Your Trusted Partner &
AI Model Training Data Agency

Scale your frontier models with high-quality, fully compliant datasets sourced, curated, and annotated by over 1 million vertically specialized human experts worldwide.

Building state-of-the-art foundation models requires vast amounts of high-fidelity data, but sourcing and labeling it internally is a massive drain on resources. Engineering teams often lose up to 70% of their preprocessing time wrestling with raw, unstructured inputs instead of refining algorithms. Relying on unverified crowdsourcing platforms inevitably leads to quality decay, forcing you to spend weeks re-annotating flawed datasets while computing costs skyrocket and project timelines stall.

As your dedicated AI model training data agency, Abaka AI eliminates these bottlenecks with precision and scale. We combine the power of our proprietary Abaka Forge platform with a global network of 1,000+ enterprise and research partners and over one million vetted annotators. From complex multi-turn reasoning to precise 3D point cloud labeling, we deliver secure, bias-audited, and fully copyright-compliant datasets that accelerate your model to production.

The AI Model Training Data Bottleneck

01

Quality Decay

When scaling data annotation through traditional platforms, accuracy often plummets as volumes increase. Subpar labeling—especially in complex domains like math and coding—can inject hidden biases and errors into your foundation models. Re-working these datasets wastes up to 30% of engineering bandwidth and derails critical training schedules.

02

Volume Walls

Reaching the massive data volumes required for frontier AI without compromising speed is a severe logistical hurdle. Small in-house teams quickly hit a ceiling, unable to process millions of complex data points simultaneously. This artificial volume wall limits your model's capability and stalls critical product launches by weeks or months.

03

Compliance Friction

Acquiring real-world data involves navigating a minefield of privacy laws like GDPR and CCPA. Utilizing unverified or scraped data introduces unacceptable 100% copyright risks and potential legal liabilities. Without strict SOC 2 and ISO 27001 compliant pipelines, deploying your models into enterprise environments becomes impossible.

01

Complex Reasoning & LLM RLHF

We source and annotate scholar-network grade text datasets for LLM training. Our capabilities include multi-turn instruction following, creative writing, and Human-Level Evaluation (HLE) QAs. With specialists in Mathematics, Coding, and Law, we ensure 99% accuracy for rigorous foundation model alignment.

02

Image Annotation & Dense Captioning

Abaka provides high-quality image pair generation, 2D bounding boxes, and complex dense captioning for computer vision models. Whether it’s retail product tracking or interleaved image-text modalities for GenAI, our global annotators process complex visual data with unparalleled precision.

03

Video Spatial Reasoning & Tracking

Train robust spatio-temporal models with our comprehensive video datasets. We offer frame-by-frame object tracking, action recognition, and video spatial reasoning annotations. This is critical for embodied AI, security surveillance, and advanced autonomous driving lane detection.

04

Audio Transcription & TTS Verification

Enhance your voice assistants and conversational AI with multilingual audio capabilities. We collect and transcribe thousands of hours of audio across 50+ countries. From sentiment analysis to accurate text-to-speech (TTS) training datasets, we cover a vast array of linguistic nuances.

05

LiDAR & 3D Point Cloud Processing

Accelerate autonomous systems and robotics with precise 3D spatial data. We specialize in LiDAR + Camera fusion, 3D/4D Point Cloud semantic segmentation, and cuboid annotations. Perfect for autonomous driving lanes and embodied AI environments.

06

360° Real-World Custom Data Capture

Don't rely on generic scraping. We deploy on-demand custom capture pods globally to gather text, image, video, LiDAR, and IoT sensor data. All collected assets are pre-filtered, timestamped, tagged, and delivered with zero copyright risk.

07

Specialized Staff Augmentation

Scale your team instantly with our embedded talent services. We provide project-based or long-term experts in data annotation, engineering, algorithm development, and model training. Deploy them on-site or remotely to integrate directly into your custom pipelines.

08

Red-Teaming & Benchmark Evaluations

Ensure your models are safe, factual, and aligned. We utilize a rigorous 6-dimensional evaluation framework covering accuracy, bias audits, and tool calling. Engage our specialists for defensive coding evaluations, model-as-a-judge setups, and comprehensive red teaming.

