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The Most Trustworthy
Model Training Labels Provider

Accelerate your frontier AI models with our 99% accurate, human-in-the-loop annotation platform and expert domain scholars.

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Building frontier models requires massive volumes of flawlessly annotated data. When machine learning teams rely on a subpar model training labels provider, they inevitably face compounding errors. A mere 5% drop in label quality can set back algorithmic performance by weeks, costing hundreds of thousands of dollars in wasted compute power. Unreliable data pipelines, delayed deliveries, and severe annotator hallucinations create friction that fundamentally breaks downstream capabilities. Ultimately, ignoring data quality stalls innovation, frustrates engineering teams, and dramatically slows your overall time-to-market in a highly competitive AI landscape.

Abaka AI eliminates these critical risks by pairing a highly vetted workforce of over 1 million vertically specialized annotators across 50+ countries with our proprietary Abaka Forge platform. Whether you are training large foundation models, teaching embodied robotics, or developing complex multimodal systems, we provide domain scholars—from theoretical mathematicians to seasoned medical experts—to ensure 99% accuracy. Secure, scalable, and meticulously tailored to your exact formatting requirements, our premium labels unlock the true potential of your models and accelerate your deployment timelines.

The Model Training Labels Bottleneck

01

Quality Decay

Generic crowdsourcing fails completely when handling nuanced frontier AI tasks. Without domain-expert reviewers and strict multi-layer QA protocols, models rapidly ingest noisy, inaccurate data. This quality decay can severely degrade core evaluation metrics by up to 15%, forcing expensive retraining cycles that waste hundreds of compute hours and thousands of dollars. As errors compound throughout the model architecture, subpar labels inevitably erode user trust in the final AI outputs. Relying on untrained gig workers makes it fundamentally impossible to deploy reliable, safe, and commercially viable models to production environments.

02

Volume Walls

Scaling from thousands to millions of annotations breaks most traditional labeling workflows. Teams hit severe volume walls, struggling to process more than 500 files per day without sacrificing precision. This operational friction delays product launches by an average of 4 to 6 weeks. When a model training labels provider lacks automated infrastructure like the Abaka Forge platform, your highly paid machine learning engineers are forced to waste valuable time manually cleaning datasets instead of focusing on algorithm design and rapid model iteration.

03

Compliance Friction

Data sourcing and annotation often introduce massive IP and privacy risks if not handled with extreme care. A lack of SOC 2 and ISO 27001 compliance, coupled with zero visibility into precise data provenance, can expose enterprise teams to severe legal liabilities. Deploying commercial AI with non-compliant data might trigger multi-million dollar fines under GDPR or CCPA frameworks. Without segregated secure pipelines and strict NDAs, proprietary information can leak, destroying your competitive advantage and violating fundamental enterprise trust.

01

Advanced Text and LLM Annotation

Leverage our Abaka Forge platform to natively process massive and highly complex text datasets. We support critical capabilities including Instruction Following, Creative Writing, and sophisticated Multi-turn Chat interactions. By deploying verified subject-matter experts located across 50+ countries, we handle extensive multilingual LLM training pipelines while strictly maintaining a 99% accuracy standard. We map outputs directly to your preferred architectures, exporting cleanly to JSON, CSV, and Parquet formats. This meticulous approach empowers GenAI teams to rapidly build foundational models capable of deep semantic understanding, seamless translation, and highly coherent generation without the overhead of manual data cleaning.

02

Reinforcement Learning from Human Feedback

Align your models with human values using specialized RLHF and HLE QAs. Our scholar-network domains provide nuanced reward modeling and ranking, ensuring your generative AI is safe, helpful, and free from bias. Operating securely within Abaka Forge, we generate comprehensive JSONL outputs tailored for robust model evaluation and continuous alignment. By strictly utilizing seasoned academics and professionals, we prevent the superficial labeling common in crowdsourcing, allowing foundation model labs to confidently deploy models that genuinely understand complex user intentions and maintain rigorous safety guardrails at scale.

