Human Intelligence for
AI Model Training Data Services

Accelerate your frontier AI development with globally sourced, rigorously vetted training data crafted by over 1,000,000 domain experts across 50 countries.

Building state-of-the-art models requires massive volumes of pristine data, but in-house teams quickly hit a wall. When relying on crowdsourced or unverified inputs, developers face up to a 70% increase in preprocessing time and unacceptable quality decay. Poor AI model training data services lead to cascading errors, biased outputs, and stalled deployments. If your training data lacks expert validation or domain-specific nuance, your model will fail at edge cases, costing millions in wasted compute cycles and delaying your time-to-market by weeks or even months. The cost of compromised data is a compromised model.

Abaka AI transforms this bottleneck into a competitive advantage by delivering scholar-grade AI model training data services tailored to your exact specifications. By leveraging our network of over 1M vertically specialized annotators and our proprietary Abaka Forge platform, we guarantee 99% accuracy across complex domains like mathematics, coding, and spatial reasoning. We eliminate copyright risks and compliance friction through SOC 2 and ISO 27001 certified, segregated pipelines. Whether you are training foundational LLMs or developing embodied robotics, our tailored data solutions ensure your models perform flawlessly in real-world scenarios.

The AI Model Training Data Bottleneck

01

Quality Decay

Scaling data operations often forces a compromise on precision. Without rigorous oversight, datasets suffer from up to a 40% error rate in complex reasoning tasks, poisoning the training pipeline. Subpar inputs inherently degrade model outputs, requiring extensive, costly retraining cycles to correct foundational flaws.

02

Volume Walls

Frontier models demand petabytes of nuanced information, yet internal teams max out at minimal throughput. Attempting to manage this internally results in weeks of delays. You need a data partner that can consistently deliver massive scale—up to 500 files per day per annotator—without missing a beat.

03

Compliance Friction

Acquiring real-world data introduces massive copyright, privacy, and regulatory hurdles. Without strict data provenance, your model risks severe legal exposure. Navigating GDPR, CCPA, and SOC 2 requirements requires specialized infrastructure to guarantee a 0% copyright risk while maintaining fully segregated and secure pipelines.

01

Text and NLP Data Sourcing

Scale your large language models with diverse, high-quality text datasets. We support multilingual translation, sentiment analysis, instruction following, and creative writing tasks. Our specialized linguists ensure culturally nuanced, contextually accurate data for robust chatbot and LLM training.

02

LLM RLHF and Model Alignment

Align your AI with human values through our expert RLHF capabilities. We deploy scholar-grade annotators for complex reasoning, defensive coding, and factual accuracy. Ensure your frontier models prioritize safety, minimize bias, and strictly adhere to prompt guidelines.

03

Advanced Computer Vision Labeling

Empower your autonomous systems and retail AI with pixel-perfect visual data. Our teams expertly handle dense captioning, interleaved images, bounding boxes, and object tracking for massive video and image datasets, accelerating preprocessing times by up to 70%.

04

3D & Sensor Fusion Data

Train the next generation of robotics and autonomous vehicles with precise 3D/4D point cloud and LiDAR + camera fusion data. Our teams accurately annotate complex spatial environments, road lanes, and indoor scenes, directly supporting embodied AI and spatial reasoning.

05

Custom 360° Data Collection

Overcome data scarcity with on-demand custom capture pods. We gather real-world text, image, video, IoT sensor, and LiDAR data tailored precisely to your geographic and demographic requirements, delivering fully timestamped, tagged, and pre-filtered assets.

06

Model Evaluation & Red Teaming

Expose vulnerabilities before deployment with our comprehensive model evaluation framework. We test across 6 dimensions, including robustness, bias, and tool calling capabilities. At just $8 per evaluation, our red teaming guarantees a safer, more reliable enterprise AI release.

07

Scholar-Grade Domain Expertise

Tackle highly specialized subjects requiring advanced degrees. From lean4 mathematics and competitive programming to intricate medical AI and legal reasoning, our expert annotators deliver competition-grade accuracy for the most challenging STEM and humanities tasks.

08

Proprietary Data Platform

Streamline collection, cleaning, and annotation with Abaka Forge. Leveraging large-model automation, our all-in-one platform accelerates data processing up to 50x faster. Seamlessly integrate your custom pipelines while tracking full IP provenance and quality assurance metrics.

Why Outsource AI Model Training Data Services

01

Faster Delivery

Bypass the months spent recruiting, training, and managing internal annotation teams. By tapping into our established global workforce and Abaka Forge automation, your raw unstructured data transforms into production-ready assets in a fraction of the time, dramatically reducing your model's time-to-market.