Why Outsource to an AI Agency

01

Faster Delivery

Accelerate your project timelines with our optimized workflows and the 50x faster Abaka Forge platform. We process massive volumes of data simultaneously, cutting turnaround times from months to mere weeks.

02

Direct Savings

Eliminate the overhead of hiring, training, and managing massive in-house labeling teams. Our efficient global workforce and automated pipelines deliver high-quality data while drastically reducing your operational costs.

03

Risk Reduction

Safeguard your enterprise with our fully compliant, SOC 2, and ISO 27001 certified infrastructure. We guarantee strict NDAs and full IP provenance, ensuring 0% copyright risk on all custom collected data.

04

Elastic Scalability

Seamlessly adapt to fluctuating project demands. Whether you need 10,000 or 10 million data points labeled, our global network scales up or down instantly without degrading quality or missing deadlines.

05

Domain Expertise

Leverage our scholar-network of specialized annotators for complex tasks. From advanced coding and Lean4 mathematics to medical AI, we pair your data with subject matter experts who understand the nuances of the task.

06

Innovation Velocity

Free your engineering teams from tedious data wrangling and preprocessing tasks. By outsourcing your pipeline, your core talent can refocus completely on algorithm development and pushing the boundaries of frontier AI.

Industries We Serve

Automotive

We provide pixel-perfect LiDAR + Camera fusion and road lane annotations to power Tier-1 autonomous driving programs globally.

GenAI / Foundation Models

Fuel your frontier LLMs with multi-layered reasoning, instruction-following datasets, and rigorous red-teaming evaluations tailored for robust alignment.

Embodied AI / Robotics

Enhance spatial awareness and robotic control with 3D indoor scene scans, point cloud segmentation, and bespoke RL environment interactions.

Healthcare

Accelerate medical AI development with secure, SOC 2 compliant, scholar-grade annotations for diagnostic reasoning and complex biological data pipelines.

Retail

Optimize inventory tracking and customer experiences with dense image captioning, stock image collection, and sentiment analysis for advanced retail chatbots.

Finance

Ensure precision in financial forecasting and fraud detection algorithms with securely annotated, bias-audited quantitative data and accurate business reasoning QAs.

Geospatial

Transform satellite imagery and environmental sensor inputs into actionable insights using our precise 2D/3D mapping and semantic segmentation capabilities.

Security / Defense

Train mission-critical surveillance and threat detection systems with highly robust video spatial reasoning and strict, segregated secure data pipelines.

Agriculture / Industrial

Automate crop monitoring and industrial defect detection by leveraging our on-demand IoT sensor data collection and high-fidelity image pair annotations.

How It Works

1) Day 0–3 — Consultation & Scoping

We begin by understanding your specific model architecture, data needs, and success metrics. Our team scopes the project, defining the exact annotation guidelines, required compliance frameworks, and targeted data volumes.

2) Week 1–2 — Pipeline Setup & Pilot

We configure the Abaka Forge platform to your requirements and execute a targeted pilot program. This small-scale run ensures our global annotators perfectly align with your specific quality standards and complex edge cases.

3) Week 2–3 — Full-Scale Production

Upon pilot approval, we instantly scale up operations. Our network of vertically specialized experts begins processing high volumes of text, image, or 3D data, capable of reaching 500 files per day per annotator.

4) Ongoing — QA & Optimization

Quality is continuously monitored using our model-as-a-judge and human evaluation workflows. We maintain a strict feedback loop, optimizing annotation accuracy to consistently hit our 99% precision benchmark.

5) Weekly — Secure Delivery

Fully annotated, copyright-compliant datasets are delivered weekly directly into your infrastructure. You receive transparent reporting, strict IP provenance documentation, and ready-to-train files for your frontier models.

Modality & Format Coverage

Our end-to-end proprietary infrastructure supports comprehensive data types, ensuring your foundation models receive diverse, high-fidelity inputs across every critical modality.

