How much does a GPT-5.2 GDPval benchmark evaluation cost?
Our pricing is transparent and tied directly to the complexity of the evaluation task. For example, Red Teaming is priced at $8/eval, Math Capabilities at $12/eval, Defensive Coding at $15/eval, and Creative Writing at $6/eval. We provide customized, predictable quotes based on your exact framework needs, ensuring you only pay for elastic, high-quality human intelligence.
How fast can you scale up human evaluation teams?
We move at the speed of frontier AI. Pilot evaluations typically begin within days of finalizing the taxonomy. Full-scale production, accessing our network of 1M+ vertically specialized annotators, can be fully ramped within 1–2 weeks, completely eliminating internal backlogs and accelerating your release cycles.
What modalities do you support for model benchmarking?
We evaluate across the entire spectrum of frontier AI outputs. Our teams handle Text, LLM RLHF, Image, Video, 3D/4D Point Cloud, LiDAR + Camera fusion, and Audio. We seamlessly deliver structured evaluations in formats tailored to your pipeline, including JSON, JSONL, Parquet, and direct API integrations.
How do you guarantee accuracy in complex capability testing?
We target a strict 99% accuracy rate through multi-layer QA, automated model-as-judge calibration, and scholar-grade reviewers. Evaluators must pass rigorous domain-specific tests before joining a project, and we continually monitor inter-rater reliability to ensure your benchmark scores are scientifically valid.
How do you secure unreleased model weights and prompts?
Security is in our DNA. We maintain stringent SOC 2 and ISO 27001 certifications. All evaluations occur in segregated secure pipelines under strict NDAs. Your proprietary models and data are shielded from public exposure, ensuring complete compliance with GDPR and CCPA protocols.
Can you evaluate models in languages other than English?
Yes. Our global workforce spans 50+ countries, enabling native-level evaluation of conversational nuances, cultural alignment, and factual accuracy across dozens of languages. This ensures your GDPval-style evaluations accurately reflect the model's performance in global deployment scenarios.
Why choose Abaka AI over traditional crowdsourcing platforms?
Traditional crowd platforms suffer from quality decay on complex reasoning tasks. Abaka AI provides scholar-grade intelligence—leveraging experts in coding, math (incl. Lean4), and science. Furthermore, we never build competing foundational models, meaning your IP is safe with a trustworthy, strictly-partner organization.
Can we adjust our 6-dim framework rubrics mid-project?
Absolutely. The frontier of AI requires agility. If you discover new edge cases or need to tweak alignment guidelines, our platform and project managers quickly recalibrate the human-in-the-loop instructions, ensuring your evaluation parameters evolve alongside your model.
Do you offer pilot programs for GPT-5.2 GDPval benchmarks?
Yes, we strongly encourage pilot phases. A pilot allows us to validate the rubric, calibrate the model-as-judge baselines, and align our expert raters with your specific safety and capability definitions before scaling up to massive prompt volumes.
Who owns the generated evaluation data?
You maintain 100% ownership. We guarantee full IP provenance and 0% copyright risk on collected or evaluated data. Abaka AI serves exclusively as your data partner—your evaluation results are never resold, repurposed, or shared with third parties.
What platform do you use for human evaluation?
We utilize Abaka Forge, our proprietary, all-in-one platform for collection, cleaning, and annotation. It leverages large-model automation to accelerate workflows by up to 50x, seamlessly handling multi-turn RLHF, visual QA, and complex agentic tool-calling evaluations.
Is there a minimum volume requirement for benchmarking engagements?
We support projects of various sizes, from specialized red-teaming sprints to massive, ongoing safety audits. Whether you need an acute review of specific defensive coding capabilities or a continuous multi-axis evaluation pipeline, we scale our resources to fit your exact requirements.