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Scholar-Grade
Human Powered Data Annotation Services

Accelerate your frontier AI with exceptionally accurate, fully compliant data labeled by a global network of domain experts.

Talk to an Expert

Relying on substandard or purely automated labeling pipelines can severely degrade model performance, introducing biases and hallucinations that cost millions to rectify. When AI teams attempt to manage complex labeling in-house, they quickly hit scaling limits, diverting up to 70% of engineering time toward tedious data prep instead of model architecture. Without specialized human powered data annotation services, critical nuances in coding, spatial reasoning, and domain-specific knowledge are lost. This quality decay doesn't just delay deployment by 4-6 weeks; it jeopardizes the very safety and reliability of your foundation models, ultimately threatening your competitive edge in a rapidly evolving market.

Abaka AI transforms this bottleneck into a strategic advantage by providing scholar-grade human powered data annotation services tailored for frontier AI. We deploy a rigorously vetted workforce of over 1M+ vertically specialized annotators across 50+ countries, ensuring exceptional nuance and context in every label. By combining deep domain expertise in fields spanning medicine, mathematics, and autonomous driving with our proprietary Abaka Forge platform, we deliver clean, accurately annotated datasets at unprecedented speed. Your engineering team reclaims their time, while our dedicated experts guarantee a 99% accuracy rate, fully compliant data handling, and 0% copyright risk—so you can train with absolute confidence.

The Data Annotation Bottleneck

01

Quality Decay

Automated systems and unspecialized crowdsourcing often fail to capture the deep semantic context required for advanced models. This results in subtle but pervasive errors in the training data, leading to a massive drop in model reliability. When complex tasks like Lean4 mathematical reasoning or defensive coding evaluation lack expert oversight, your models absorb these inaccuracies. Without rigorous human powered data annotation services, organizations frequently see their model's zero-shot accuracy plummet by over 15%, forcing costly rollbacks and extended retraining cycles that drain both time and budget.

02

Volume Walls

Scaling data annotation in-house typically hits a hard ceiling. An internal team might handle a few thousand assets, but when your model demands millions of precisely labeled instances, the process stalls. Engineers end up spending up to 70% of their bandwidth managing external vendors or building rudimentary annotation tools instead of fine-tuning architectures. Overcoming these volume walls requires a robust, scalable workforce capable of processing up to 500 files per day per annotator, ensuring that your pipeline never runs dry when transitioning from pilot phases to massive, production-grade deployments.

03

Compliance Friction

Navigating the maze of global data privacy regulations is a significant hurdle for enterprise AI initiatives. Mishandling PII or using uncleared copyrighted material can result in devastating legal penalties and completely halt a project. Managing compliance across international borders—ensuring adherence to GDPR, CCPA, and SOC 2 standards—is overwhelmingly complex for unspecialized teams. Failing to secure segregated data pipelines means risking catastrophic IP leaks. Partnering with a reliable annotation provider ensures 0% copyright risk and full IP provenance, removing this friction so you can focus strictly on algorithmic innovation.

01

Multilingual Text & Chat Annotation

Power your foundation models with our comprehensive human powered data annotation services for text. We specialize in complex instruction following, creative writing, and multilingual translations across 50+ countries. Using Abaka Forge, our scholar-grade annotators curate high-quality prompts and responses, optimizing data for LLM training and sentiment analysis. Every text snippet undergoes rigorous quality assurance to ensure 99% accuracy and strict adherence to your custom guidelines, enabling your natural language processing models to achieve human-like fluency and deep contextual understanding without the risk of hallucinatory decay.

02

Advanced Mathematical & Coding Reasoning

Elevate your AI's logic capabilities with specialized annotation in mathematics and coding. Our network includes domain experts capable of handling intricate STEM tasks, from defensive coding evaluations to Lean4 proofs. We provide rigorous Step-by-Step Chain of Thought (CoT) breakdowns, ensuring your reasoning models learn correct problem-solving pathways. By leveraging our $18/hr LLM Math/Coding experts, you receive competition-grade datasets that meet IMO, IPhO, and IOI standards. This deep, domain-specific human intelligence prevents systemic logic failures in advanced agentic workflows and complex algorithmic generation tasks.

