or compliance requirements?
Yes. All Project Managers are US based and security cleared. We support SOC 2 and GDPR standards and can work entirely inside your own data and tooling platforms when needed, providing full audit trails and privacy controls.
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BLOG
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BLOG
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BLOG
This is where we share what’s actually worth doing.
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CONTACT
Let’s talk about what you’re building and how we can help.
Want to DM us?
@verita_ai on x
Prefer the old way?
info@verita-ai.com
Let's start
the conversation.
VERITA
CONTACT
Let’s talk about what you’re building and how we can help.
Want to DM us?
@verita_ai on x
Prefer the old way?
info@verita-ai.com
Let's start
the conversation.
VERITA
CONTACT
Let’s talk about what you’re building and how we can help.
Want to DM us?
@verita_ai on x
Prefer the old way?
info@verita-ai.com
Let's start
the conversation.
Where human aesthetics refine the art and science of AI
info@verita-ai.com
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© 2025 Verita AI. All rights reserved.
Where human aesthetics refine the art and science of AI
info@verita-ai.com
Social
© 2025 Verita AI. All rights reserved.
Where human aesthetics refine the art and science of AI
info@verita-ai.com
Social
© 2025 Verita AI. All rights reserved.