How much do your expert data annotation services cost?
We offer highly competitive, transparent hourly pricing directly aligned with the required domain expertise. For specialized tasks, our LLM Math and Coding experts are billed at $18/hr, while STEM Generalists are available at $12/hr. Visual tasks like Image Editing cost $8/hr, Dense Captioning runs $6/hr, and complex road lane mapping is priced at $3/km. We also offer Abaka Forge platform credits at $0.20 USD each, ensuring you only pay for the exact volume and complexity your frontier AI project demands without hidden fees.
How fast can you deliver model-ready datasets?
We are built for immense scale and rapid deployment. Standard project scoping, compliance checks, and custom pod assembly are completed within Day 0–3. By Week 2, our specialized scholars begin full-scale production. Because our annotators maintain a maximum throughput of 500 files per day per person, and our Abaka Forge platform accelerates data preprocessing by 70%, we routinely deliver highly accurate batches weeks faster than internal teams, drastically cutting your overall time-to-market. Whether you need rapid pilot testing or sustained foundation model training data, our elastic workforce adapts seamlessly to your most aggressive deployment schedules.
What data modalities and output formats do you support?
Our expert data annotation services cover a complete spectrum of inputs including Text, Video, Audio, 2D Images, 3D/4D Point Clouds, and LiDAR+Camera fusion. Using the Abaka Forge platform, we tailor output formats to match your specific engineering pipeline perfectly. Standard deliverables include JSON, JSONL, Parquet, CSV, COCO, YOLO, and CVAT XML formats. If your frontier AI requires custom formatting or specific database structures, our engineering team will seamlessly configure the export during the initial Day 0–3 scoping phase.
How do you guarantee 99% accuracy on complex AI tasks?
Achieving strict 99% accuracy on highly advanced reasoning and multimodal tasks requires rigorous oversight. We completely bypass generic crowdsourcing, utilizing only vetted, vertically specialized annotators—including academics, medical professionals, and senior software engineers. Within the Abaka Forge platform, we deploy a multi-layer quality assurance protocol that integrates automated error checking, objective model-as-judge benchmarks, and intensive human peer reviews. This ensures that every piece of logic, code, and spatial data meets exacting scholar-grade standards before entering your training pipeline.
How do you ensure data security and regulatory compliance?
Security and IP protection are embedded into the foundation of our expert data annotation services. We strictly adhere to SOC 2, ISO 27001, GDPR, and CCPA regulations. All annotation work is conducted within completely segregated, secure pipelines to prevent cross-contamination. We operate under stringent NDAs and provide full intellectual property provenance, ensuring 0% copyright risk on all collected data. Your proprietary enterprise information is shielded from external leaks and unauthorized access at every stage of the process.
Can you handle multilingual and geographically diverse annotation?
Yes, our network spans over 50 countries, providing vast geographic and linguistic diversity. This global reach allows us to source native speakers and regional experts for highly nuanced natural language processing, audio transcription, and culturally aligned creative writing tasks. By utilizing native intelligence rather than basic machine translation, we effectively eliminate regional biases and ensure that your global foundational models resonate accurately, safely, and naturally with diverse end-users across international markets.
How does Abaka AI differ from generic crowdsourcing platforms?
Generic platforms rely on anonymous, low-cost laborers, resulting in 70-80% accuracy rates that introduce hallucinations and costly logic errors into frontier AI models. In contrast, Abaka AI acts as a deeply integrated data partner, supplying vertically specialized scholars capable of complex Lean4 mathematics, defensive coding, and precise RLHF. Furthermore, we are entirely self-funded and guarantee we will never build models that compete with our clients, providing an unparalleled level of trust and alignment absent in volume-driven crowdsourcing.
How do you handle changes to labeling instructions mid-project?
Frontier AI development is inherently iterative, and we are built to be highly adaptable. During our ongoing weekly delivery cycles, we hold direct calibration sessions with your engineering teams to review edge cases and logic shifts. If your model requires updated parameters, we rapidly push refined guidelines to our custom annotator pods via Abaka Forge. This agile responsiveness ensures that as your model’s cognitive capabilities evolve, your datasets immediately pivot to support new, complex training objectives without stalling throughput.
Do you offer a pilot phase before full-scale deployment?
Absolutely. Every engagement includes an intensive pilot labeling and calibration period during Week 2–3. We process a highly representative subset of your complex data and submit it to your engineering team for strict evaluation. This allows us to align deeply on edge cases, refine subjective RLHF parameters, and perfect the Abaka Forge tooling configuration. We only scale up to high-volume production once you are completely satisfied with the precision, formatting, and reliability of the pilot data.
Who owns the rights to the annotated data?
You retain absolute and exclusive ownership of all data, models, and intellectual property we process or generate. As a fiercely independent, self-funded partner, Abaka AI never repurposes, resells, or shares your custom datasets with third parties. We guarantee full IP provenance and 0% copyright risk. Our singular mandate is to provide you with expert data annotation services to advance your frontier AI; your valuable proprietary assets will never be used to train competing models.
Do we need our own annotation software to work with you?
No external software is required. We leverage our proprietary, all-in-one Abaka Forge platform for the entire lifecycle: collection, cleaning, annotation, and final delivery. Abaka Forge seamlessly handles every modality, from intricate RLHF text interfaces to complex 3D/4D point cloud fusion and video tracking. However, if your enterprise relies on specific internal tooling or legacy infrastructure, our engineers can seamlessly integrate our specialized workforce directly into your existing secure environment to ensure maximum flexibility.
Is there a minimum project size or volume requirement?
We proudly support organizations ranging from agile generative AI startups to massive global enterprise programs. Whether you require a small, highly specialized custom capture pod to build a bespoke reasoning dataset or a massive global workforce capable of processing millions of autonomous driving road lanes, our elastic infrastructure scales accordingly. Our direct, transparent pricing and hourly rates ensure that your expert data annotation services remain cost-effective and perfectly aligned with your precise project scope and immediate budget.