03

High-Fidelity Image & Vision Labeling

Train robust computer vision systems using our precise image annotation pipelines. Our teams excel in 2D bounding boxes, semantic segmentation, polygon mapping, and dense captioning, delivering pixel-perfect accuracy for both standard and interleaved images. Whether you are building medical AI diagnostics or retail shelf-scanning models, our annotators utilize Abaka Forge to process complex visual data efficiently. With specialized services like dense captioning at just $6/hr, we provide scalable, high-quality labeled images that capture vital spatial relationships, ensuring your vision models perform flawlessly in chaotic real-world environments.

04

Temporal Video Spatial Reasoning

Unlock the dimension of time in your AI models with our specialized video annotation services. We meticulously label dynamic events, tracking objects frame-by-frame for autonomous driving, security, and embodied AI applications. Our experts annotate temporal actions, spatial reasoning tasks, and behavioral patterns to generate robust predictive models. By utilizing advanced tracking capabilities within Abaka Forge, we drastically reduce preprocessing time while maintaining a 99% accuracy threshold. This ensures your video-based foundation models can comprehend fluid motion, predict trajectories, and analyze complex environmental interactions with unmatched precision.

05

3D Point Cloud & LiDAR Fusion

Equip your embodied AI and autonomous systems with perfectly annotated 3D/4D point clouds and LiDAR-camera fusion datasets. Our specialized human powered data annotation services accurately define 3D bounding boxes, cuboids, and semantic segmentation across complex spatial arrays. Vital for tier-1 autonomous driving programs and advanced robotics, our annotators expertly map road lanes (at $3/km) and indoor scenes. We ensure every point cloud is rigorously classified, providing the critical depth and spatial awareness your spatial computing and navigation models require for safe, real-world deployment.

06

Audio Transcription & Speech Recognition

Enhance your conversational AI with highly accurate audio and speech annotation. Our linguists and domain experts transcribe, segment, and tag audio files across a multitude of languages and dialects. We handle sentiment analysis, speaker diarization, and intent classification to fuel robust multilingual TTS and ASR systems. Operating within secure, SOC 2 compliant pipelines, we ensure that all voice data maintains strict privacy standards. This rigorous human oversight guarantees that your voice-activated agents can decipher accents, slang, and emotional nuances, delivering seamless human-computer interactions.

07

Reinforcement Learning from Human Feedback

Align your foundation models with human values through our comprehensive RLHF services. We deploy scholar-network reviewers to provide nuanced reward modeling, ranking, and continuous feedback loops. Covering critical dimensions such as alignment, bias, factuality, and safety, our experts evaluate model outputs to prevent toxic or hallucinatory generations. Whether refining a coding assistant or a creative writing agent, our human powered data annotation services ensure your models are highly helpful, harmless, and honest. This rigorous alignment process guarantees robust, enterprise-ready AI deployments free from brand-damaging outputs.

08

Adversarial Red Teaming & Safety

Safeguard your AI deployments with our targeted adversarial red teaming and safety evaluations. At just $8 per evaluation, our dedicated safety experts systematically probe your models to uncover hidden vulnerabilities, biases, and prompt injection risks. We design complex adversarial scenarios to stress-test your AI’s robustness, ensuring it behaves reliably under malicious conditions. By rigorously auditing your systems before they reach production, our human intelligence provides the essential guardrails needed to maintain user trust, comply with strict regulatory frameworks, and protect your enterprise from catastrophic edge-case failures.

Why Outsource Data Annotation

01

Faster Delivery

Outsourcing your human powered data annotation services to Abaka AI instantly accelerates your deployment timelines. By leveraging our pre-vetted workforce of over 1 million global annotators and the highly automated Abaka Forge platform, we eliminate the tedious ramp-up phase. We process up to 500 files per day per annotator, enabling your team to receive massive, accurately labeled datasets in a fraction of the usual time, ensuring you launch faster.

