How much does it cost to evaluate models using the OpenAI GDPval framework?
Abaka AI offers highly transparent, direct per-evaluation pricing tailored to the complexity of the task, completely eliminating hidden overhead. For advanced foundation model benchmarking, we charge $12 per Math Capabilities eval, $8 per Red Teaming eval, $15 for Defensive Coding, and $6 for Creative Writing evaluation. If you require specialized human annotators, our LLM Math/Coding experts are available at $18/hr, while STEM Generalists operate at $12/hr. Platform credits for automated Abaka Forge workflows are consistently priced at $0.20 USD each.
How quickly can you scale an OpenAI GDPval project?
We are built for extreme elastic scalability. Following our initial 3-day consultation and secure pipeline integration phase, we seamlessly launch a fully calibrated pilot within the first two weeks. Once grading rubrics are refined, we leverage our global workforce of 1M+ specialized annotators to immediately scale throughput. We cap individual annotator volume at 500 files per day to maintain pristine quality, but our massive network allows us to grade large volumes of OpenAI GDPval deliverables in just weeks, cutting preprocessing time by up to 70%.
Which data modalities and formats do you support for evaluation?
Abaka Forge supports comprehensive 360° real-world capture and evaluation across all major data types. Beyond the documents, slides, spreadsheets and diagrams that OpenAI GDPval tasks require, we seamlessly process Text, Image, Video, Audio, LLM RLHF, 3D/4D Point Clouds, and LiDAR + Camera fusion. We export pristine, evaluated data directly into your preferred formats, including JSON, Parquet, CSV, COCO, HuggingFace Datasets, and TFRecord, ensuring immediate and seamless integration with your existing training and alignment pipelines.
How do you ensure 99% accuracy in human evaluation?
Generalist crowdsourcing cannot accurately judge frontier models. We exclusively utilize a vetted scholar-network comprising advanced domain experts in medicine, law, advanced mathematics, and complex coding. During OpenAI GDPval projects, every deliverable and multi-modal output is meticulously audited by subject matter experts from the matching occupation rather than generic workers. We combine this premium human intelligence with continuous automated model-as-judge calibrations, identifying and correcting drift instantly to maintain an uncompromising 99% accuracy rate across all complex capabilities.
How secure is my proprietary model data during evaluation?
Data security is the cornerstone of our operation. Abaka AI is fully compliant with SOC 2, ISO 27001, GDPR, and CCPA mandates. All OpenAI GDPval processes are executed within strictly segregated, highly secure data pipelines protected by comprehensive NDAs. We provide full IP provenance and guarantee a 0% copyright risk on all collected evaluation data, ensuring your proprietary foundation model architecture and user prompts remain completely insulated from external threats or leaks.
Can you perform OpenAI GDPval testing in multiple languages?
Absolutely. Our globally distributed workforce spans over 50 countries, granting us native-level linguistic fluency and deep cultural context across a vast array of global languages. Whether you require GDPval-style tasks localized into other languages, multi-lingual sentiment auditing, or localized red teaming, our experts ensure your foundation models are accurately evaluated. We help ensure your international rollouts hold up to expert scrutiny without suffering from regional biases or subtle translational hallucinations.
How does Abaka AI differ from standard data labeling platforms?
Unlike traditional platforms that rely on untargeted gig-workers, Abaka AI acts as a trustworthy data partner exclusively focused on frontier AI. We are completely self-funded, profitable, and face zero VC acquisition pressure. Most importantly, we never build models that compete with our clients. Your OpenAI GDPval insights are uniquely yours—never repurposed or resold. Furthermore, our exclusive deployment of elite scholar-network experts ensures we can evaluate graduate-level reasoning and complex safety protocols that standard labelers simply cannot comprehend.
Can we adjust our evaluation rubrics after the project begins?
Yes, frontier AI development requires dynamic adaptability. We implement agile, weekly review cycles throughout all our OpenAI GDPval engagements. If your foundation model demonstrates unexpected emergent capabilities or entirely new adversarial vulnerabilities, we work directly with your engineering team to swiftly update grading instructions and safety guardrails. We immediately re-calibrate our dedicated annotator teams and Abaka Forge automation pipelines, ensuring your evaluations remain perfectly aligned with your rapidly evolving project scope.
Do you offer a pilot program before scaling up?
Yes, every comprehensive OpenAI GDPval engagement includes a rigorous pilot and calibration phase during weeks 2 and 3. We ingest a controlled sample of your foundation model outputs and meticulously test our human-in-the-loop accuracy against your specific safety and capability baselines. This crucial step allows us to refine evaluation rubrics proactively, establish robust data pipelines, and prove our exceptional 99% accuracy rate to your team before scaling up to massive production volumes.
Who owns the data generated during the evaluation process?
You retain absolute 100% ownership of all outputs, insights, and datasets generated during your OpenAI GDPval project. Abaka AI guarantees full IP provenance and actively mitigates any copyright risks. Because we operate entirely independently and without competing model ambitions, your proprietary benchmarks and red teaming vulnerabilities are exclusively yours. They are never repurposed, resold, or shared with external entities, ensuring your competitive advantage in the frontier AI space remains strictly protected.
Do I need to provide my own evaluation software?
No, you do not need to provide external software, though we can integrate with your tools if preferred. We provide complete access to the all-in-one Abaka Forge platform. This proprietary system seamlessly orchestrates data collection, rigorous cleaning, complex model-as-judge automation, and detailed human evaluation workflows. Utilizing large-model automation, Abaka Forge accelerates OpenAI GDPval processes by up to 50x while effortlessly handling multi-modal formats like Video, 3D Point Clouds, and LLM RLHF seamlessly.
Is there a minimum project size for your evaluation services?
We are highly flexible and structure engagements to support both targeted benchmark validations and massive continuous evaluation pipelines. Whether you need a short-term, project-based team for an immediate OpenAI GDPval audit prior to a major release, or long-term embedded talent to manage ongoing red teaming and capability testing, we adapt to your specific requirements. Reach out to our technical team to discuss your exact volume needs, and we will architect a customized, cost-effective solution.