ModalityAnnotation TypesToolsOutput Formats
TextInstruction Following, HLE QAs, SentimentAbaka ForgeJSON, JSONL, CSV, TXT
LLM RLHFMulti-turn Reasoning, Red Teaming, Math/CodingAbaka ForgeJSONL, Parquet, XML, Custom API
ImageDense Captioning, 2D Bounding Boxes, SegmentationAbaka ForgeJPEG, PNG, COCO, YOLO
VideoAction Recognition, Object Tracking, Spatial ReasoningAbaka ForgeMP4, AVI, JSON, CSV
3D/4D Point CloudSemantic Segmentation, Cuboids, Object TrackingAbaka ForgePCD, PLY, JSON, Custom
LiDAR + Camera fusionSensor Fusion, Lane Detection, Depth MappingAbaka ForgeROS Bag, PCD, Custom Matrix, JSON
AudioTranscription, Multilingual TTS, Sentiment AnalysisAbaka ForgeWAV, MP3, Text Grid, JSON

Success Story

A frontier model lab

A frontier model lab was building an advanced reasoning LLM but struggled with sourcing high-quality, complex mathematical and coding data. Their internal team was bottlenecked by a 70% preprocessing time drain, and traditional crowdsourcing platforms were delivering error-prone datasets that severely compromised model alignment and delayed their scheduled training runs.

Partnering with Abaka AI as their dedicated data agency, they leveraged our specialized scholar-network. We deployed highly vetted annotators with advanced degrees in Mathematics (incl. Lean4) and Computer Science to generate multi-turn reasoning and defensive coding evaluations. Our Abaka Forge platform streamlined the entire pipeline, incorporating strict quality-assurance loops and multi-layer human-level evaluations.

The project was completely revitalized. By offloading the data pipeline, the lab achieved a massive reduction in preprocessing overhead while scaling their training volume. They received 100% copyright-compliant data boasting a 99.5% accuracy rate. This high-fidelity dataset directly improved their model’s benchmark performance and allowed them to launch their frontier model three weeks ahead of schedule.

99.5%
Annotation Accuracy
70%
Preprocessing Time Saved
3 Weeks
Faster Time to Market

By the Numbers

2019
Founded — trustworthy data partner for frontier AI
1,000+
Enterprise & research customers worldwide
1M+
Vertically specialized global annotators
50+
Countries actively covered for diverse data

What Customers Say

Abaka AI completely transformed our development cycle. Their scholar-network provided incredibly precise mathematical reasoning datasets that generic labeling agencies simply couldn't handle. The data quality directly improved our foundation model's performance.

Director of Applied MLFrontier AI Lab

As an autonomous driving team, we need flawless LiDAR and camera fusion data. Abaka’s lane detection annotation at $3/km was both highly cost-effective and perfectly accurate. Their secure pipelines are second to none.

VP of Perception EngineeringTier-1 Autonomous Driving Program

We needed a massive volume of fully compliant, multilingual audio data for our new conversational agent. Abaka AI sourced, transcribed, and delivered the exact formats we requested with zero copyright risk.

Head of Conversational AIGlobal Tech Enterprise

The 50x speed increase from the Abaka Forge platform is real. Outsourcing our red teaming and defensive coding evaluations to their expert teams saved us hundreds of internal engineering hours.

Lead AI Safety ResearcherEnterprise AI Solutions

Why Choose Abaka

01

Human Intelligence for Frontier AI

We are a fully self-funded, profitable partner dedicated to the long-term success of your frontier models. Unlike venture-backed competitors, we face no acquisition pressure and never build models that compete with you. Your custom datasets remain exclusively yours—never repurposed, resold, or shared. With secure global offices and a network of 1M+ experts, Abaka AI guarantees strictly governed IP provenance and zero copyright risk.

02

Proprietary Forge Platform

Accelerate your data pipelines by up to 50x with our all-in-one Abaka Forge platform, integrating collection, cleaning, and complex annotation.

03

Enterprise Compliance

Deploy with absolute confidence. Our segregated, secure pipelines are fully SOC 2, ISO 27001, GDPR, and CCPA compliant.

04

Vertically Specialized Annotators

Tap into a global scholar-network covering Medicine, Law, Coding, Mathematics, and Autonomous Systems to ensure domain-expert accuracy on complex tasks.

05

Transparent Operations

We provide full IP provenance on every data point collected or annotated, guaranteeing 0% copyright risk for your production environment.