02

Direct Savings

Building an internal annotation team incurs massive overhead, from recruitment and training to tool development and management. By partnering with us, you replace these unpredictable capital expenditures with transparent, predictable operational costs. With highly competitive rates—such as STEM Generalists at $12/hr or dense captioning at $6/hr—you optimize your budget. We cut data preprocessing time by 70%, delivering superior ROI and allowing you to invest directly into algorithmic development.

03

Risk Reduction

Handling proprietary or sensitive data in-house exposes your organization to severe compliance and security risks. Abaka AI mitigates these threats through our strictly segregated, SOC 2, ISO 27001, and GDPR compliant pipelines. We guarantee 0% copyright risk on collected data and provide full IP provenance. Outsourcing transfers the burden of regulatory compliance and data security to specialized experts, deeply reducing your enterprise risk profile.

04

Elastic Scalability

AI projects naturally experience massive fluctuations in data volume. Attempting to manage these spikes internally leads to severe bottlenecks or idle staff. Our outsourced human powered data annotation services provide true elastic scalability. Whether you need a small pilot of 5,000 images or a production run of millions of RLHF prompts, we can instantly spin up custom annotation pods across 50+ countries to meet your exact throughput requirements without delay.

05

Domain Expertise

Generic crowdsourcing inevitably fails when tasked with complex AI domains. Abaka AI provides access to a specialized scholar-network encompassing medicine, mathematics, law, and coding. Instead of relying on untrained gig workers, your data is handled by vetted professionals who understand the deep semantic nuances of Lean4 proofs or defensive coding. This outsourced domain expertise guarantees 99% accuracy, ensuring your frontier models learn from the highest quality inputs available.

06

Innovation Velocity

Every hour your high-value engineering team spends labeling data or managing crowdsourced pipelines is an hour stolen from model architecture and innovation. By outsourcing to our specialized human powered data annotation services, you completely unblock your top talent. Your engineers can focus entirely on training, evaluating, and deploying frontier models. This strategic shift maximizes your R&D bandwidth, directly fueling your innovation velocity in a hyper-competitive AI landscape.

Industries We Serve

Automotive

We empower tier-1 autonomous driving programs with flawless spatial data. Our specialized annotators expertly label 3D/4D point clouds, LiDAR + camera fusion sets, and track bounding boxes frame-by-frame. With precision road lane labeling at just $3/km, our robust human powered data annotation services ensure that autonomous vehicles can safely and consistently navigate complex, dynamic real-world environments with unparalleled predictive accuracy and safety compliance.

GenAI / Foundation Models

Fueling the next generation of frontier AI models requires massive, perfectly aligned datasets. We provide rigorous RLHF, prompt engineering, and complex instruction following annotation at scale. From nuanced creative writing tasks to deep mathematical reasoning evaluations, our highly specialized human intelligence ensures your large language models remain helpful, honest, and harmless. We completely avoid toxic outputs while maintaining exceptional zero-shot performance across diverse enterprise applications.

Embodied AI / Robotics

Training embodied agents demands deep spatial reasoning and complex human-computer interaction data. Our teams build custom RL environments and precisely annotate 3D indoor scenes to give robots accurate physical context. By leveraging our specialized human powered data annotation services, enterprise robotics companies can teach their AI to seamlessly interpret sensor data, execute precise physical commands, and operate safely alongside human workers.

Healthcare

Medical AI requires absolute precision and strict adherence to privacy standards. Operating under robust SOC 2 and GDPR compliant frameworks, our scholar-network of medical professionals expertly annotates medical imaging, clinical notes, and biomedical literature. We deliver rigorous, segregated data processing that ensures patient privacy, enabling you to build highly accurate diagnostic models and predictive healthcare analytics with absolute confidence.

Retail

Transform the retail experience with highly accurate computer vision and natural language models. Our annotators provide dense captioning for e-commerce catalogs, track customer pathways in store video feeds, and train intelligent customer service chatbots. With precise image editing and text annotations, we enable seamless shelf-scanning applications and personalized shopping assistants, drastically improving both operational efficiency and end-user satisfaction for global retail brands.

