How much do model training labels companies typically charge?
Our pricing is transparent and highly competitive based on domain complexity. For example, LLM Math/Coding is $18/hr, STEM Generalists are $12/hr, Image Editing is $8/hr, Dense Captioning is $6/hr, and Road Lane annotation is $3/km. We ensure you only pay for the specific expertise required for your project.
How long does it take to scale up a labeling team?
We move exceptionally fast. Our Day 0-3 pilot phase establishes quality baselines. By Week 2, we calibrate our workflows to your specific rubrics, and by Week 3, we scale up to hundreds of thousands of annotations with our massive global network.
What modalities and output formats do you support?
We cover everything from text and audio to complex 3D/4D point clouds and LiDAR + Camera fusion. Utilizing the Abaka Forge platform, we deliver outputs in formats seamlessly tailored to your pipeline, such as JSON, COCO, Parquet, or specialized ROS Bag extracts.
How do you maintain 99% accuracy at scale?
We employ a rigorous multi-layer QA process. Our scholar-grade reviewers conduct continuous checks, while our large-model automation flags inconsistencies. Annotators are capped at 500 files per day to prevent fatigue and ensure high-fidelity outputs.
How secure is my proprietary data during annotation?
We adhere strictly to SOC 2, ISO 27001, GDPR, and CCPA standards. Your data is processed within segregated secure pipelines under strict NDAs, guaranteeing full IP provenance and completely shielding your competitive advantage.
Can you handle diverse language and cultural requirements?
Yes. Our workforce spans over 50 countries, providing native-level expertise for multilingual text, speech transcription, and localized RLHF. This ensures your global models maintain cultural alignment and nuanced linguistic accuracy.
Why choose Abaka AI over generalist model training labels companies?
Generalist platforms struggle with complex reasoning and domain-specific tasks. We provide a specialized scholar network for advanced mathematics, defensive coding, and scientific data, coupled with a guarantee that we will never build models that compete with you.
How flexible are you if our annotation rubrics change?
We integrate tight feedback loops throughout the project lifecycle. During our weekly calibration sessions, we can seamlessly adjust instructional rubrics and dynamically retrain our specialized annotators to pivot to your updated model requirements.
Do you offer a pilot program before full-scale production?
Absolutely. We strongly recommend a Day 0-3 scoping and pilot phase. This allows us to align on your specific taxonomy, validate our accuracy baselines, and demonstrate our domain expertise before committing to large-scale volume.
Who owns the generated data and annotations?
You do. Your data is exclusively yours. We never repurpose, resell, or share your datasets with third parties. Furthermore, our collection methods ensure 0% copyright risk, granting you absolute ownership of the intellectual property.
What tooling do you use for annotations?
All operations are powered by the Abaka Forge platform. It is an all-in-one suite for collection, cleaning, and annotation across all data types, capable of achieving 50x faster processing speeds through integrated large-model automation.
Is there a minimum project size required to engage your services?
While we specialize in large-scale frontier AI development, our engagement models are flexible. We support project-based, long-term, and on-site embedded talent solutions. Contact our experts to design a scoping pilot tailored specifically to your current data volume needs.