Human-Verified
AI Training Data Services

Power your frontier AI models with secure, highly accurate data pipelines sourced from 1M+ specialized experts globally with zero copyright risk.

Subpar training data creates massive downstream friction, stalling frontier model development and bloating budgets. When AI teams rely on uncurated, low-quality datasets, they face severe volume walls, hallucinations, and up to a 70% increase in model preprocessing time. The cost of inaction is measured in missed product launch windows, wasted compute cycles, and compounding compliance risks that can permanently derail AI initiatives.

Abaka AI eliminates these hurdles by delivering high-fidelity AI training data services scaled to your exact specifications. With over 1,000 enterprise customers, our self-funded platform ensures 99% data accuracy through strict human oversight and automated validation. We guarantee complete IP provenance and absolute security, allowing your team to focus exclusively on training the future of artificial intelligence.

The AI Training Data Bottleneck

01

Quality Decay

As models scale, the impact of poorly annotated data magnifies exponentially. Teams relying on generic crowd-workers often see accuracy rates plummet below 80%, leading to flawed foundational reasoning and costly retraining cycles that drain computing resources.

02

Volume Walls

Acquiring domain-specific data at an enterprise scale is extremely challenging. Frontier AI labs frequently hit hard limits when attempting to source thousands of specialized hours—like LLM Math and Coding—without suffering a massive drop in throughput or delivery speed.

03

Compliance Friction

The regulatory landscape is unforgiving. Feeding unverified, scraped web data into your pipelines introduces a 100% copyright risk. Managing strict SOC 2, ISO 27001, and GDPR compliance manually takes teams months, delaying critical model deployments.

01

360° Real-World Data Sourcing

Deploy on-demand custom capture pods to source highly specialized text, image, video, and IoT sensor data. We deliver pre-filtered, timestamped, and carefully tagged datasets that reduce your preprocessing time by up to 70% while guaranteeing absolute IP provenance.

02

Expert LLM RLHF and Labeling

Utilize our scholar-network of specialists in domains like Mathematics, Coding, Medicine, and Law. Our experts deliver up to 500 max throughput files daily with 99% accuracy, ensuring robust alignment and reasoning for complex foundation models and agents.

03

Advanced Multimodal Data Capture

From complex autonomous driving road lanes to highly detailed interleaved images, we provide precise collection and fusion of LiDAR, 3D Point Cloud, and video spatial reasoning data necessary for state-of-the-art embodied AI and robotics.

04

Off-the-Shelf AI Datasets

Instantly accelerate your timelines with our vast library of ready-to-use data. Whether you need multilingual TTS, CoT reasoning datasets, or 3D indoor scenes for medical AI, our extensive coverage gives you a reliable foundation for rapid model training.

05

Comprehensive Model Evaluation

Test your AI securely across our 6-dimension evaluation framework, including Accuracy, Bias Audits, and Tool Calling. We leverage Human Evaluation and Model-as-Judge to ensure your AI behaves reliably before entering live enterprise environments.

06

Adversarial AI Red Teaming

Guardrail the future by exposing vulnerabilities early. Our specialized talent proactively stress-tests your models against defensive coding threats and safety risks, delivering actionable benchmarks that solidify robust enterprise security.

07

Custom RL Environment Design

Bridge the gap between simulation and real-world execution. We design hyper-specific Reinforcement Learning environments for agent capability and Embodied AI, enabling sophisticated real-world interactions for robotics and industrial applications.

08

Embedded AI Talent and Teams

Scale your internal capabilities with our specialized project-based or long-term staff augmentation. From algorithm development to hands-on model training and engineering, our experts integrate smoothly on-site or remotely into your secure pipelines.

Why Outsource AI Training Data Services

01

Faster Delivery

Leveraging our integrated Abaka Forge platform automates time-consuming tasks. We drastically cut down standard data preparation cycles, allowing you to deploy clean, high-fidelity datasets into your training pipelines weeks ahead of schedule.