Finance

In the high-stakes financial sector, precision is non-negotiable. Our domain experts meticulously label financial documents, extract crucial data points, and perform sentiment analysis on market reports. We utilize segregated, highly secure pipelines to ensure your proprietary financial data remains entirely confidential. Our human powered data annotation services fuel robust fraud detection algorithms, algorithmic trading models, and compliant automated customer service systems.

Geospatial

Advance your satellite imagery and aerial mapping models with our expert geospatial annotation. We accurately label topographic features, track urban development, and segment environmental zones using high-resolution 2D and 3D data. By applying rigorous human intelligence to complex geospatial datasets, we provide the vital ground truth needed for climate monitoring, logistics optimization, and advanced situational awareness applications on a truly global scale.

Security / Defense

Deliver mission-critical reliability with our secure annotation pipelines. Our teams analyze complex video surveillance feeds, LiDAR data, and audio intercepts to train advanced threat detection and spatial reasoning models. Operating under strict NDAs and ISO 27001 standards, our human powered data annotation services ensure absolute operational security, providing defense contractors and security firms with the flawless data required for life-saving frontier AI systems.

Agriculture / Industrial

Modernize agriculture and industrial manufacturing with precision AI. We label crop health imagery, drone-captured terrain maps, and industrial IoT sensor data. Our experts map defects in manufacturing lines and annotate 3D environments for automated harvesting robotics. By leveraging our rigorous data pipelines, you can deploy robust predictive maintenance models and yield-optimization algorithms that drive massive efficiency gains in industrial environments.

How It Works

1) Day 0–3 — Scoping & Guideline Design

We begin by deeply analyzing your specific AI objectives and data requirements. Our project managers collaborate closely with your engineering team to draft comprehensive annotation guidelines and define strict quality rubrics. During this phase, we select the appropriate domain experts from our global pool and configure the Abaka Forge platform, ensuring complete alignment with your custom formats and compliance needs before any labeling begins.

2) Week 1–2 — Pilot & Calibration

Before scaling, we initiate a targeted pilot run to validate our guidelines and test annotator comprehension. Our human powered data annotation services process a small, representative data sample, providing you with initial outputs for rigorous review. We calibrate our approach based on your feedback, tweaking prompt structures or bounding box rules to guarantee that the final data perfectly matches your model's exact ingestion requirements.

3) Week 2–3 — Full Scale Production

With the pilot approved, we instantly scale up operations by activating dedicated custom capture pods and specialized annotation teams. Leveraging the high-speed automation of Abaka Forge, our workforce begins processing up to 500 files per day per annotator. This phase delivers massive volumes of accurately labeled data—be it complex LLM math tasks or dense 3D point clouds—while maintaining strict, continuous quality assurance protocols.

4) Ongoing — Multi-Layer Quality Assurance

Quality is continuously monitored through our rigorous, multi-layer review process. Scholar-grade reviewers audit the annotated assets to ensure consistent 99% accuracy across the entire dataset. We deploy consensus mechanisms, model-as-judge evaluations, and direct human oversight to catch any subtle deviations. If any anomalies are detected in the human powered data annotation services, they are immediately corrected, preventing any quality decay from reaching your models.

5) Weekly — Delivery & Optimization

We deliver your perfectly labeled, timestamped, and tagged datasets on a predictable weekly cadence directly into your secure pipelines. Alongside the data, we provide detailed analytics on throughput and quality metrics. We continuously optimize the workflow, utilizing insights from Abaka Forge to further reduce preprocessing times by up to 70%, ensuring your AI teams always have the clean data they need to iterate quickly.

Modality & Format Coverage

Our human powered data annotation services span every critical modality. Utilizing Abaka Forge, we seamlessly process diverse data types to deliver precisely formatted ground truth for your frontier AI systems.

