How much does your model training labels agency charge for annotation services?
Our pricing is transparent, highly competitive, and strictly tied to the complexity of the domain expertise required for your specific project. For advanced tasks, we charge a straightforward hourly rate, such as $18/hr for specialized LLM Math and Coding evaluation, $12/hr for rigorous STEM Generalists, and $8/hr for precise Image Editing. For scalable automotive tasks, we offer concrete unit pricing like $3/km for detailed road lane annotation. This flexible, transparent structure allows your engineering team to accurately forecast operational costs without encountering hidden fees or quality compromises.
How quickly can your agency deliver fully labeled training datasets?
Speed is a core differentiator for our data labeling agency. We typically scope projects and allocate domain experts within the first three days (Day 0–3). By week two, pilot annotations are completely calibrated with your QA team. Utilizing the large-model automation integrated directly into the Abaka Forge platform, we routinely reduce data preprocessing time by 70%. For ongoing massive volumes, our global workforce of 1M+ annotators ensures swift, weekly deliveries directly into your pipelines.
What data modalities and output formats do you cover?
Our specialized labeling agency processes all major AI modalities, including Text, complex LLM RLHF, Video, Image, Audio, 3D/4D Point Clouds, and LiDAR + Camera fusion data. Utilizing our comprehensive Abaka Forge tooling, we effortlessly output your data into multiple industry-standard formats such as JSON, CSV, Parquet, COCO, YOLO, and custom binaries. If your specific model architecture demands a highly customized output structure, our engineering team can easily configure our pipelines to meet your unique requirements.
How do you guarantee 99% accuracy on complex tasks?
We achieve an industry-leading 99% accuracy by completely avoiding unspecialized crowd-work. Instead, we match your project with elite domain experts, such as PhD-level mathematicians for complex reasoning or specialized engineers for defensive coding. Furthermore, we implement a rigorous multi-layer quality assurance framework. This includes automated anomaly detection within the Abaka Forge platform and intensive manual reviews by senior QA leads, ensuring every edge case is perfectly calibrated and strictly aligned with your specific guidelines.
What security protocols are in place to protect our enterprise data?
As a highly trustworthy data partner for frontier AI, we strictly adhere to rigorous SOC 2, ISO 27001, GDPR, and CCPA regulatory frameworks. All datasets are processed through fully segregated, secure pipelines to prevent cross-contamination. Our annotators operate under strict, comprehensive Non-Disclosure Agreements (NDAs). Furthermore, we ensure full intellectual property provenance, guaranteeing 0% copyright risk on collected data and entirely insulating your enterprise from any potential legal liabilities regarding your foundational model training.
Does your agency offer multilingual and cross-cultural annotation?
Absolutely. Our agency operates a globally distributed workforce comprising over one million specialized annotators spread across 50+ countries. This expansive geographical reach allows us to deliver deeply nuanced multilingual text evaluations, highly accurate audio transcriptions, and localized sentiment analysis. We expertly capture regional dialects, cultural context, and conversational subtleties, ensuring your foundational text-to-speech models and LLMs operate seamlessly and authentically across diverse global markets without suffering from geographical biases.
How does Abaka AI differ from standard data labeling competitors?
Unlike traditional platforms that rely heavily on unvetted, generalized crowd-workers, our model training labels agency deploys a highly specialized scholar-network tailored for complex frontier AI tasks. Founded in 2019, we are completely self-funded and profitable, freeing us from detrimental VC growth pressures. Crucially, we never build proprietary foundational models that compete with our enterprise clients. Your proprietary intellectual property is strictly protected, ensuring you have a fiercely independent, highly trustworthy data partner solely dedicated to your success.
How do you handle change requests or updates to labeling instructions?
We utilize a highly agile, iterative approach to managing change requests. As your foundation model evolves and encounters new edge cases, our agency project managers work closely with your engineering team to swiftly update the established guidelines. Because we maintain direct, weekly communication and actively utilize the flexible tooling within Abaka Forge, we can rapidly retrain our specialized domain annotators on updated metrics. This dynamic process ensures your data remains perfectly calibrated without interrupting delivery velocity.
Can we run a pilot program before committing to large volumes?
Yes, we mandate a rigorous pilot program for every new partnership to ensure absolute alignment. During Week 1–2 of our engagement, we dedicate a select team of specialized annotators to label a highly targeted subset of your data. This pilot phase establishes a pristine baseline ground truth and allows our QA leads to intricately calibrate our workflows with your specific engineering requirements. We only scale into high-volume production once the pilot achieves your mandated 99% accuracy standard.
Who owns the rights to the annotated training data?
You maintain absolute, exclusive ownership over all your annotated datasets. Abaka AI explicitly functions as an independent, trustworthy data partner—we do not claim any rights to your intellectual property. Your data is never repurposed, resold, or quietly shared to train other clients' models. We provide comprehensive documentation ensuring full IP provenance, entirely guaranteeing 0% copyright risk, so your enterprise legal team can confidently deploy your frontier models into commercial production environments.
What proprietary tooling does your agency use for annotation?
Our specialized agency exclusively utilizes the proprietary Abaka Forge platform. This robust, all-in-one system seamlessly integrates data collection, rigorous cleaning, precise annotation, and direct model training preparation. The platform supports all modalities—including complex 3D/4D point clouds, LiDAR, Video, and LLM RLHF—while incorporating powerful large-model automation to drastically reduce manual preprocessing. This advanced tooling enables our expert annotators to perform complex tasks up to 50x faster than traditional interfaces while maintaining our strict 99% accuracy standard.
Is there a minimum project size required to engage your agency?
While we are fully equipped to rapidly scale massive operations using our network of 1M+ global annotators, our elastic infrastructure also easily accommodates specialized, smaller-scale tasks. Whether you need a highly targeted batch of advanced Lean4 mathematical proofs, an intensive defensive coding red-teaming evaluation, or continuous large-scale RLHF fine-tuning, we structure our engagements flexibly. Our primary focus is on delivering pristine data quality and deep domain expertise, regardless of the initial dataset volume requested.
