Verita AI
Frontier Multimodal Data for Foundation Model Labs
Verita AI works with leading labs to power multimodal models that reason, create, and interpret with human-level taste and judgment.
Backed by top execs from
Human oversight is essential at this stage of AI agent development. Verita gives us the infrastructure to move fast.
Div Garg
CEO, AGI Inc.
reinforcement learning
Supervised Fine Tuning
Reinforcement Learning
Reinforcement Learning with Human Feedback
Training the Next Generation of Multimodal Intelligence
From vision-language agents to audio copliots, we power models with expert human judgment across every modality.
Text and image integration
Train models to understand and reason across visual and textual inputs. We support tasks like image captioning, visual question answering, and creative content generation by pairing high-quality image and text data.
Audio and speech processing
Build voice assistants, transcription systems, and audio agents with real-world audio and speech data. We help train models to understand intent, tone, and context across spoken language.
Video and visual data analysis
Support complex video tasks such as scene interpretation, multimodal grounding, and content moderation. We structure video data into rich temporal and frame-level training signals for better model comprehension.
Contextual Understanding
Improve model performance in retrieval, ranking, and generation by structuring datasets that span text, image, audio, and video. We help models learn context from multimodal signals and deliver more relevant outputs.
Industry-Specific Customization
Train your multimodal models with data tailored to your domain. Whether you’re in healthcare, finance, education, or creative media, Verita AI delivers expert-curated datasets that capture the nuances of your field. Our teams ensure your model learns what matters most, improving alignment, performance, and trust.
Multimodal Content Generation
We train models to create expressive and high-quality content across text, images, audio, and video. This enables more humanlike, intuitive, and dynamic user experiences.
Expert Data, Built for Performance
We specialize in hard-to-label data that requires real reasoning. From SFT and RLHF to multimodal evaluations and edge-case identification, every task is handled by domain-trained annotators, QA’d by our internal reviewers, and aligned to your model’s goals. Quality isn’t an afterthought, it is our operating principle.
Agile Execution, Research-Aligned
Verita AI delivers high-volume annotation across modalities such as text, image, audio, video, and code through a fully managed workforce of vetted experts. Whether you’re ramping up for a new foundation model or scaling an existing agent pipeline, our ops team ensures every hour is optimized for throughput, accuracy, and reliability.
Agile Execution, Research-Aligned
Our workflows are built to move at the pace of your research. We work closely with your team to scope fast pilots, run quick iterations, and scale what works. You stay focused on model development and we handle the coordination, staffing, and delivery.
Incentives for Expertise
Our human-in-the-loop data engine is designed to attract top-tier talent across creative, reasoning, and multimodal domains. Whether it’s crafting detailed writing prompts, evaluating LLM outputs, or generating nuanced image-text pairs, we engage experts through structured challenges that reward originality, depth, and precision. We blend purpose-built task design with a gamified interface to unlock intrinsic motivation from professional writers, designers, PhDs, and domain experts. This drives scalable, high-quality data generation for fine-tuning, RLHF, and evaluation.
Our human-in-the-loop data engine is designed to attract top-tier talent across creative, reasoning, and multimodal domains. Whether it’s crafting detailed writing prompts, evaluating LLM outputs, or generating nuanced image-text pairs, we engage experts through structured challenges that reward originality, depth, and precision. We blend purpose-built task design with a gamified interface to unlock intrinsic motivation from professional writers, designers, PhDs, and domain experts. This drives scalable, high-quality data generation for fine-tuning, RLHF, and evaluation.
Our Process for Delivering High Quality Data
Strategic Evaluation & Gap Analysis
Domain-Expert Data Creation
Layered Quality Control
Transparent Delivery with Insights
Whether you come in with well-defined requirements or prefer to co-develop a strategy, our private benchmarking tools help you understand exactly where your model struggles. Start by telling us about your internal goals or run a code benchmark with us to uncover model weaknesses. Together, we’ll scope the data types, edge cases, and annotation formats required to close those gaps.
Human Centered Data
The future of artificial intelligence will not be defined by scale alone. It will be shaped by how well models understand the world across modalities and make sense of human judgment.
You can’t prompt your way to taste. You can’t fine-tune your way to creativity.
Real intelligence comes from context, experience, and the ability to reason across inputs like language, images, audio, and video.