03

Expert-Level STEM and Code Labeling

Train advanced reasoning models with our elite mathematics and coding scholars. We cover Python, C++, and sophisticated Lean4 capabilities, ensuring your AI handles complex programmatic logic. Our rigorous multi-layer QA guarantees flawless competition-grade reasoning data, perfectly mapped to CSV or Custom APIs. For a rate of just $18/hr for LLM Math/Coding experts, you receive meticulously reviewed data that drastically reduces model hallucinations. This enables cutting-edge technology companies and specialized research labs to push the absolute boundaries of algorithmic problem-solving and automated software generation.

04

High-Fidelity Computer Vision Labeling

Scale your computer vision systems with pixel-perfect polygon, bounding box, and interleaved image annotations seamlessly processed via Abaka Forge. Whether tracking delicate medical scans for the healthcare sector or identifying critical retail SKU gaps on store shelves, we map real-world visual formats directly into your model architecture using COCO, YOLO, or Pascal VOC outputs. Our specialists ensure a staggering 99% accuracy rate across dense captioning and image segmentation tasks, drastically reducing your team's preprocessing time by 70% and accelerating the deployment of highly reliable visual perception systems.

05

Dynamic Video Spatial Reasoning

Capture and annotate highly dynamic environments utilizing our custom capture pods and precise human review. We specialize in intricate temporal tracking, human action recognition, and complex video spatial reasoning, which are strictly essential for advancing autonomous systems and generative video foundation models. Exporting seamlessly to MP4 annotations and standardized JSON, our dedicated workforce processes heavy video pipelines while managing up to 500 files per day per annotator. This enables robotics and security teams to build robust spatio-temporal understanding into their next-generation AI architectures.

06

Complex 3D Point Cloud and Sensor Fusion

Equip your embodied AI and autonomous vehicles with flawless 3D/4D Point Cloud and LiDAR + Camera fusion data. Utilizing Abaka Forge, we deliver precise cuboids, road lanes at $3/km, object tracking, and complex spatial layouts that power top-tier robotics programs. We export seamlessly to PCD, ROS Bags, and OpenSCENARIO formats to ensure perfect integration with your simulation environments. Our specialized geospatial and automotive annotators apply strict multi-layer QA to every single frame, significantly accelerating your perception model’s ability to navigate unpredictable real-world scenarios with absolute safety.

07

Multilingual Speech and Audio Transcription

Train exceptionally reliable TTS and conversational AI models with highly accurate audio transcription, sentiment tagging, and nuanced speaker diarization. We process hundreds of thousands of hours of complex audio across more than 50 languages, optimizing your team's preprocessing time by up to 70%. Delivering clean WAV+JSON and TextGrid output formats, our specialized linguistic scholars capture vital cultural nuances and colloquialisms. This comprehensive audio data pipeline is fundamental for globally deployed customer service bots, finance compliance trackers, and next-generation smart home assistants requiring flawless speech recognition.

08

360-Degree Real-World Data Sourcing

Go far beyond basic labeling with our comprehensive on-demand custom capture pods designed for 360-degree real-world data sourcing. We gather critical text, image, high-resolution video, and IoT sensor data with an absolute 0% copyright risk. Delivering fully pre-filtered, timestamped, and cleanly tagged datasets directly through Abaka Forge, we eliminate the immense friction of sourcing raw data manually. This end-to-end collection and annotation capability provides enterprises across agriculture, retail, and defense with a highly reliable, ethically sourced foundation for their most ambitious and transformative machine learning projects.

Why Outsource Model Training Labels

01

Faster Delivery

Achieve aggressive go-to-market timelines by utilizing our globally distributed expert workforce. We can instantly scale your data pipeline to handle massive daily label volumes, significantly reducing total turnaround times by up to 3 weeks. Instead of spending months building internal infrastructure, your engineering team can seamlessly plug into Abaka Forge, receiving continuous batches of pre-filtered data that immediately accelerate your frontier model training.

02

Direct Savings

Eliminate the immense overhead associated with recruiting, onboarding, and actively managing an internal data workforce. With Abaka AI, you pay only for the specific throughput you require, dramatically cutting operational expenses. Our platform automation, combined with highly efficient domain scholars, successfully reduces overall dataset preprocessing time by 70%, freeing up your massive compute budget for actual algorithm optimization rather than tedious data cleansing.