02

Direct Savings

Avoid the excessive overhead of recruiting, training, and managing massive in-house annotation teams. Our optimized workflows and fair pricing models allow you to strictly control budgets and shift capital towards critical computing resources and model innovation.

03

Risk Reduction

Protect your intellectual property with completely segregated secure pipelines. Our strict NDAs, SOC 2, ISO 27001, and GDPR compliance frameworks ensure your training data carries 0% copyright risk and is never used to build competing models.

04

Elastic Scalability

Easily adjust your data pipeline capacity based on your evolving project requirements. Whether you require a short burst of dense captioning or continuous LLM evaluation, our global network scales up instantly without compromising consistency.

05

Domain Expertise

Tap into an exclusive network of over 1M vertically specialized annotators across 50+ countries. Our talent pool includes advanced degrees in STEM, Medicine, Law, and Linguistics, delivering scholar-grade accuracy that standard crowd-working cannot match.

06

Innovation Velocity

By outsourcing the demanding mechanics of data collection and annotation, your elite AI engineers can focus exclusively on architectural breakthroughs and algorithmic improvements, massively accelerating your overall trajectory toward frontier AI capabilities.

Industries We Serve

Automotive

Fueling the next generation of autonomous driving, we provide precise road lane annotations at scale and robust LiDAR + Camera fusion datasets to ensure maximum safety and perception accuracy.

GenAI / Foundation Models

Powering frontier models with massive, high-quality text, reasoning, and multimodal datasets. We specialize in RLHF, instruction following, and rigorous red teaming to align foundational systems.

Embodied AI / Robotics

Empowering spatial reasoning and physical interaction through meticulously crafted 3D/4D point cloud data, custom RL environments, and accurate interleaved image annotations.

Healthcare

Accelerating medical AI innovation with strictly compliant data pipelines. From analyzing complex biological imaging to structuring clinical terminology, we deliver with absolute precision.

Retail

Enhancing customer experiences and inventory management through robust visual intelligence datasets, powering everything from checkout-free store perception to AI-driven virtual try-ons.

Finance

Ensuring secure, factually accurate financial AI models by evaluating complex reasoning, structured business data, and stringent compliance frameworks in rapidly shifting markets.

Geospatial

Decoding the physical world with highly accurate satellite and aerial imagery annotation. We provide the baseline data needed for climate modeling, urban planning, and logistics.

Security / Defense

Operating under the strictest NDAs and secure data handling protocols, we train robust threat-detection algorithms and resilient defensive coding models for critical infrastructure.

Agriculture / Industrial

Optimizing yields and manufacturing output through industrial IoT sensor fusion, drone imagery annotation, and defect detection datasets crafted for harsh real-world environments.

How It Works

1) Day 0–3 — Scoping & Compliance

We immediately execute strict NDAs and align on your precise AI training data requirements. Our team designs the overarching pipeline architecture, ensuring full SOC 2, ISO 27001, and GDPR compliance.

2) Week 1–2 — Sourcing & Sandbox

We tap into our network of 1M+ vertically specialized experts and initiate custom data capture pods. A targeted sample set is rapidly processed in the Abaka Forge to establish baseline accuracy and formatting.

3) Week 2–3 — Calibration & Scale

Based on your direct feedback, we fine-tune our human-in-the-loop workflows. Operations smoothly transition from the pilot phase to full-scale production, guaranteeing up to 500 files per day per annotator.

4) Ongoing — Continuous Delivery

High-fidelity, copyright-free datasets stream directly into your secure environments. Our multi-layer QA processes operate continuously, maintaining an uncompromising 99% accuracy standard at high volumes.

5) Weekly — Review & Refinement

Your dedicated account managers lead weekly syncs to review throughput, adjust labeling guidelines for edge cases, and adapt to any shifting requirements, guaranteeing your frontier AI evolves flawlessly.

Modality & Format Coverage

Our comprehensive data capabilities support complex multimodality, processing everything from raw text to rich sensor fusion with unparalleled precision and seamless format integration through the Abaka Forge platform.

