A Scalable, Transparent Alternative to Scale AI

Scale AI Alternative

Scale AI Alternative

Many AI teams look for alternatives to Scale AI when they need more flexibility, clearer communication, or predictable long-term pricing. DataVLab provides a human-centered, transparent approach to dataset creation, designed for startups and enterprise AI teams that require high-quality labels without rigid vendor structures.We specialize in complex image, video, and multimodal annotation across industries such as robotics, healthcare, smart cities, autonomous systems, geospatial mapping, and retail analytics. Instead of a black-box pipeline, you work directly with a dedicated annotation team, clearly defined QA stages, and communication that adapts to your project’s evolution.DataVLab is built on ethical labor practices, long-term annotator retention, and structured oversight. Our focus is on maintaining quality over time, adapting to changing ontologies, and giving clients visibility into the workflow not just the final output. We support both rapid prototype labeling and multi-month, large-scale annotation programs requiring trained annotators and EU-only staffing options.Whether you’re moving away from Scale due to cost, flexibility, quality variation, or data sensitivity, DataVLab is structured to provide a stable, high-care alternative that integrates seamlessly with your model development cycles.

Flexible annotation workflows tailored to your specific use case.

Transparent pricing and communication instead of black-box processes.

Stable, trained teams and optional EU-only staffing for sensitive data.

Why Teams Choose DataVLab as a Scale AI Alternative

We offer the structure and scale of a mature provider with the flexibility and transparency needed by high-growth AI teams seeking more control over their data pipelines.

Flexible Annotation Pipelines That Adapt to Your Use Case

Flexible Annotation Pipelines That Adapt to Your Use Case

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Customized workflows instead of one-size-fits-all processing

We design labeling pipelines that match your taxonomy, edge cases, and evolving dataset needs. Every annotation stage—from instructions to QA—is transparent and adjustable, giving you control over the dataset lifecycle.

Predictable, Transparent Pricing

Predictable, Transparent Pricing

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No opaque cost structures, no unexpected changes

Our pricing model is straightforward and tailored to your project’s true workload. You get predictable costs for long-term programs and clear estimates for pilot or POC phases.

Dedicated Annotator Teams & Long-Term Workforce Retention

Dedicated Annotator Teams & Long-Term Workforce Retention

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The same trained annotators stay on your project

DataVLab invests in long-term retention and stable annotation teams. This avoids the common quality drift associated with high-turnover crowdsourcing and leads to better consistency over time.

High-Quality Human-in-the-Loop QA

High-Quality Human-in-the-Loop QA

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Multi-stage review for reliable dataset quality

Your dataset goes through structured QA: consensus checks, expert review, ontology validation, and targeted audits. This ensures stable quality—especially for complex computer vision and multimodal tasks.

EU-Only Annotation Options & Secure Infrastructure

EU-Only Annotation Options & Secure Infrastructure

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Compliance-ready workflows for sensitive or regulated data

For healthcare, infrastructure, and research datasets, we offer EU-only personnel, GDPR-focused workflows, and secure environment configurations. This gives data-sensitive teams a compliant alternative to global crowdsourcing platforms.

Discover How Our Process Works

1

Defining Project

We analyze your project scope, objectives, and dataset to determine the best annotation approach.
2

Sampling & Calibration

We conduct small-scale annotations to refine guidelines, ensuring consistency and accuracy before scaling.
3

Annotation

Our expert annotators apply high-quality labels to your data using the most suitable annotation techniques.
4

Review & Assurance

Each dataset undergoes rigorous quality control to ensure precision and alignment with project specifications.
5

Delivery

We provide the fully annotated dataset in your preferred format, ready for seamless AI model integration.

Explore Industry Applications

We provide solutions to different industries, ensuring high-quality annotations tailored to your specific needs.

Upgrade your AI's performance

We provide high-quality annotation services to improve your AI's performances

Custom service offering

Up to 10x Faster

Accelerate your AI training with high-speed annotation workflows that outperform traditional processes.

AI-Assisted

Seamless integration of manual expertise and automated precision for superior annotation quality.

Advanced QA

Tailor-made quality control protocols to ensure error-free annotations on a per-project basis.

Highly-specialized

Work with industry-trained annotators who bring domain-specific knowledge to every dataset.

Ethical Outsourcing

Fair working conditions and transparent processes to ensure responsible and high-quality data labeling.

Proven Expertise

A track record of success across multiple industries, delivering reliable and effective AI training data.

Scalable Solutions

Tailored workflows designed to scale with your project’s needs, from small datasets to enterprise-level AI models.

Global Team

A worldwide network of skilled annotators and AI specialists dedicated to precision and excellence.

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Up to 10x Faster
Scalable for teams
AI-Assisted
Up to 10x Faster
Scalable for teams
AI-Assisted
Up to 10x Faster
Scalable for teams
AI-Assisted
Up to 10x Faster
Scalable for teams
AI-Assisted

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