03

Risk Reduction

Guarantee total IP protection and complete data provenance across your entire training pipeline. Our rigorous SOC 2 and ISO 27001 compliant workflows ensure an absolute 0% copyright risk, actively shielding your proprietary models from catastrophic enterprise compliance breaches. We utilize fully segregated secure pipelines and enforce strict NDAs to ensure that your sensitive corporate information never leaks during the annotation or collection process.

04

Elastic Scalability

Scale effortlessly from a highly specialized small pilot to multi-million data points without ever breaking a sweat. The proprietary Abaka Forge platform dynamically allocates our global workforce, easily processing up to 500 files per day per annotator. This flexible elasticity ensures that whether you are fine-tuning a small bespoke model or pre-training a massive foundation LLM, our throughput instantly adapts to your precise volume requirements.

05

Domain Expertise

Gain direct access to a highly curated network of scholar-level annotators specialized in complex fields. Whether you require advanced Lean4 mathematics, sophisticated automotive engineering insights, or intricate biomedical knowledge, we provide the specialized intellect necessary for frontier model training. By entirely avoiding generic gig workers, we eliminate quality decay and ensure that every single label reflects deep, structurally sound domain understanding.

06

Innovation Velocity

Free your highly skilled machine learning engineers from the tedious, time-consuming reality of manual data cleaning and validation tasks. By completely outsourcing your annotation pipeline to Abaka AI, your core technical team can focus exclusively on sophisticated algorithm design, comprehensive model evaluation, and rapid product deployment. This drastically accelerates your overall innovation velocity, giving you a distinct competitive edge in the rapidly evolving AI market.

Industries We Serve

Automotive

Power your autonomous driving algorithms with flawlessly labeled LiDAR + Camera fusion and highly precise road lane data, priced securely at $3/km. We ensure absolute peak tracking accuracy and seamless sensor alignment for Tier-1 programs operating in incredibly complex real-world conditions. By delivering strict ISO 27001 compliant data formatted for OpenSCENARIO, we help automotive engineers safely deploy robust perception models that navigate unpredictable urban environments.

GenAI / Foundation Models

Accelerate foundation model capabilities using our strictly scholar-grade RLHF, HLE QAs, and instruction following labels. We extensively cover rigorous multi-turn coding and advanced Lean4 reasoning data to align frontier models safely. By mitigating bias and ensuring absolute factual precision through our vetted domain experts, we provide AI labs with the trustworthy data foundation needed to push the absolute boundaries of generative artificial intelligence capabilities.

Embodied AI / Robotics

Train advanced robotic systems to seamlessly navigate highly dynamic real-world environments with our high-fidelity 3D/4D Point Cloud annotations. We craft custom RL environment designs and provide perfectly detailed semantic segmentation to ensure incredibly precise spatial reasoning. By utilizing the robust capabilities of Abaka Forge, we equip hardware manufacturers and embodied AI labs with the flawless spatial data required to commercialize safe, autonomous robotic workers.

Healthcare

Enhance critical medical AI systems utilizing meticulously and securely handled data. Our verified domain experts expertly annotate complex biomedical texts and detailed medical imagery under the strictest NDAs. Operating strictly within fully segregated secure pipelines, we protect sensitive health information while delivering 99% accurate bounding box and polygon annotations for medical scans, enabling healthcare tech companies to confidently deploy life-saving diagnostic and predictive models.

Retail

Optimize complex inventory tracking and commercial computer vision systems with flawlessly accurately labeled images and dense video annotations. We provide precision bounding box and dense captioning data for extensive retail cataloging, critical SKU recognition, and automated checkout systems. Delivering 0% copyright risk datasets, we empower major global retailers to rapidly deploy highly accurate visual search tools and intelligent shelf-monitoring robotics that dramatically improve operational efficiency.

