Scale Frontier Models with
Expert Annotators for AI

Leverage a strictly vetted network of over one million subject matter experts across 50 countries to deliver 99% accurate data for your most advanced models.

Frontier AI models have moved past the point where generalist crowdsourcing yields meaningful performance gains. When training complex mathematical reasoning, advanced coding architectures, or highly regulated medical capabilities, relying on non-specialized labelers inevitably leads to hallucination-prone models and costly retraining cycles. The cost of inaction is severe—teams regularly lose critical weeks of compute time and hundreds of thousands of dollars iterating on substandard data that fundamentally lacks necessary domain depth.

Abaka AI resolves this barrier by deploying an elite workforce of vertically specialized professionals. Our massive scholar-network of over one million expert annotators for AI encompasses disciplines from mathematics and software engineering to law and biological sciences. By embedding rigorous multi-layer quality assurance directly into your data pipeline, we ensure your models learn from verified human intelligence. Your proprietary data remains completely secure and meticulously annotated to continuously push the boundaries of enterprise AI performance.

The Specialized Annotation Bottleneck

01

Quality Decay

Models trained on generalized crowd data rapidly degrade when tasked with high-level domain reasoning. As you push for complex instruction following or deep mathematical derivations, standard labeling pipelines fail to capture critical technical nuances. This quality decay results in persistent model hallucinations and a severe drop in reliability, rendering the final outputs unsuitable for strict enterprise deployment without weeks of expensive, manual corrections.

02

Volume Walls

Sourcing highly qualified experts—such as engineers proficient in Lean4 or licensed medical professionals—is incredibly challenging at scale. AI teams often hit a volume wall where they can only process a few hundred high-quality examples weekly. Attempting to scale these specialized pipelines internally requires immense hiring overhead and operational drag, severely delaying production schedules and allowing competitors to rapidly capture market share.

03

Compliance Friction

Handling sensitive proprietary information, from unreleased enterprise source code to confidential financial data, introduces significant security vulnerabilities. Generic annotation platforms lack the stringent technical controls required to protect intellectual property. Without SOC 2 and ISO 27001 certified, segregated secure pipelines, organizations face massive compliance friction that halts vital data collection and exposes them to devastating breaches.

01

Advanced Mathematics and Logic Verification

Our scholar-network includes elite experts in advanced mathematics capable of formulating, solving, and verifying complex problems. We provide high-quality mathematical derivations and step-by-step reasoning paths, including specialized formatting for tools like Lean4. This domain-specific human intelligence is critical for training foundation models to exhibit deep logical consistency and flawlessly accurate mathematical reasoning in enterprise applications.

02

Software Engineering and Code Generation

Access heavily vetted software engineers who write, review, and evaluate complex code across dozens of modern programming languages. Our expert annotators for AI handle intricate interleaved tasks, bug fixing, defensive coding, and algorithmic optimization. We ensure your models learn optimal, secure coding practices, dramatically reducing logic errors and improving the real-world reliability of autonomous programming agents.

03

Medical and Healthcare Data Annotation

Leverage highly qualified medical professionals to annotate complex healthcare datasets, ranging from dense clinical text and research papers to detailed medical imaging. Our specialized workforce understands the complex taxonomy of the medical field, ensuring 99% accuracy while strictly adhering to rigorous data security standards to protect all sensitive information during the annotation process.

04

Law, Business, and Financial Reasoning

Train your models on sophisticated legal texts, financial reports, and high-level business analytics with our network of industry professionals. Our expert annotators for AI parse complex corporate contracts, extract nuanced financial data, and carefully evaluate reasoning paths for compliance, enabling enterprise-grade AI assistants that perform reliably in highly regulated business environments.

05

Nuanced Creative and Academic Writing

Enhance your large language models with diverse, sophisticated text generation crafted by specialized writers and academics. We provide expert-level instruction following, nuanced creative writing, and high-level evaluation (HLE) QAs. This precise human feedback ensures your models generate coherent, stylistically accurate, and contextually rich narratives across multiple languages and distinct regional dialects.

06

Biology, Chemistry, and Scientific Data

Deploy verified domain experts in biology, chemistry, and physics to annotate complex scientific literature and massive structural datasets. From mapping intricate chemical compounds to validating advanced research methodologies, our annotators provide the profound subject matter expertise absolutely required to train frontier models for groundbreaking scientific discovery and advanced research applications.

07

Video Spatial and Temporal Reasoning

Our specialized computer vision teams meticulously annotate complex video datasets for spatial and temporal understanding. We define highly precise relationships, dynamic actions, and object persistence across thousands of frames. This detailed annotation supports the rapid development of advanced models utilized in embodied AI, autonomous robotics, and interactive spatial computing.