02

Direct Savings

Eliminate the overhead of maintaining an expansive in-house data operations department. Pay exactly for what you need with clear, per-hour or per-unit pricing—such as $18/hr for LLM Math/Coding. Optimize your AI budget while securing best-in-class data quality.

03

Risk Reduction

Protect your intellectual property with a trusted partner that never builds competing models. Our SOC 2 and ISO 27001 certified facilities, fully segregated pipelines, and strict NDAs guarantee 0% copyright risk and absolute security for your most sensitive AI initiatives.

04

Elastic Scalability

AI development cycles are highly variable, requiring massive bursts of data labeling followed by lulls. We offer on-demand scalability to match your exact throughput requirements. Seamlessly ramp up to thousands of annotators instantly, then scale down just as easily.

05

Domain Expertise

Stop relying on general crowdsourcing for specialized problems. We match your data requirements with highly vetted experts across fields like automobile engineering, science, business, and law. Guarantee 99% accuracy on your most complex reasoning, biology, and chemistry tasks.

06

Innovation Velocity

Free your core machine learning engineers to focus on algorithm development and architecture optimization. By outsourcing data collection and annotation, your technical team maintains their momentum, driving frontier AI innovation rather than managing tedious data pipelines.

Industries We Serve

Automotive

Accelerate autonomous driving with highly precise LiDAR + camera fusion, road lane annotations (at $3/km), and 3D point cloud tracking. We provide the spatial reasoning data needed for safe, reliable autonomous navigation.

GenAI / Foundation Models

Fuel the next generation of foundational LLMs with scholar-grade instruction following, RLHF, and multi-turn reasoning data. We ensure perfect model alignment and capabilities for coding, math, and creative writing.

Embodied AI / Robotics

Deliver critical spatial and physical context for robotic agents. We design custom RL environments and meticulously annotate 3D indoor scenes (at $100/scan) to enable seamless human-robot interaction and navigation.

Healthcare

Securely process complex medical and biological AI datasets. Leveraging domain experts in medicine, we provide high-fidelity annotations for diagnostic imaging and clinical reasoning while strictly adhering to rigorous data security standards.

Retail

Enhance customer experiences and inventory management with comprehensive image and video tracking data. We accurately label dense store environments and consumer behavior patterns to drive computer vision models in smart retail spaces.

Finance

Improve fraud detection, risk modeling, and trading algorithms. Our specialized annotators accurately classify sensitive financial documents, transactional patterns, and business data inside strictly segregated, SOC 2 compliant pipelines.

Geospatial

Process massive satellite imagery and geographic datasets. We apply detailed bounding boxes and semantic segmentation to track environmental changes, urban development, and agricultural mapping with pixel-perfect accuracy.

Security / Defense

Enhance situational awareness with rigorous data collection and model evaluation. We provide defensive coding checks, red teaming, and robust video spatial reasoning datasets to ensure mission-critical systems operate flawlessly.

Agriculture / Industrial

Automate industrial inspections and precision farming. We annotate vast quantities of IoT sensor data, drone footage, and real-world captures to train models capable of identifying crop health and manufacturing defects.

How It Works

1) Day 0–3 — Scoping & Calibration

We define your AI model training data services needs, mapping out data sources, specialized annotator requirements, and precise guidelines. We conduct initial calibration batches to align our experts with your exact quality standards.

2) Week 1–2 — Pipeline Integration

Our team establishes secure, segregated pipelines within the Abaka Forge platform. We integrate your specific formats and deploy our custom large-model automation to ensure processing speeds up to 50x faster than traditional methods.

3) Week 2–3 — Accelerated Annotation

Our vetted domain experts begin full-scale annotation and RLHF. We achieve a throughput of up to 500 files per day per annotator, ensuring massive data sets are processed with our guaranteed 99% accuracy.

4) Ongoing — Quality Assurance

Continuous model-as-judge and human evaluation loops maintain strict quality control. We monitor performance across 6 dimensions, executing red teaming and bias audits to ensure data remains perfectly aligned with your goals.

5) Weekly — Delivery & Optimization

Receive structured, pre-filtered, and tagged dataset deliveries every week. We hold regular review sessions to optimize guidelines, implement fast change requests, and scale the workforce elastically as your model requirements evolve.

Modality & Format Coverage

We process all major data types through the unified Abaka Forge platform. From intricate text reasoning to dense 4D sensor fusion, our comprehensive modality coverage ensures your frontier models receive precisely formatted, production-ready inputs.