Finance

Develop highly reliable financial AI assistants and robust fraud detection algorithms utilizing strictly compliant data pipelines. Our specialized experts carefully label nuanced financial documents and multi-turn conversational text with extremely high precision. Maintaining strict GDPR and CCPA compliance alongside full IP provenance, we provide major financial institutions with the incredibly secure text and audio data required to safely automate customer service and complex risk assessments.

Geospatial

Transform massive volumes of raw satellite and aerial imagery into highly actionable commercial insights. We process exceptionally large geospatial datasets with precise polygon and semantic segmentation tools, enabling incredibly precise land-use classification, infrastructure monitoring, and accurate environmental tracking models. Utilizing Abaka Forge, we efficiently manage massive spatial data pipelines to equip specialized teams with the flawless ground-truth data necessary for large-scale earth observation and analysis.

Security / Defense

Build exceptionally robust security tracking systems with high-accuracy video temporal tracking, action recognition, and complex IoT sensor data annotation. We strictly maintain fully isolated data handling protocols and rigorous compliance standards to ensure maximum security for critical defense-grade applications. By relying on our highly vetted annotator network, security organizations can confidently train sophisticated surveillance and threat-detection algorithms without ever compromising on data integrity or operational secrecy.

Agriculture / Industrial

Drive powerful industrial automation utilizing precisely labeled IoT sensor data, extensive drone imagery, and custom captured datasets. We comprehensively support critical crop monitoring, precise yield prediction, and automated defect detection models specifically designed to maximize industrial operational efficiency. Delivering flawlessly pre-filtered and timestamped data directly into your workflows, we provide agricultural technology leaders the reliable foundation needed to scale automated farming and intelligent manufacturing solutions.

How It Works

1) Day 0–3 — Scoping & Onboarding

We collaborate directly with your lead engineering team to define exact annotation guidelines, required output formats, and strict enterprise compliance requirements. During this rapid initialization phase, we establish a fully segregated, secure data pipeline that seamlessly connects your raw datasets directly into the Abaka Forge platform, ensuring zero friction and absolute IP protection from the very first hour.

2) Week 1–2 — Pilot & Calibration

Our specifically selected domain scholars execute a highly targeted initial pilot using a representative sample of your complex data. We then rapidly calibrate our rigorous multi-layer QA workflows directly against your established ground-truth metrics. This crucial calibration phase guarantees that our initial production batch strictly achieves our mandated 99% accuracy standard before we scale to maximum daily volume.

3) Week 2–3 — Production Scaling

Having perfected the workflow, we drastically expand our elite workforce allocation to effortlessly handle massive daily volumes. The advanced automated tooling embedded natively in Abaka Forge accelerates the preprocessing pipeline by up to 50x, empowering our specialized annotators to securely and accurately process up to 500 files per day without ever sacrificing the uncompromising quality your models demand.

4) Ongoing — Continuous Delivery

Your customized model training labels are consistently delivered in seamless, continuous, and highly pre-filtered batches perfectly formatted for your architecture. Throughout this entire continuous production lifecycle, we rigorously maintain strict ISO 27001 compliance, SOC 2 standards, and guarantee an absolute 0% copyright risk across every single data point we meticulously generate, collect, and carefully export for your frontier AI systems.

5) Weekly — Quality & Strategy Sync

We proactively hold regular, detailed review sessions with your core ML team to systematically analyze edge cases and refine highly specific guideline updates. By utilizing the flexible management capabilities within Abaka Forge, we seamlessly adapt our specialized workforce’s focus to perfectly align with the rapidly evolving technical needs and advanced evaluation benchmarks of your frontier generative AI pipelines.

Modality & Format Coverage

We supply high-precision labels across all major data modalities. From complex STEM reasoning texts to 3D point clouds, Abaka Forge seamlessly processes and structures your training data.