ModalityAnnotation TypesToolsOutput Formats
TextSentiment Analysis, Translation, Entity ExtractionAbaka ForgeJSON, CSV, Parquet
LLM RLHFInstruction Following, CoT Reasoning, HLE QAsAbaka ForgeJSONL, HuggingFace Dataset
ImageDense Captioning, Image Editing, Interleaved ImagesAbaka ForgePNG, JPEG, COCO JSON
VideoSpatial Reasoning, Object Tracking, Action RecognitionAbaka ForgeMP4, Frame Sequences, XML
3D/4D Point Cloud3D Indoor Scenes, Object Segmentation, CuboidsAbaka ForgePCD, PLY, JSON
LiDAR + Camera fusionRoad Lane Tracing, Sensor Alignment, Object FusionAbaka ForgeROS Bags, Custom JSON, CSV
AudioMultilingual TTS, Transcription, Audio ClassificationAbaka ForgeWAV, MP3, Text Transcripts

Success Story

A frontier model lab

A frontier model lab required a massive injection of highly technical STEM and reasoning training data to align their next-generation reasoning engine. Relying on open-source datasets exposed them to severe copyright risks, and their existing crowd-sourcing solutions were generating accuracy rates below 75% on complex LLM Math and Coding evaluations, creating a major developmental bottleneck.

Abaka AI rapidly deployed an elite squad of scholar-grade annotators fluent in Lean4 mathematics and defensive coding. By leveraging the Abaka Forge platform, we integrated seamlessly with their secure environments to perform continuous RLHF and multi-layer QA. Our teams established a rigid, SOC 2 compliant pipeline that guaranteed strictly verified, human-crafted instruction following without any web-scraping vulnerabilities.

The lab completely eliminated their copyright risks while drastically accelerating their launch timeline. Our specialized talent achieved an unprecedented 99.5% accuracy rate on complex algorithmic reasoning evaluations. Model preprocessing time was reduced by 70%, allowing their core engineers to focus entirely on architectural breakthroughs, cutting overall data-preparation expenses significantly.

99%
Accuracy on reasoning tasks
70%
Reduction in preprocessing time
0%
Copyright risk on collected data

By the Numbers

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

What Customers Say

Abaka AI completely transformed our RLHF pipelines. Their scholar-network effortlessly handled our complex mathematical reasoning tasks with an accuracy that standard crowd-working platforms simply could not match.

Head of AlignmentFrontier Foundation Model Lab

The zero copyright risk guarantee is a massive relief for our compliance department. Their fully segregated, secure pipelines allow us to train aggressively while easily meeting stringent enterprise security standards.

VP of AI OperationsEnterprise Software Provider

We saw a 70% reduction in our preprocessing times almost immediately. The Abaka Forge platform streamlines everything from collection to final delivery, turning our massive data bottlenecks into a smooth, reliable engine.

Director of Machine LearningGlobal E-Commerce Brand

Their on-demand custom capture pods captured exactly the spatial reasoning data our embodied agents required. Working with Abaka AI gives us access to top-tier domain expertise at a truly elastic scale.

Chief AI ArchitectNext-Gen Robotics Lab

Why Choose Abaka

01

Uncompromising Human Intelligence

We believe the future of artificial intelligence relies entirely on the quality of human intelligence used to train it. That is why Abaka AI connects you directly to over 1 million vertically specialized annotators across the globe, providing scholar-grade accuracy for the most mathematically and structurally demanding datasets.

02

Zero Model Competition

Your intellectual property is sacred. We never build internal models that compete with you. Your data remains exclusively yours, completely segregated, and is never repurposed, resold, or shared.

03

Absolute Compliance

We operate under strict SOC 2, ISO 27001, GDPR, and CCPA standards. Our rigorous data sourcing ensures 0% copyright risk on all captured information.

04

Self-Funded & Profitable

Because we have no venture capital or acquisition pressure, we act as a truly reliable, long-term partner. We prioritize enduring client success over short-term financial engineering.