08

Reinforcement Learning from Human Feedback

Optimize your frontier models through direct, specialized human preference and ranking. Our expert annotators engage in highly rigorous RLHF processes, including comprehensive red teaming, defensive evaluations, and model-as-judge validations. By providing deeply nuanced alignment data, we ensure your advanced AI behaves safely, predictably, and precisely according to your custom enterprise guidelines.

Why Outsource Expert Annotators for AI

01

Faster Delivery

Deploying our fully vetted, ready-to-work network of 1M+ specialized annotators means you bypass months of painstaking recruitment and onboarding. We can spin up custom, expert-driven pipelines in days, delivering thousands of highly accurate annotations weekly to keep your time-sensitive model training perfectly on schedule.

02

Direct Savings

Maintaining a massive in-house team of full-time subject matter experts is completely cost-prohibitive. Partnering with Abaka AI directly converts massive fixed payroll expenses into hyper-flexible, project-based pricing. You only pay for the exact volume of high-quality data generated, significantly reducing your overall operational burn rate.

03

Risk Reduction

Our strictly segregated secure pipelines and enterprise-grade compliance measures (SOC 2, ISO 27001) heavily safeguard your proprietary data. We guarantee full IP provenance with strictly 0% copyright risk, ensuring you never face catastrophic legal liabilities or internal security breaches during collection.

04

Elastic Scalability

Data requirements for frontier models fluctuate dramatically between core training phases. Our workforce scales completely elastically—allowing you to surge to hundreds of specialized annotators during massive peak training cycles and instantly scale down when complete, without facing any complex administrative friction.

05

Domain Expertise

Generalist crowd platforms cannot handle complex logical reasoning or highly technical data. We provide guaranteed access to a vast scholar-network heavily covering advanced mathematics, secure coding, science, and medicine, ensuring every data point is crafted by verified experts who genuinely understand the subject matter.

06

Innovation Velocity

By systematically offloading the immense operational burden of precise data annotation, your internal engineering teams regain critical bandwidth. They can rapidly refocus entirely on core algorithm development, architectural refinement, and complex model deployment—massively accelerating your time-to-market.

Industries We Serve

Automotive

We securely partner with top-tier autonomous driving programs to deliver highly precise labeling for complex edge-case scenarios. From intricate road lane mapping at $3/km to detailed multi-sensor fusion, our expert annotators ensure autonomous vehicles navigate safely in highly unpredictable real-world environments.

GenAI / Foundation Models

Frontier model labs absolutely rely on our subject matter experts for high-level reasoning, complex instruction following, and rigorous RLHF. We supply the heavily verified, scholar-grade human intelligence needed to rapidly scale reliable capabilities in advanced mathematics, secure coding, and logical deduction.

Embodied AI / Robotics

Training robotic agents requires completely flawless spatial intelligence. Our specialized annotators provide highly detailed 3D/4D point cloud labeling and dynamic custom reinforcement learning environment mapping, ensuring embodied AI systems interact safely and intelligently within diverse physical spaces.

Healthcare

Medical AI demands absolutely uncompromising accuracy and strict adherence to global privacy standards. Our workforce includes verified medical professionals who meticulously annotate clinical documentation and complex imaging data, fueling advanced diagnostic models while strictly maintaining HIPAA-compliant equivalent data protection.

Retail

We provide highly precise visual and textual data annotation to massively enhance e-commerce search algorithms, advanced inventory robotics, and complex customer sentiment analysis. Our expert teams reliably help retail leaders strictly personalize shopping experiences and rapidly streamline automated supply chain operations.

Finance

Our vetted experts in business and finance meticulously parse heavily regulated corporate documents, complex market reports, and dense algorithmic trading data. We aggressively empower modern financial institutions to heavily train secure, highly accurate AI assistants capable of advanced quantitative reasoning.

Geospatial

Our specialized teams precisely annotate vast arrays of high-resolution satellite and aerial imagery. By strictly defining precise global topologies, dynamic environmental shifts, and massive infrastructure developments, we heavily enable high-fidelity geospatial models utilized in advanced urban planning.

Security / Defense

Operating strictly under heavily enforced NDAs and completely secure pipelines, our cleared experts rapidly provide highly critical data annotation for advanced defense applications. We securely ensure high-accuracy object detection and massive anomaly recognition to heavily support mission-critical deployments.

Agriculture / Industrial

We securely supply heavily detailed visual annotations designed for heavy industrial automation and highly precise agriculture. From massive crop health assessment algorithms to rigorous defect detection in automated manufacturing lines, our highly accurate data continuously feeds efficient models.

How It Works

1) Day 0–3 — Scoping & Domain Matching

We aggressively analyze your specific technical data requirements and strictly define the exact required expertise. Whether you explicitly need Lean4 mathematicians or heavily specialized software engineers, we source the exact profiles from our massive global scholar-network and establish totally secure, segregated pipelines.