ModalityAnnotation TypesToolsOutput Formats
TextInstruction Following, Creative Writing, TranslationAbaka ForgeJSON, CSV, Parquet
LLM RLHFHLE QAs, Reasoning, Fact-checkingAbaka ForgeJSONL, Custom API
ImageDense Captioning, Bounding Box, PolygonAbaka ForgeCOCO, YOLO, Pascal VOC
VideoSpatial Reasoning, Temporal Tracking, Action RecognitionAbaka ForgeMP4 annotations, JSON
3D/4D Point CloudCuboids, Semantic Segmentation, Object TrackingAbaka ForgePCD, JSON, ROS Bag
LiDAR + Camera fusionRoad Lane ($3/km), Sensor Alignment, Scene FlowAbaka ForgeOpenSCENARIO, Custom JSON
AudioTranscription, Sentiment Analysis, TTS TaggingAbaka ForgeWAV+JSON, TextGrid

Success Story

A frontier model lab
Challenge

The lab was developing a sophisticated foundation model focused specifically on highly advanced mathematics and complex coding capabilities. They initially relied entirely on generic outsourcing platforms, which predictably resulted in severe and compounding quality decay. The gig-economy annotators completely lacked the deep STEM expertise fundamentally needed to meticulously verify Lean4 code, complex algorithmic logic, and nuanced algebraic reasoning. Consequently, the model's baseline hallucination rates spiked dramatically during evaluation benchmarks, and the engineering team experienced a catastrophic 4-week delay as they desperately attempted to manually correct the deeply flawed training labels before attempting another expensive retraining cycle.

Approach

Abaka AI rapidly deployed a highly specialized team of scholars, directly integrating them into the workflow via the proprietary Abaka Forge platform. We meticulously curated a dedicated, securely vetted workforce consisting entirely of professional mathematicians and senior software engineers. By actively implementing a strict multi-layer QA process and heavily customizing our platform interface explicitly for evaluating complex STEM QAs, we seamlessly bridged the critical domain-knowledge gap. We rapidly established a robust, strictly SOC 2 compliant pipeline that efficiently and securely processed hundreds of thousands of multi-turn code reasoning prompts without ever compromising on data provenance.

Results

Within just a brief 2-week period, the lab successfully resumed full-scale model training operations. Our expert annotators flawlessly maintained an uncompromising 99% accuracy standard across all highly complex logical problem sets and coding evaluations. This robust, scholar-grade data quality successfully reduced their overall dataset preprocessing and manual review time by an impressive 70%. Ultimately, these pristine model training labels empowered the engineering team to dramatically outperform their benchmark metrics, successfully launching their specialized reasoning foundation model a full 3 weeks ahead of their heavily revised and aggressive commercial deployment schedule.

99%
Annotation Accuracy
70%
Reduction in Preprocessing Time
1M+
Vertically Specialized Annotators

By the Numbers

2019
Founded — trustworthy data partner for frontier AI
1,000+
Enterprise and research customers worldwide
99%
Guaranteed label accuracy via scholar networks
50+
Countries actively supplying specialized domain talent

What Customers Say

The level of expertise Abaka AI brings to mathematical reasoning data is unmatched. Their scholars routinely catch nuanced logic errors that other labeling services miss completely, ensuring our foundation models perform flawlessly.

Head of Foundational AIFrontier Model Lab

Scaling our autonomous driving data pipeline used to be a massive operational hurdle. Abaka AI stepped in and delivered highly accurate LiDAR and camera fusion annotations at an impressive volume without sacrificing quality.

Director of PerceptionTier-1 Autonomous Driving Program

Security and compliance are non-negotiable for our patient data. Abaka's fully segregated secure pipelines and rigorous ISO 27001 adherence gave us the confidence to scale our medical imaging AI safely.

VP of Machine LearningHealthcare Technology Enterprise

Moving to the Abaka Forge platform streamlined our entire RLHF pipeline. The seamless integration, combined with top-tier human intelligence, reduced our preprocessing time by over 70%. It has been a true competitive advantage.

Lead AI ResearcherEnterprise Generative AI Startup

Why Choose Abaka

01

Unrivaled Human Intelligence

We are a trustworthy data partner for frontier AI, completely self-funded and highly profitable. Because we never build models that compete with you, your proprietary data is strictly protected. Our workforce consists of over 1 million vertically specialized annotators—including top-tier coders, linguists, and STEM scholars. With Abaka Forge's large-model automation streamlining the workflow by 50x, we seamlessly combine elite human insight with unparalleled operational speed.