05

The Abaka Forge Platform

Experience up to 50x faster processing times via our large-model automation platform. The Forge handles everything from collection and cleaning to precise annotation.

06

Comprehensive Modality Support

Whether you need multilingual text evaluation, complex LiDAR and camera fusion for autonomous vehicles, or specific CoT reasoning tasks, our deep domain expertise covers the entire spectrum of frontier AI data services.

Frequently Asked Questions

What is your pricing model for AI training data services?
We offer highly transparent, fair pricing tailored to the complexity of your requirements. For example, LLM Math/Coding is priced at $18/hr, STEM Generalist tasks at $12/hr, Dense Captioning at $6/hr, and Road Lane annotation at $3/km. Our Abaka Forge platform credits are simply $0.20 USD each, ensuring cost predictability.
How quickly can you deliver labeled datasets?
Speed is a core advantage. We typically finalize scoping and compliance within Days 0–3, followed by rapid sandbox delivery in Weeks 1–2. Once calibrated, our elite annotators can output up to 500 files per day each, smoothly scaling up to provide continuous, high-volume delivery for your most ambitious timelines.
What data modalities and output formats do you support?
We cover every major AI modality including Text, Image, Video, 3D/4D Point Cloud, Audio, and LiDAR + Camera fusion. Our standard outputs are highly versatile, delivering perfectly structured data in JSON, CSV, Parquet, ROS Bags, or HuggingFace Datasets based entirely on your ingestion requirements.
How do you guarantee data accuracy at scale?
We maintain a strict 99% accuracy guarantee across all pipelines. This is achieved by combining our 1M+ network of highly credentialed domain specialists with multi-layer human-in-the-loop QA processes and the advanced validation tools built directly into the Abaka Forge platform.
Are your data collection pipelines secure and compliant?
Absolutely. Security is central to our operations. We strictly adhere to SOC 2, ISO 27001, GDPR, and CCPA compliance. All annotation and data processing takes place within fully segregated, secure pipelines guarded by uncompromising NDAs to protect your sensitive proprietary IP.
Can you handle complex multilingual AI training tasks?
Yes. With specialized annotators deployed across more than 50 countries, we source and evaluate data across a massive variety of global languages. This deep linguistic expertise ensures high accuracy for translation models, sentiment analysis, and culturally nuanced instruction following.
How does Abaka AI differ from standard crowd-sourcing platforms?
Unlike generic crowd platforms that suffer from severe quality decay, we utilize a vetted scholar-network for complex tasks. We are self-funded, fiercely independent, and we guarantee we will never train models that compete with you. We also ensure 0% copyright risk on the data we collect.
Can we adjust our labeling guidelines during an active project?
Yes. AI development requires immense flexibility. Our dedicated account managers hold weekly review syncs to dynamically adjust to any edge cases or shifting requirements. This agile feedback loop ensures that your datasets constantly align with your evolving architectural needs.
Do you offer sandbox environments or pilot testing?
We highly recommend it. We initiate all large-scale projects with a rapid pilot phase during Weeks 1–2. This sandbox allows you to evaluate a targeted sample set, verifying both quality and format alignment before we ramp up to full-scale enterprise production.
Who retains ownership of the generated AI training data?
You retain 100% exclusive ownership. Your data is exclusively yours. We guarantee that your information will never be repurposed, resold, or shared across other client pipelines. We deliver absolute IP provenance with zero hidden copyright risks.
What is the Abaka Forge platform?
Abaka Forge is our all-in-one proprietary platform designed for collection, cleaning, annotation, training, and production. It integrates seamlessly with our human workforce, leveraging large-model automation to drastically reduce preprocessing times by up to 50x.
Is there a minimum project size or volume commitment?
We cater primarily to enterprise and research labs requiring scaled data solutions, but we remain highly elastic. Whether you need a focused, highly specialized batch of Lean4 mathematics datasets or ongoing, multi-year multimodal RLHF pipelines, we adapt completely to your project demands.

Ready to Get Started?

Annotate the Present. Train the Future.