ModalityAnnotation TypesToolsOutput Formats
TextInstruction Following, RLHF, Translation, Sentiment AnalysisAbaka ForgeJSON, JSONL, CSV, XML
LLM RLHFReward Modeling, Factuality QA, Defensive Coding, Math CapabilitiesAbaka ForgeJSONL, Parquet, TXT
ImageBounding Boxes, Dense Captioning, Semantic Segmentation, Interleaved ImagesAbaka ForgeJPG, PNG, COCO, YOLO
VideoObject Tracking, Spatial Reasoning, Action RecognitionAbaka ForgeMP4, AVI, JSON
3D/4D Point Cloud3D Bounding Boxes, Scene Segmentation, Object TrackingAbaka ForgePCD, BIN, JSON
LiDAR + Camera fusionSensor Calibration, Road Lane Annotation, Spatial MappingAbaka ForgeROS Bag, JSON, CSV
AudioTranscription, Multilingual TTS, Sentiment Analysis, Speaker DiarizationAbaka ForgeWAV, MP3, JSON

Success Story

A frontier model lab

A frontier model lab required highly complex AI model training data services to upgrade their latest foundational model. They needed tens of thousands of advanced mathematics and coding prompts verified for a critical release. Relying on their internal team proved too slow, and standard crowdsourcing yielded an unacceptable error rate in multi-turn reasoning and competitive programming tasks. The lab faced a severe bottleneck, risking a delayed launch and compromised model performance due to poor data.

Abaka AI rapidly deployed a dedicated pod of scholar-network experts, specializing in STEM and computer science. Utilizing the Abaka Forge platform, we established a secure, SOC 2 compliant pipeline to manage the proprietary prompts. Our team executed rigorous RLHF and multi-layer QA, carefully evaluating math capabilities and defensive coding. By leveraging large-model automation to streamline formatting, our human annotators could focus entirely on verifying logic, ensuring pristine accuracy across the complex datasets.

The project was delivered weeks ahead of schedule, drastically reducing the lab's preprocessing time by 70%. Our expert annotators maintained a strict 99% accuracy rate across all advanced coding and mathematics tasks. The pristine AI model training data directly improved the lab's benchmark scores, ensuring a highly successful and safe frontier model deployment without any copyright risk.

99%
Accuracy Rate on Math/Coding
70%
Preprocessing Time Reduction
0%
Copyright Risk

By the Numbers

2019
Founded — trustworthy data partner for frontier AI
1,000+
Enterprise and research customers worldwide
1M+
Vertically specialized annotators in 50+ countries
50x
Faster processing via large-model automation

What Customers Say

Abaka AI provided the most accurate AI model training data services we have ever utilized. Their ability to source true domain experts for our complex biological reasoning tasks completely transformed our foundational model's capabilities and safety benchmarks.

Director of Applied MLEnterprise Healthcare AI Company

Scaling our autonomous driving data was seamless with Abaka. At $3/km for road lane annotation, their LiDAR and camera fusion work is highly accurate. They deliver massive volumes on time, completely eliminating our internal data bottlenecks.

Head of Autonomous SystemsTier-1 Autonomous Driving Program

The red teaming and RLHF from Abaka AI are unmatched. Their strict compliance and fully segregated pipelines gave us the confidence to handle sensitive data securely. Our model alignment has never been stronger.

Lead AI ResearcherFrontier Model Lab

Using the Abaka Forge platform reduced our preprocessing time by over 70%. Their transparent pricing and elastic scalability allowed us to optimize our budget while securing best-in-class multi-modal data for our new agentic AI.

VP of EngineeringEnterprise Robotics Company

Why Choose Abaka

01

Unmatched Human Intelligence for Frontier AI

Abaka AI stands apart by offering true human intelligence paired with advanced automation. We provide AI model training data services through a global network of over 1M vertically specialized annotators, delivering 99% accuracy on the most complex STEM, coding, and spatial reasoning tasks. With Abaka Forge, we integrate data collection, cleaning, and annotation into one unified platform, significantly accelerating your path to production while completely eliminating copyright risks.

02

Self-Funded & Profitable

We operate with no VC or acquisition pressure. Your data is never repurposed, resold, or used to build models that compete with yours.

03

Strict Security Compliance

Our facilities are SOC 2, ISO 27001, GDPR, and CCPA compliant, featuring fully segregated pipelines and strict NDAs for total data protection.

04

Scholar-Grade Network

We match your needs with real experts. Access advanced degree holders in medicine, law, automobile engineering, and mathematics for competition-grade data accuracy.

05

Transparent Real Pricing

No hidden fees. We offer clear pricing like $18/hr for LLM Math/Coding, $8/eval for Red Teaming, and $0.20 per Abaka Forge credit.