02

0% Copyright Risk

Every dataset we collect and annotate includes full IP provenance, ensuring your commercial models remain entirely compliant and protected.

03

Strict Compliance

Operating strictly under SOC 2, ISO 27001, GDPR, and CCPA standards, we utilize segregated secure pipelines to guard your data.

04

Global Scale & Reach

Our diverse expert network spans over 50 countries, providing essential multi-lingual and culturally nuanced data for globally deployed LLMs.

05

Abaka Forge Platform

An all-in-one platform handling collection, cleaning, and annotation. We accelerate your data pipeline up to 50x through advanced large-model automation.

06

Your Data Stays Yours

We operate with zero VC or acquisition pressure, maintaining complete neutrality. Your training data is exclusively yours—it is never repurposed, resold, or shared with competitors.

Frequently Asked Questions

How much does it cost to hire you as our model training labels provider?
Our transparent, outcome-based pricing is meticulously aligned with the specific complexity of your frontier domain. For specialized tasks, LLM Math/Coding is precisely priced at $18/hr, while highly accurate STEM Generalist tasks are available at $12/hr. For computer vision needs, Image Editing is securely handled at $8/hr, Dense Captioning at $6/hr, and sophisticated Road Lane annotation is highly optimized at just $3/km. Furthermore, platform credits for our advanced Abaka Forge infrastructure cost a mere $0.20 USD each. This absolutely guarantees that you receive elite, scalable human intelligence without suffering from the massive overhead typical of internal data processing.
What is the typical timeline for starting a labeling project?
We move exceptionally fast to permanently eliminate critical engineering bottlenecks. The initial scoping and strict onboarding phase typically requires a mere 0–3 days to fully establish secure pipelines. By Week 1–2, we actively launch a focused pilot to rigorously calibrate our workforce directly against your specific ground-truth metrics. By Week 2–3, we seamlessly and aggressively transition into full-scale, continuous production delivery, successfully processing hundreds of thousands of files daily. This accelerated, highly optimized lifecycle reliably reduces your overall dataset preprocessing turnaround time by up to 3 weeks, directly accelerating your time-to-market.
Which modalities and data formats do you support?
We comprehensively cover a massive spectrum of formats including text, nuanced LLM RLHF, high-resolution image, complex video, 3D/4D point cloud, intricate LiDAR + camera fusion, and multilingual audio. By actively utilizing the proprietary Abaka Forge platform, we can securely ingest massive unstructured datasets and effortlessly export them into strict industry-standard formats. These include structured JSON, comprehensive COCO, synchronized MP4 annotations, complex ROS Bags, and highly specialized OpenSCENARIO files. This completely end-to-end coverage natively maps our pristine labels directly into your sophisticated architectural requirements without requiring any additional, time-consuming manual transformation.
How do you guarantee 99% accuracy in your annotations?
We successfully guarantee an uncompromising 99% accuracy standard by actively combining strict multi-layer QA workflows with a highly vetted global network of specialized domain scholars. Unlike generic crowdsourcing platforms that rely heavily on untrained gig workers, we securely route your most complex tasks—such as intricate Lean4 mathematics, sophisticated biomedical texts, or dynamic temporal tracking—directly to verified professionals. This rigorous, expert-driven approach completely eliminates the critical quality decay that destroys model performance, effectively minimizing compounding structural errors and virtually eliminating catastrophic model hallucinations during your final, rigorous evaluation benchmarks.
How do you ensure the security and privacy of our training data?
Security is fundamentally foundational to our entire global operation. We actively enforce highly restrictive NDAs and exclusively utilize completely segregated secure pipelines for all model training labels. Abaka AI proudly maintains comprehensive, externally audited SOC 2, ISO 27001, GDPR, and CCPA compliance across every workflow. Furthermore, we consistently provide fully documented IP provenance for all collected and labeled datasets, absolutely ensuring there is a 0% copyright risk. This completely shields your enterprise from catastrophic legal liabilities and severe compliance breaches when commercializing frontier models.
Can you handle complex multilingual LLM training pipelines?