At Verita AI, we specialize in teaching models the hard stuff, subjective, non-verifiable tasks that require judgment and nuance such as writing, design, front-end UX, visual reasoning, and storytelling.
We believe multimodal systems are the next frontier. When models can truly integrate and understand different inputs, they move closer to how humans perceive, decide, and create.
That’s why we built Verita.
Verita name means truth, our core foundation. Not just ground truth for training AI systems, but human truth: taste, intuition, and the ability to evaluate what matters.
• A platform for structured expert feedback on creative and complex tasks
• A high-trust data pipeline for text, image, audio, and video
• A network of top annotators and domain experts embedded in real workflows
We don’t rely on crowdwork or generic labels. We deliver precision and perspective by working with people who know the craft such as creative professionals, researchers, and practitioners.
The next generation of AI won’t just answer questions. It will write, design, advise, and imagine. And it will need data that reflects not just what is true, but what is tasteful.
Let’s build that future with intention.
Multimodal Reasoning
At Verita AI, we focus on teaching models taste, the subtle, subjective quality that defines human judgment in non-verifiable domains like writing, design, front-end UX, imagery, and video. We specialize in multimodal training and evaluation, across text, image, audio, and video. Our annotators bring creative and domain-specific expertise to help models perform in the places where logic meets intuition. Because the future of AI isn’t just factual, it’s aesthetic, human, and deeply multimodal.
Expertise and Experience
Verita AI is built by engineers and operators from
Curious why the top experts choose our annotation platform?
Book a Demo
Frontier Multimodal Data for Foundation Model Labs
Verita AI works with leading labs to power multimodal models that reason, create, and interpret with human-level taste and judgment.
Book a Demo
Backed by top execs from
Human oversight is essential at this stage of AI agent development. Verita gives us the infrastructure to move fast.
Div Garg
CEO, AGI Inc.
Training the Next Generation of Multimodal Intelligence
From vision-language agents to audio copliots, we power models with expert human judgment across every modality.
Expert Data, Built for Performance
We specialize in hard-to-label data that requires real reasoning. From SFT and RLHF to multimodal evaluations and edge-case identification, every task is handled by domain-trained annotators, QA’d by our internal reviewers, and aligned to your model’s goals. Quality isn’t an afterthought, it is our operating principle.
Scale With Confidence
Verita AI delivers high-volume annotation across modalities such as text, image, audio, video, and code through a fully managed workforce of vetted experts. Whether you’re ramping up for a new foundation model or scaling an existing agent pipeline, our ops team ensures every hour is optimized for throughput, accuracy, and reliability.
Agile Execution, Research-Aligned
Our workflows are built to move at the pace of your research. We work closely with your team to scope fast pilots, run quick iterations, and scale what works. You stay focused on model development and we handle the coordination, staffing, and delivery.
Incentives for Expertise
Our human-in-the-loop data engine is designed to attract top-tier talent across creative, reasoning, and multimodal domains. Whether it’s crafting detailed writing prompts, evaluating LLM outputs, or generating nuanced image-text pairs, we engage experts through structured challenges that reward originality, depth, and precision. We blend purpose-built task design with a gamified interface to unlock intrinsic motivation from professional writers, designers, PhDs, and domain experts. This drives scalable, high-quality data generation for fine-tuning, RLHF, and evaluation.
Our Process for Delivering High Quality Data
Strategic Evaluation & Gap Analysis
Domain-Expert Data Creation
Layered Quality Control
Transparent Delivery with Insights
Whether you come in with well-defined requirements or prefer to co-develop a strategy, our private benchmarking tools help you understand exactly where your model struggles. Start by telling us about your internal goals or run a code benchmark with us to uncover model weaknesses. Together, we’ll scope the data types, edge cases, and annotation formats required to close those gaps.
Human Centered Data
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Multimodal Reasoning
At Verita AI, we focus on teaching models taste, the subtle, subjective quality that defines human judgment in non-verifiable domains like writing, design, front-end UX, imagery, and video. We specialize in multimodal training and evaluation, across text, image, audio, and video. Our annotators bring creative and domain-specific expertise to help models perform in the places where logic meets intuition. Because the future of AI isn’t just factual, it’s aesthetic, human, and deeply multimodal.
Expertise and Experience
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Verita AI is built by engineers and operators from
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