06

Comprehensive Eval & Red-Teaming

Go beyond basic labeling. Leverage our 6-dimensional evaluation framework for extensive model red-teaming, defensive coding assessments, and benchmark testing to ensure your deployed agents are robust, fully aligned, and rigorously safe.

Frequently Asked Questions

How much do your AI model training data agency services cost?
Our pricing is transparent and highly competitive, based strictly on task complexity. For specialized text tasks, LLM Math/Coding annotation is priced at $18/hr, while STEM Generalist tasks are $12/hr. Image editing sits at $8/hr, dense captioning at $6/hr, and road lane annotations at just $3/km. We also offer affordable Abaka Forge credits at $0.20 USD each for platform users.
How quickly can you deliver labeled AI training datasets?
Our expansive network of 1M+ global annotators and the automated Abaka Forge platform allow us to operate up to 50x faster than traditional agencies. Typical pilot projects are spun up and delivered within 1 to 2 weeks. Once full-scale production begins, each annotator can process up to 500 files per day, ensuring rapid, weekly batch deliveries.
What data modalities and output formats do you support?
We support a complete spectrum of modalities: Text, LLM RLHF, Image, Video, 3D/4D Point Cloud, LiDAR + Camera fusion, and Audio. Outputs can be tailored precisely to your pipeline needs, including JSON, JSONL, Parquet, COCO, PCD, and custom API integrations, all seamlessly managed through Abaka Forge.
How do you ensure high accuracy for complex annotation tasks?
We guarantee up to 99% accuracy by deploying vertically specialized, scholar-network annotators with deep expertise in fields like Mathematics, Coding, and Science. We enforce rigorous quality assurance loops, integrating multi-tier human review and model-as-a-judge evaluations to ensure every dataset meets stringent frontier AI standards.
Is your data collection and annotation process secure?
Absolutely. Security is central to our agency operations. We operate strictly under SOC 2 and ISO 27001 certifications, ensuring full compliance with GDPR and CCPA. Our data pipelines are completely segregated and secure, and we enforce strict NDAs across all teams to protect your sensitive IP.
Can you source and label data in multiple languages?
Yes. Our annotator network spans over 50 countries, enabling us to provide native-level expertise across dozens of languages. Whether you require multilingual TTS training ($7/hr), localized sentiment analysis, or cross-cultural safety alignment for global LLMs, we have the localized workforce ready.
Why should we choose Abaka AI over other crowdsourcing platforms?
Unlike traditional platforms, we are an enterprise-grade AI model training data agency that never uses unverified, anonymous crowds. We offer fully managed, scholar-grade domain experts and strict IP provenance (0% copyright risk). Crucially, we never build competing models or resell your custom datasets.
How do you handle changes to annotation guidelines mid-project?
We maintain an agile feedback loop with your team. Since we assign a dedicated project manager and specific annotator pods to your account, guideline updates can be implemented swiftly. We continuously retrain our workforce on your new edge cases to ensure minimal disruption to output quality.
Do you offer a pilot program before committing to a large volume?
Yes, every enterprise engagement starts with a targeted pilot phase during Days 3 to 14. This allows us to align our annotation workflows with your precise rubrics, establish baseline accuracy metrics, and calibrate our Abaka Forge platform configurations before scaling up to massive data volumes.
Who owns the rights to the data you collect and label?
You maintain 100% ownership of your customized datasets. Abaka AI acts purely as your trusted data agency partner. Your data is exclusively yours—it is never repurposed, resold, shared with other clients, or used to train competing foundational models.
Do we have to use your software, or can you work in our proprietary tools?
While our proprietary Abaka Forge platform offers all-in-one efficiency—handling everything from collection to cleaning—we are highly flexible. Our specialized staff augmentation and embedded talent can seamlessly integrate into your proprietary internal tooling or custom data annotation environments.
Is there a minimum project size or volume required to work with you?
We cater to a wide range of needs, from boutique research labs requiring thousands of highly complex Lean4 mathematical evaluations to massive enterprise rollouts needing millions of image bounding boxes. We recommend reaching out to our experts to scope a pilot that fits your precise volume and budget constraints.

Ready to Get Started?

Annotate the Present. Train the Future.