06

End-to-End Multimodal Mastery

From complex 4D point clouds for embodied AI to intricate RLHF text environments, our unified approach handles all data modalities. Our custom capture pods and scalable talent seamlessly adapt to your frontier model's evolving requirements.

Frequently Asked Questions

How much do your AI model training data services cost?
We offer highly transparent, per-hour or per-unit pricing depending on the task complexity. For instance, LLM Math and Coding annotation is $18/hr, STEM Generalist work is $12/hr, and Image Editing is $8/hr. For automated processing via Abaka Forge, credits are just $0.20 USD each. We also offer specific per-unit rates, such as $3/km for road lane annotations and $8/eval for Red Teaming.
How quickly can you scale up a new data annotation project?
Our elastic workforce allows for incredibly rapid scaling. Within Day 0–3, we complete scoping and calibration. By Week 1–2, we integrate your pipeline and begin deployment. We can easily scale up to thousands of highly vetted annotators to handle massive volumes, achieving maximum throughputs of up to 500 files per day per annotator without sacrificing our 99% accuracy guarantee.
What data modalities and output formats do you support?
We offer comprehensive modality coverage including Text, Image, Video, Audio, 3D/4D Point Cloud, LiDAR + Camera fusion, and LLM RLHF. Utilizing the Abaka Forge platform, we deliver in widely accepted output formats such as JSON, JSONL, CSV, XML, Parquet, COCO, YOLO, and ROS Bag, seamlessly integrating into your frontier model's existing training pipeline.
How do you ensure data quality and accuracy?
Quality is our top priority. We employ a rigorous multi-layer QA process, leveraging both model-as-judge automated evaluations and human-in-the-loop verification. By utilizing our scholar-grade network of domain experts for complex tasks, we consistently maintain a 99% accuracy rate. Regular calibration batches and continuous feedback loops ensure your exact guidelines are met flawlessly.
Is my proprietary training data secure?
Absolutely. We adhere to the strictest enterprise security standards, including SOC 2, ISO 27001, GDPR, and CCPA compliance. All data is processed within fully segregated, secure pipelines. We operate under strict NDAs and guarantee full IP provenance, ensuring there is a 0% copyright risk on collected data and your intellectual property remains protected.
Do you offer multilingual AI model training data services?
Yes, we provide extensive multilingual support. Our global network spans over 50 countries, offering native speakers and trained linguists for highly nuanced text translation, audio transcription, multilingual TTS (at $7/hr), and culturally aware sentiment analysis. This ensures your foundation models perform accurately across diverse global demographics and languages.
Why choose Abaka AI over crowdsourcing platforms?
Unlike standard crowdsourcing platforms that suffer from high error rates and quality decay, Abaka AI acts as a trustworthy data partner for frontier AI. We utilize rigorously vetted, vertically specialized annotators—not random gig workers. Furthermore, we are self-funded and profitable; we never build models that compete with you, ensuring your data is exclusively yours and never resold.
How do you handle changes in annotation guidelines mid-project?
AI development is highly iterative, and we embrace agility. We hold weekly review sessions to analyze edge cases and update guidelines. Because we manage dedicated pods of annotators and utilize the flexible Abaka Forge platform, we can implement fast change requests seamlessly, instantly recalibrating the team without halting your overall project momentum.
Can we run a pilot project before committing to a massive dataset?
Yes, we highly encourage pilot projects. During the initial Scoping & Calibration phase (Day 0–3), we run tailored calibration batches to process a subset of your data. This allows you to evaluate our 99% accuracy, verify the output formatting from Abaka Forge, and ensure our domain experts perfectly understand your specific requirements before scaling up.
Who owns the data once it is collected or annotated?
You retain 100% ownership of all provided and custom-collected data. We guarantee full IP provenance and zero copyright risk. We enforce a strict policy: your data is exclusively yours. It is never repurposed, resold, or shared across other client projects, granting you complete peace of mind over your proprietary AI assets.
Do we need to use our own annotation tools?
No, you do not need to provide your own tooling. We leverage our proprietary Abaka Forge platform, an all-in-one solution for collection, cleaning, annotation, and training. It accelerates processing by up to 50x using large-model automation. However, if you have specialized internal tools, our engineering team can adapt and integrate with your existing infrastructure.
Is there a minimum project size for your data services?
We support projects of all sizes, from highly specialized, low-volume reasoning tasks (like Lean4 mathematics at $15/unit) to massive, multi-petabyte real-world capture deployments. Our elastic scalability means we can start with a targeted subset and seamlessly ramp up to enterprise-scale volumes as your model training requirements grow.

Ready to Get Started?

Scale your AI model training data services with our global network of domain experts. Label the Present. Train the Future.