Access our global network of over 1M vertically specialized annotators, engineers, and scholars to accelerate your advanced AI and machine learning pipelines.
Building frontier foundation models requires more than basic crowdsourced labeling; it demands profound subject matter expertise. When AI teams fail to secure highly qualified talent for specialized tasks like Lean4 math, medical reasoning, or complex legal analysis, the cost of inaction is severe. Quality degrades rapidly, hallucination rates spike by up to 40%, and multi-million dollar training runs yield unusable models. Finding, vetting, and managing top-tier professionals internally can easily delay your product roadmap by 12 to 16 weeks.
That is why leading research labs and enterprise AI teams turn to Abaka AI. By partnering with us to hire domain experts for AI, you bypass the traditional recruitment friction and tap into a curated scholar network of over 1 million professionals across 50+ countries. Whether you need embedded talent for algorithm development or a project-based team for high-level reasoning, we deliver 99% accuracy, zero copyright risk, and fully managed workflows.
Generalist labelers cannot effectively grade complex coding, advanced mathematics, or specialized medical reasoning. Without true domain experts, data accuracy drops below 80%, severely compromising model reliability, increasing alignment failure rates, and degrading core capabilities.
Scaling specialized talent is incredibly difficult. Most internal recruitment teams hit a volume wall after hiring just 10-15 PhDs or experts. This stalls critical RLHF and evaluation phases, limiting your annotators to a fraction of the necessary 500 files/day throughput.
Managing global talent involves navigating a maze of regional labor laws, NDAs, and data security protocols. Failing to implement SOC 2, ISO 27001, and GDPR compliant workflows exposes your proprietary intellectual property to massive legal and operational risks.
Deploy top-tier scholars to generate and evaluate complex mathematical reasoning. Our experts handle competition-grade IMO/IPhO problems and formalize proofs using Lean4, ensuring your reasoning models achieve exceptional accuracy and robust logical capabilities.
Hire domain experts for AI who are seasoned software engineers. They specialize in multi-language code generation, debugging, red-teaming, and evaluating LLM outputs for defensive coding practices, driving advanced instruction following in agentic AI.
Utilize certified healthcare professionals to annotate and validate complex medical datasets. From clinical trial data extraction to medical visual question answering, our domain experts ensure precision, safety, and strict compliance with global data handling principles.
Empower your scientific AI with post-docs and researchers in chemistry and biology. Our experts annotate molecular structures, protein folding dynamics, and complex scientific literature, reducing your team's preprocessing time by up to 70%.
Access experienced legal professionals for the precise annotation of contracts, case laws, and compliance documents. They provide nuanced evaluation for legal LLMs, ensuring that specific terminologies and regulatory frameworks are accurately represented.
Train culturally aware translation and sentiment models with native-speaking experts from over 50 countries. Our linguistic scholars refine instruction following and reduce bias across diverse regional languages and dialects globally.
Integrate domain experts adept in 3D point cloud analysis and video spatial reasoning. They build custom RL environments and validate LiDAR sensor fusion data to safely train your next-generation autonomous systems and robotics.
Embed subject matter experts directly into your evaluation pipelines. They systematically probe your models across alignment, bias, and factuality dimensions using a rigorous 6-dim framework to guarantee frontier AI safety.
Skip the agonizing 12-week internal recruitment cycle. We rapidly deploy fully vetted, project-ready scholars and domain experts so you can commence RLHF, annotation, and model evaluation in just days.
Eliminate the massive overhead of full-time specialized hires, benefits, and HR infrastructure. Our flexible engagement models allow you to pay per hour for exact expertise, drastically reducing your operational expenditures.
We operate with strict SOC 2, ISO 27001, and GDPR compliance within segregated secure pipelines. Our process guarantees 0% copyright risk and full IP provenance, protecting your proprietary models.
Scale your specialized workforce instantly. Whether you need 5 Lean4 mathematicians today or 500 clinical data annotators next month, our network of 1M+ professionals dynamically matches your evolving demands.