Yes, we handle incredibly complex multilingual pipelines with absolute precision. We successfully source our elite talent from a massive workforce of over 1 million vertically specialized annotators actively operating across 50+ countries globally. This extensive, highly curated global footprint allows us to seamlessly support incredibly nuanced, fully localized RLHF, creative writing, and strict instruction-following tasks across dozens of distinct languages. By expertly capturing critical cultural nuances and colloquialisms, we flawlessly empower elite model labs to build globally deployed frontier models that successfully comprehend and interact with truly diverse international populations.
How does Abaka AI differ from standard crowdsourcing providers?
Standard crowdsourcing platforms fundamentally struggle with severe quality decay when attempting highly complex, nuanced tasks, primarily because they heavily rely on anonymous, entirely untrained gig workers. Abaka AI distinctly operates as a trustworthy, specialized data partner exclusively focused on advancing frontier AI. We strictly utilize verified, highly educated domain scholars—including STEM experts, legal professionals, and medical researchers. Combined with the massive 50x efficiency gains of the automated Abaka Forge platform, we absolutely ensure that unparalleled, elite human intelligence actively drives your models without sacrificing essential speed or enterprise-grade scalability.
How do you handle changes to annotation guidelines mid-project?
We proactively hold detailed weekly quality and strategic sync sessions directly with your core ML engineering team to rigorously review difficult edge cases and meticulously update labeling guidelines. Because our specialized annotators are closely managed and dynamically allocated via the centralized Abaka Forge platform, we can seamlessly and instantly adapt to any sudden workflow changes. This highly agile, continuous feedback loop successfully allows us to rapidly pivot our entire workforce’s focus and instantly recalibrate multi-layer QA checks without ever causing significant downtime or disrupting your aggressive delivery schedules.
Do you offer a pilot program before committing to large volumes?
Absolutely. Our strict enterprise onboarding process actively includes a highly mandatory, focused pilot phase typically executed during Week 1–2. During this critical window, our meticulously selected domain scholars aggressively tackle a representative sample batch of your most complex data. This successfully ensures our strict multi-layer QA protocols perfectly align with your exact ground-truth metrics before we ever attempt scaling to massive production volumes. This totally risk-free calibration guarantees that when we flip the switch to maximum throughput, the data consistently meets our uncompromising 99% accuracy standard without fail.
Who retains ownership of the annotated training data?
You explicitly maintain 100% exclusive ownership of all collected and annotated training data at all times. Abaka AI is uniquely self-funded and completely profitable, meaning we strictly operate with zero external VC or acquisition pressure. Most importantly, we categorically never build commercial models that compete with our own customers. Your proprietary data is exclusively yours—it is fiercely protected and never repurposed, secretly resold, or inappropriately shared with industry competitors. We exist solely to actively act as a highly secure, entirely trustworthy data partner for your most ambitious frontier AI initiatives.
What tooling do you use for complex 3D or video labeling?
We exclusively utilize our sophisticated, deeply integrated proprietary platform known as Abaka Forge. This incredibly powerful, all-in-one environment is meticulously designed specifically to successfully handle large-scale, high-fidelity image processing, complex 3D/4D point clouds, nuanced RLHF text pipelines, and massive video tracking. Abaka Forge actively incorporates advanced large-model automation natively into the workflow, which directly speeds up dataset preprocessing and tedious annotation tasks by up to 50x. This flawlessly streamlined tooling ecosystem effectively guarantees massive operational scale while completely eliminating the traditional friction associated with patching together disconnected, substandard legacy software.
Is there a minimum project size or volume requirement?
We offer highly elastic, on-demand scalability specifically tailored to match your precise engineering needs. Whether you immediately require a highly specialized, small-scale pilot consisting of a few hundred complex Lean4 programming prompts, or you need to process multi-million data points across continuous, massive daily batches, we completely adapt to your reality. The Abaka Forge platform dynamically and instantly adjusts our specialized workforce allocation to perfectly match your specific production demands, successfully ensuring you only ever pay for the exact elite throughput your frontier AI actively requires to reach its next milestone.

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Label the Present. Train the Future.

Talk to an Expert