How much does a typical RLHF services engagement cost?
Pricing for our RLHF services varies based on the complexity and domain expertise required for your specific alignment campaign. Because we utilize an elite scholar network rather than generic crowdsourcing, our rates reflect the high quality of human intelligence provided. For example, specialized LLM Math and Coding evaluations are priced at $18/hr, while STEM Generalist ranking is available at $12/hr. We also offer highly targeted tasks such as Red Teaming at $8/eval and Creative Writing evaluation at $6/eval. These transparent, predictable costs ensure you achieve scalable, scholar-grade model alignment without unpredictable budget overruns.
How fast can you scale up an RLHF data annotation team?
Speed is critical in frontier AI development, and our vast global network allows us to scale with unmatched velocity. We typically complete scoping, platform setup on Abaka Forge, and strict security isolation within the first 3 days. By Week 1, we aggressively onboard and test specialized annotators from our 1M+ global workforce. Depending on the complexity of your domain, a fully calibrated team can be operational and delivering high-throughput human feedback—capable of up to 500 files per day per annotator—in as little as 10 to 14 days, drastically reducing your standard preprocessing time.
Which data modalities and output formats do you support for model alignment?
Abaka AI supports an extensive range of data modalities essential for training the latest generation of foundational models. Our specialized teams seamlessly process complex Text, advanced LLM RLHF code, Interleaved Images, Video spatial reasoning, 3D/4D Point Clouds, Audio, and bespoke LiDAR sensor data. Through the highly versatile Abaka Forge platform, we deliver your perfectly aligned, high-fidelity preference data in universally compatible output formats, including JSON, JSONL, Parquet, CSV, and Hugging Face Dataset structures, ensuring completely frictionless integration into your existing AI training and deployment pipelines.
How do you ensure 99% accuracy in complex reasoning or math evaluations?
Achieving exceptional accuracy on complex STEM tasks requires true domain expertise, not generic crowdsourcing. We exclusively deploy pre-vetted professionals from our elite scholar-network—individuals with proven proficiency in fields like advanced mathematics, software engineering, and the sciences. Furthermore, we implement a rigorous, multi-layer quality assurance framework directly within Abaka Forge. This includes systematic model-as-judge preliminary passes, peer-reviewed human evaluation, and continuous rubric calibration with your internal AI engineering teams. This structured, exhaustive oversight process consistently guarantees our stringent 99% accuracy rate across all intricate reasoning and coding alignments.
Is my proprietary enterprise data secure during the RLHF process?
Yes, data security and IP protection are our highest priorities as a trustworthy RLHF services company. We operate under strict SOC 2, ISO 27001, GDPR, and CCPA compliance frameworks. All alignment campaigns are executed through fully segregated, highly secure data pipelines to prevent any cross-contamination. We enforce ironclad NDAs across our entire global workforce and guarantee full IP provenance, resulting in 0% copyright risk. Most importantly, Abaka AI never builds internal foundational models that compete with our clients, meaning your proprietary data is exclusively yours and never repurposed.
Can you provide RLHF services for non-English foundational models?
Absolutely. Global AI deployment requires deep cultural and linguistic nuance that automated translation simply cannot provide. We manage a vast, highly diverse workforce distributed across more than 50 countries, granting us access to native-speaking domain experts in dozens of languages. Our multilingual human feedback services ensure that your generative models accurately grasp regional idioms, precise context, and cultural sensitivities. This extensive localized expertise severely penalizes translation hallucinations and ensures your AI solutions deliver universally safe, culturally resonant interactions for a globally diverse enterprise user base.
How does Abaka AI differ from generic crowdsourcing annotation platforms?
Generic crowdsourcing platforms focus purely on high-volume, low-skill micro-tasks, which invariably leads to catastrophic quality decay when evaluating advanced frontier models. Abaka AI fundamentally differs by providing targeted, high-fidelity human intelligence. We rely on an elite scholar-network of specialized professionals—engineers, doctors, and mathematicians—capable of evaluating deeply technical prompts. Additionally, as a profitable, self-funded partner free from VC acquisition pressure, we prioritize long-term trust over rapid metrics. We combine this unparalleled domain expertise with the immense large-model automation power of Abaka Forge to deliver superior, secure alignment.
What happens if we need to adjust our evaluation rubrics mid-project?
Foundational model training is highly iterative, and we fully expect evaluation criteria to evolve as your AI systems advance. Our engagement model is built for absolute elasticity and agile responsiveness. If you need to refine instruction-following rubrics, alter tone requirements, or shift focus toward emerging adversarial red teaming, we can rapidly recalibrate our annotator guidelines. During our mandatory weekly syncs, your engineering team can mandate immediate workflow adjustments, which are then seamlessly cascaded through the Abaka Forge platform to our specialized workforce without disrupting overall data delivery timelines.
Do you offer a pilot program before committing to a massive RLHF campaign?
Yes, we strongly recommend initiating our partnerships with a tightly controlled pilot campaign. During this initial Phase 1, typically spanning Weeks 2 and 3 of engagement, we process a representative batch of your complex multimodal or text-based prompts. This allows your internal ML team to deeply audit our domain experts' evaluations, ensuring our preference rankings perfectly mirror your strict safety and factuality standards. Once the pilot dataset is fully validated and you are completely confident in our 99% accuracy delivery, we dynamically scale the operation for high-throughput.
Who ultimately owns the preference data and reward models generated?
You retain absolute, unquestionable ownership of all preference data, metadata, and resultant reward models generated during our engagement. Abaka AI operates strictly as your trusted human intelligence partner; we claim zero intellectual property rights over the processed datasets. Because we are a self-funded entity that deliberately abstains from building competing foundational AI models, there is no risk of your proprietary training data being covertly resold, repurposed, or leveraged for our internal benefit. Your intellectual property remains exclusively under your control within our highly secure, segregated pipelines.
Do we need to provide our own annotation tools for the feedback loop?
No, you do not need to provide or build custom internal tooling, which saves your team massive engineering overhead. All RLHF and data alignment workflows are conducted entirely within our proprietary Abaka Forge platform. Abaka Forge is an ultra-efficient, all-in-one suite designed specifically for collection, cleaning, and complex multimodal annotation. It natively supports sophisticated ranking interfaces, code evaluation environments, and interleaved image displays, utilizing large-model automation to speed up processing by 50x. However, if you require integration with specialized internal APIs, we can securely accommodate custom routing.
Is there a minimum volume requirement for an RLHF engagement?
While we are fully equipped to handle massive enterprise workloads generating tens of thousands of preference pairs weekly, we deliberately maintain highly flexible engagement models. We support agile startups and frontier labs alike, whether you require project-based sprints for a specific model launch or long-term, embedded talent for continuous alignment. Utilizing our Abaka Forge credits system—available at just $0.20 USD each—we ensure highly elastic scalability. We collaborate closely with you to design a custom engagement size that perfectly aligns with your current research budget and immediate technical bottlenecks.