Access a global scholar network spanning automobile, science, business, law, and languages. You get authentic, nuanced human intelligence rather than low-quality, crowdsourced generalist approximations.
By offloading talent sourcing and data pipeline management to Abaka AI, your core engineering teams can stay hyper-focused on algorithm development, significantly accelerating your path to deploying frontier models.
Hire domain experts for AI to elevate your autonomous driving programs. Our specialized annotators accurately label road lanes at $3/km, evaluate LiDAR + camera fusion, and refine spatial reasoning models. By embedding dedicated talent, Tier-1 programs ensure their navigation algorithms adhere to the highest safety and precision standards in the dynamic automotive landscape.
Empower your frontier models with top-tier human intelligence. Our scholar network provides rigorous RLHF, complex math reasoning, and creative writing evaluations. By embedding specialized talent directly into your loop, we help foundation model labs drastically reduce hallucination rates, perfect instruction following, and achieve robust safety guardrails.
Accelerate robotic agent training with experts in 3D/4D point cloud annotation and RL environment design. We deploy specialized engineers who understand the physical nuances of embodied AI, ensuring your models flawlessly interpret real-world spatial data for advanced human-computer interaction and seamless automated operations.
Train medical AI safely with our certified healthcare domain experts. From interpreting complex medical imaging to extracting critical data from clinical trial documents, our professionals provide 99% accuracy. We maintain strict compliance, ensuring your sensitive healthcare datasets are handled with the utmost security and precision.
Transform retail experiences by hiring experts who understand consumer behavior and inventory dynamics. Our specialists annotate product imagery, refine recommendation algorithms, and train sentiment analysis models on customer interactions. This highly contextual data empowers your AI to drive personalization and optimize the global supply chain.
Secure your financial AI deployments with vetted professionals specializing in business and legal analysis. Our domain experts evaluate complex financial documents, train fraud detection algorithms, and assess risk models. They deliver the nuanced understanding required to navigate strict regulatory environments and complex market data securely.
Enhance your geospatial AI mapping and satellite imagery analysis with seasoned GIS experts. Our talent meticulously annotates topological features and urban infrastructure, supporting disaster response planning and environmental monitoring. They provide the precise ground-truth data necessary to train highly accurate, location-aware models.
Deploy cleared, specialized experts for critical security and defense AI applications. Our domain experts provide precise red-teaming, defensive coding evaluations, and threat detection model training. Operating within highly secure, segregated pipelines, they ensure your strategic AI assets remain robust, uncompromised, and perfectly aligned.
Optimize industrial automation and precision agriculture with experts who understand biological and mechanical systems. Our professionals annotate drone imagery for crop health, analyze IoT sensor data, and train predictive maintenance models. Their deep domain knowledge ensures your AI solutions drive significant real-world efficiency and yield improvements.
We consult with your engineering team to define exact project requirements, modalities, and compliance needs. We then instantly query our global network of 1M+ professionals to match you with the precise domain experts required for your AI.
Your selected domain experts are onboarded into our secure Abaka Forge platform or your internal tools. We conduct rigorous pilot tasks, calibrate grading rubrics, and align the experts perfectly with your proprietary model evaluation standards.
Full-scale data annotation, RLHF, or evaluation commences. Our experts deliver up to 500 files/day per annotator while operating under strict NDAs and ISO 27001 compliant, segregated pipelines to ensure absolute IP security and provenance.
We enforce a multi-layer QA protocol managed by senior scholar-grade reviewers. This guarantees that all advanced reasoning, coding, and specialized evaluations consistently meet our strict 99% accuracy threshold throughout the project's lifecycle.
We provide weekly detailed reporting on throughput, accuracy metrics, and qualitative insights. As your project evolves, we dynamically scale your dedicated workforce up or down, ensuring you always have the right experts at the right time.