ModalityAnnotation TypesToolsOutput Formats
TextSentiment Analysis, Named Entity Recognition, Prompt EngineeringAbaka ForgeJSON, CSV, TXT, Parquet
LLM RLHFReward Modeling, Ranking, Red Teaming, FactualityAbaka ForgeJSONL, Parquet, Custom API
Image2D Bounding Boxes, Polygons, Semantic SegmentationAbaka ForgeCOCO, YOLO, Pascal VOC, JSON
VideoTemporal Tracking, Action Recognition, Spatial ReasoningAbaka ForgeMP4, JSON, XML, Custom
3D/4D Point Cloud3D Bounding Boxes, Cuboids, Scene SegmentationAbaka ForgePCD, JSON, Custom 3D
LiDAR + Camera fusionSensor Alignment, Road Lane Mapping, Object FusionAbaka ForgeJSON, ROS Bag, Custom
AudioDiarization, Transcription, Sentiment Tagging, IntentAbaka ForgeWAV, MP3, JSON, TextGrid

Success Story

a frontier model lab
Challenge

A frontier model lab was developing a next-generation large language model focused on highly complex reasoning and mathematics. They initially relied on automated generation and generic crowdsourcing for their training data. However, they rapidly encountered severe quality decay; their models were hallucinating proofs and failing at advanced STEM queries. The internal engineering team was burning up to 70% of their time attempting to manually clean the data and manage underperforming vendors. They urgently needed highly specialized human powered data annotation services capable of handling Lean4 mathematical proofs at massive scale without compromising on absolute precision.

Approach

The lab partnered with Abaka AI to completely overhaul their RLHF and reasoning pipelines. We instantly deployed a highly specialized pod of domain experts—specifically mathematicians and coding scholars—utilizing the Abaka Forge platform. By implementing rigorous Step-by-Step Chain of Thought formatting and deep multi-layer QA, our annotators tackled complex defensive coding and mathematical logic tasks. We established strict, SOC 2 compliant workflows to protect the client's proprietary prompts, while scaling our workforce to process massive volumes of nuanced data, directly replacing their failing crowdsourced approach with elite human intelligence.

Results

The integration of Abaka AI's human powered data annotation services yielded immediate, transformative outcomes. The lab experienced a dramatic 70% reduction in internal preprocessing time, freeing their core engineers to focus entirely on model architecture. Our scholar-network maintained a flawless 99% accuracy rate across tens of thousands of complex mathematical prompts, entirely eliminating the previous volume walls. Ultimately, the client accelerated their deployment timeline by several weeks and achieved a 24% increase in their model’s zero-shot accuracy on industry-standard STEM benchmarks.

99%
Annotation Accuracy Achieved
70%
Reduction in Preprocessing Time
0%
Copyright Risk & Data Leaks

By the Numbers

1,000+
Enterprise & Research Customers
1M+
Vertically Specialized Annotators
50+
Countries with Active Annotators
2019
Founded — Trustworthy Data Partner

What Customers Say

Partnering with Abaka AI completely transformed our RLHF pipeline. Their human powered data annotation services provided the deep semantic nuance our foundation models desperately needed, completely eliminating the quality decay we suffered with standard crowdsourcing.

Head of AI AlignmentFrontier AI Lab

The precision of their 3D point cloud labeling is unmatched. We needed reliable spatial data for our autonomous navigation systems, and Abaka delivered flawlessly. It saved our engineering team thousands of hours in manual data prep.

Director of Machine LearningEnterprise Robotics Company

Abaka’s scholar-network handled our complex mathematical datasets with incredible accuracy. Finding annotators who understand Lean4 is nearly impossible, but their domain experts provided exactly the rigorous logical breakdowns our reasoning models required.

Lead Research ScientistAdvanced AI Startup

Security and compliance are paramount for us. Abaka AI’s strictly segregated pipelines and fully transparent IP provenance gave us absolute confidence. Their expert annotators deliver high-quality data while maintaining zero copyright risk.

Chief Data OfficerGlobal Financial AI Firm

Why Choose Abaka

01

Unmatched Domain Expertise

Generic labeling simply cannot handle the complexities of frontier AI. We provide access to a rigorously vetted, global scholar-network spanning specialized fields like medicine, advanced mathematics, law, and coding. This elite human intelligence ensures that every single data point is annotated with profound contextual understanding, driving a consistent 99% accuracy rate across your most challenging models. By utilizing Abaka AI, you bypass the quality decay associated with unspecialized gig workers and guarantee that your foundation models learn exclusively from premium, scholar-grade inputs.

02

Self-Funded & Profitable

Founded in 2019, Abaka AI is proudly self-funded and completely profitable. Free from aggressive venture capital pressures, we focus entirely on being a trustworthy data partner for your frontier models. This independence allows us to prioritize your long-term algorithmic success and stringent data security over short-term vanity metrics.

03

Absolute Data Privacy

Your proprietary data is exclusively yours. Operating under strict NDAs, SOC 2, and ISO 27001 compliance, our human powered data annotation services utilize completely segregated secure pipelines. We guarantee that your information is never repurposed, resold, or shared. We never build models that compete with our enterprise clients.

04

0% Copyright Risk

In an era of intense regulatory scrutiny, data provenance is critical. Abaka AI guarantees full IP provenance and 0% copyright risk on all collected and annotated data. By employing clean, fully audited human intelligence pipelines, we protect your organization from catastrophic legal liabilities, ensuring your AI deployments are entirely compliant.

05

Abaka Forge Platform

Our proprietary all-in-one platform, Abaka Forge, seamlessly integrates data collection, cleaning, and annotation. Leveraging large-model automation, we accelerate preprocessing by up to 50x while maintaining strict human-in-the-loop oversight. This powerful tooling allows us to process complex 3D, RLHF, and video datasets with remarkable speed, directly optimizing your overall annotation spend.

06

Massive Global Scale

We operate a vast, highly agile workforce of over 1 million specialized annotators spread across 50+ countries. Whether you require a specialized localized dataset or massive, continuous volumes of diverse data, our scalable pods instantly adapt to your throughput needs. We seamlessly handle peak demands without compromising on our strict 99% accuracy standards.