Our global network of domain experts leverages the Abaka Forge platform to process complex data across every modality. We ensure exceptional precision for your frontier AI, regardless of format.
| Modality | Annotation Types | Tools | Output Formats |
|---|---|---|---|
| Text | Reasoning CoT, Creative Writing Eval, STEM QA | Abaka Forge | JSON, JSONL, CSV |
| LLM RLHF | Red Teaming, Factuality Checks, Alignment | Abaka Forge | JSON, Parquet, Arrow |
| Image | Dense Captioning, Interleaved QA, Bounding Boxes | Abaka Forge | COCO, Pascal VOC, YOLO |
| Video | Spatial Reasoning, Action Recognition, Tracking | Abaka Forge | MP4, JSON, CSV |
| 3D/4D Point Cloud | Semantic Segmentation, Cuboids, Sensor Fusion | Abaka Forge | PCD, JSON, OBJ |
| LiDAR + Camera fusion | Lane Marking, Object Tracking, Depth Estimation | Abaka Forge | JSON, ROSbag, CSV |
| Audio | Multilingual TTS, Sentiment Analysis, Transcription | Abaka Forge | WAV, MP3, TextGrid |
A frontier model lab was building a next-generation foundational model with strong reasoning capabilities, but their internal team hit a severe bottleneck. Relying on crowdsourced labelers resulted in high error rates on advanced mathematical equations and complex coding tasks. The lack of true subject matter experts led to a 30% increase in model hallucinations and stalled their critical RLHF pipeline, threatening their quarterly release schedule.
The lab partnered with Abaka AI to instantly hire domain experts for AI. We deployed a curated, project-based team of 150 top-tier scholars, including post-docs in mathematics, Lean4 experts, and senior software engineers. Operating via Abaka Forge under strict SOC 2 compliance, these specialists systematically evaluated advanced CoT reasoning, engaged in rigorous multi-layer QA, and red-teamed the model's defensive coding outputs.
By embedding our specialized talent, the lab rapidly overcame their volume walls and eliminated data quality decay. They successfully reduced preprocessing time by 70% while pushing annotator throughput to a consistent 500 files/day. Ultimately, the partnership secured 99% accuracy across complex STEM datasets, allowing the frontier lab to launch their reasoning model safely and two weeks ahead of schedule.
When we needed to hire domain experts for AI to handle our advanced math reasoning datasets, Abaka AI delivered perfectly. Their Lean4 experts and post-docs provided the exact level of rigor we required, dramatically reducing our hallucination rates.
The ability to instantly scale up specialized engineering talent for our RLHF pipelines was a lifesaver. Abaka AI's team seamlessly integrated with our operations, maintaining 99% accuracy while strictly adhering to our complex compliance needs.
Finding qualified medical experts to evaluate our healthcare models seemed impossible until we found Abaka AI. Their scholar network provided certified professionals who completely transformed the reliability and safety of our AI products.
Abaka AI's dedicated defensive coding experts and red-teamers are unparalleled. They systematically audited our agentic models, ensuring robust tool calling and execution. Truly a trustworthy data partner for any serious AI team.
We maintain a curated global network of over 1 million vertically specialized annotators, scholars, and engineers spanning more than 50 countries. When you partner with Abaka AI, you don't just get crowdsourced click-workers; you hire domain experts for AI who bring profound subject matter expertise across mathematics, coding, medicine, and law, ensuring your frontier models are trained on the absolute highest quality human intelligence.
We secure your proprietary data with SOC 2, ISO 27001, and GDPR compliant workflows, utilizing entirely segregated secure pipelines and strict NDAs.
We are your trustworthy data partner. Your data is exclusively yours. We never repurpose your IP and never build models that compete with you.
Through our rigorous multi-layer QA processes and reliance on top-tier scholars, we consistently deliver 99% accuracy across complex evaluations, red-teaming, and specialized dataset annotation.
Whether you require embedded talent for long-term algorithm development or a project-based squad for an immediate RLHF sprint, we offer highly elastic scalability to match your exact needs.
Our experts seamlessly leverage the Abaka Forge platform to accelerate collection, cleaning, and evaluation. By combining human intelligence with large-model automation, we can process all data types—from 3D point clouds to complex text reasoning—up to 50x faster.
Evaluate the Present. Guardrail the Future. Partner with Abaka AI to secure the highest quality human intelligence for your frontier models.