Frequently Asked Questions

How much do your human powered data annotation services cost?
Our pricing is highly competitive, fully transparent, and tailored to the complexity of your specific tasks. We avoid arbitrary per-label costs, instead offering straightforward hourly or per-unit rates. For advanced logic tasks, our LLM Math and Coding experts are available at just $18/hr, while STEM Generalists cost $12/hr. Vision tasks are equally efficient, with Image Editing at $8/hr, Dense Captioning at $6/hr, and complex Road Lane mapping at $3/km. This clear structure ensures you can predictably scale your data budget alongside your AI development needs.
How quickly can you scale up an annotation project?
We move at the speed of frontier AI. Utilizing the Abaka Forge platform and our massive global workforce of 1M+ annotators, we can bypass lengthy ramp-up phases. Day 0 to 3 focuses strictly on guideline design and platform configuration. By week 1 to 2, we execute a rigorous pilot phase. Following pilot approval, we instantly spin up custom capture pods capable of processing up to 500 files per day per annotator, ensuring massive data delivery within just two to three weeks of project initiation.
What data formats and modalities do you support?
Our human powered data annotation services provide comprehensive coverage across all major modalities. Whether you need JSON and Parquet for complex LLM RLHF, YOLO and COCO for 2D images, or specialized ROS Bags for 3D/4D point clouds and LiDAR+Camera fusion, we can handle it. Abaka Forge seamlessly natively supports Text, Video, Image, and Audio inputs. We ensure that the ground truth data is perfectly formatted and instantly compatible with your specific model architecture, significantly reducing your internal preprocessing and data-wrangling time.
How do you guarantee high accuracy for complex tasks?
Achieving a 99% accuracy rate requires far more than generic crowdsourcing. We guarantee precision by deploying a highly specialized scholar-network tailored exactly to your domain—be it medicine, law, or advanced Lean4 mathematics. We implement robust, multi-layer quality assurance pipelines encompassing consensus algorithms, model-as-judge evaluations, and rigorous human oversight. Every single asset is audited against your strict guidelines, ensuring that our human powered data annotation services completely eliminate the subtle quality decay that typically plagues large-scale model training.
How do you secure proprietary data during annotation?
Security is foundational to our operations. We maintain strict compliance with SOC 2, ISO 27001, GDPR, and CCPA standards. Your proprietary datasets are processed through completely segregated, highly secure pipelines that prevent any unauthorized access or IP leakage. All our annotators operate under stringent, globally enforceable NDAs. We provide full IP provenance, guaranteeing 0% copyright risk. Most importantly, Abaka AI never builds models that compete with you; your data remains exclusively yours, fully protected throughout the entire annotation lifecycle.
Can you provide data annotation in multiple languages?
Yes, our human powered data annotation services are inherently global. With active annotators located across 50+ countries, we seamlessly support highly nuanced multilingual projects. We do not rely on machine translation; instead, we utilize native speakers and regional experts to ensure cultural accuracy, proper slang usage, and correct sentiment analysis. This widespread geographical presence allows us to build diverse, unbiased foundation models for speech recognition, multilingual TTS, and localized chatbot deployments, operating effectively across almost any language requirement.
Why choose Abaka AI over generic crowdsourcing platforms?
Generic platforms rely on unvetted gig workers, resulting in massive quality decay and forcing your engineers to waste hours cleaning data. Abaka AI is a specialized, trustworthy data partner tailored specifically for frontier AI. We utilize an elite scholar-network capable of handling high-complexity tasks like defensive coding and mathematical reasoning. Because we are self-funded and completely profitable, we prioritize your long-term success and absolute data security over rapid, venture-backed scaling, delivering superior 99% accuracy and deep domain expertise.
How do you handle changes to annotation guidelines mid-project?
AI development is highly iterative, and we are built to adapt. When your engineering team needs to update prompt structures, shift bounding box rules, or refine RLHF rubrics, we seamlessly implement these changes. We utilize Abaka Forge to push guideline updates instantly to our custom annotation pods. Our multi-layer QA process immediately calibrates to the new standards, ensuring a smooth transition without halting production. This agile approach guarantees that our human powered data annotation services always align with your evolving model architectures.
Do you offer a pilot phase before committing to a large contract?
Absolutely. We strongly believe in proving our quality before scaling. During weeks 1 and 2 of our engagement, we run a dedicated pilot phase using a representative sample of your data. This allows us to rigorously test our annotation guidelines, calibrate our scholar-network's understanding, and align with your required output formats. Only when you are completely satisfied with the pilot's 99% accuracy and formatting do we proceed to full-scale production, ensuring zero risk for your initial investment.
Who owns the labeled data after the project is complete?
You retain 100% ownership of all labeled data. We operate purely as a trusted partner providing human powered data annotation services. We guarantee full IP provenance and 0% copyright risk on any data we collect or annotate for you. We never repurpose, resell, or share your proprietary datasets with third parties, nor do we use your data to build competing foundation models. When the project is completed, the data is delivered securely and remains entirely your intellectual property.
Do I need to provide my own annotation tools?
No, you do not need to build or supply internal tools. Our proprietary, all-in-one platform, Abaka Forge, is fully equipped to handle everything from complex 3D point cloud segmentation to nuanced LLM RLHF alignment. Leveraging large-model automation, the platform dramatically accelerates the labeling process while maintaining strict human oversight. However, if your enterprise requires the use of internal proprietary tooling, our highly adaptable teams can seamlessly integrate into your existing systems to execute our human powered data annotation services.
Is there a minimum project size for your annotation services?
We offer true elastic scalability designed to support both targeted research and massive enterprise deployments. While we excel at processing millions of assets for tier-1 autonomous driving programs and foundation model labs, we also accommodate smaller, specialized pilot projects. Our highly efficient global workforce and automated pipelines allow us to spin up pods tailored to your exact throughput requirements. We recommend speaking directly with our experts to design an engagement that perfectly matches your current volume needs and budget constraints.

Ready to Get Started?

Label the Present. Train the Future. Partner with Abaka AI for expert human powered data annotation services today.

Talk to an Expert