2) Week 1–2 — Calibration & Pilot

Our specifically selected expert annotators for AI actively complete a heavily targeted pilot phase directly on the Abaka Forge platform. Your engineering team closely reviews the initial output to strictly align on technical nuance and formatting, rapidly iterating until we confidently achieve guaranteed 99% accuracy.

3) Week 2–3 — Production Ramp-Up

With complex guidelines totally solidified, we actively deploy our experts into full-scale production. Annotation throughput rapidly scales up to 500 files per day per annotator, managed entirely within our heavily secured ISO 27001-certified infrastructure to strictly ensure totally continuous high quality.

4) Ongoing — Multi-Layer Quality Assurance

As annotation volumes actively increase, our heavily rigorous multi-layer QA protocol runs continuously in the background. Senior domain experts manually review output in real-time, aggressively catching subtle logic gaps or deep technical errors early to ensure your training data strictly remains pristine.

5) Weekly — Delivery & Optimization

You securely receive strictly customized, fully formatted data deliveries on a highly consistent weekly cadence. We regularly hold technical syncs to actively review model performance improvements, adjust highly complex instructions, and dynamically scale the expert workforce up or down instantly.

Modality & Format Coverage

Our highly specialized network leverages the powerful Abaka Forge platform to perfectly process deeply complex data structures across absolutely every major modality. We guarantee totally seamless integration into your pipelines via industry-standard output formats.

ModalityAnnotation TypesToolsOutput Formats
TextComplex Instruction Following, Creative Writing, Multi-turn QA, STEM TranslationsAbaka ForgeJSON, JSONL, CSV, Parquet
LLM RLHFModel-as-Judge, Red Teaming, Ranking, Factuality VerificationAbaka ForgeJSONL, Custom API Integration, Parquet
ImageDense Captioning, Bounding Boxes, Interleaved Image QA, Semantic SegmentationAbaka ForgeCOCO, Pascal VOC, JSON, YOLO
VideoSpatial Reasoning, Temporal Tracking, Action RecognitionAbaka ForgeJSON, MP4 segments, CSV
3D/4D Point Cloud3D Cuboids, Scene Segmentation, Object TrackingAbaka ForgePCD, JSON, Custom 3D Formats
LiDAR + Camera fusionMulti-sensor Fusion, Road Lane Mapping, Dynamic Object TrackingAbaka ForgeJSON, ROS Bags, Custom Formats
AudioTranscription, Multilingual TTS Alignment, Sentiment AnalysisAbaka ForgeWAV, MP3, JSON, Text Transcripts

Success Story

A frontier model lab

A frontier model lab was heavily building a next-generation large language model strongly focused on highly advanced software engineering and deeply complex logical reasoning. Their internal engineering team was violently hitting a volume wall, desperately struggling to source enough high-quality, completely bug-free coding examples. Standard crowdsourcing platforms continuously provided heavily noisy data violently filled with critical logic errors, causing the core model to constantly fail on strict defensive coding benchmarks and complex derivations.

Abaka AI rapidly deployed a totally dedicated pod of expert annotators for AI, explicitly consisting of verified senior software engineers and advanced mathematicians. Utilizing the heavily optimized Abaka Forge platform, this rigorous scholar-network meticulously crafted, deeply reviewed, and securely ranked thousands of highly complex code generations and Lean4 mathematical proofs. We strictly implemented an aggressive multi-layer QA process, ensuring absolutely every data point heavily met rigorous academic standards.

Within exactly three weeks, the completely dedicated expert pod elastically scaled to successfully deliver over 15,000 highly accurate, fully specialized coding examples per week. The heavily verified data dramatically reduced the frontier model's critical hallucination rate, directly resulting in a massive 40% performance increase on heavily targeted internal defensive coding evaluations, with strictly zero copyright risk. The core engineering team saved hundreds of operational hours.

15,000+
Expert examples delivered weekly
40%
Increase in defensive coding scores
99%
Accuracy across complex logic tasks

By the Numbers

1M+
Vertically specialized annotators worldwide
50+
Countries actively sourcing domain experts
500
Files/day per annotator maximum throughput
99%
Guaranteed accuracy via multi-layer QA

What Customers Say

We spent absolutely months hopelessly trying to build an internal team fully capable of strictly evaluating our model's advanced mathematical reasoning. Abaka AI instantly provided totally verified math experts who understood Lean4 perfectly. The unparalleled quality and speed fundamentally transformed our training.

Director of Applied MLFrontier Foundation Lab

The complex defensive coding data we securely received was completely impeccable. Standard annotation services simply do not have the technical depth to accurately review massive enterprise code. Abaka's specialized expert annotators consistently found subtle logic flaws we missed entirely.

Head of AI EngineeringEnterprise AI Developer

Rapidly transitioning our core medical data annotation to Abaka AI brought absolutely unprecedented accuracy directly to our advanced diagnostic models. Their completely secure pipelines and highly specialized healthcare professionals strictly gave us the deep domain expertise we desperately required.

VP of Machine LearningHealthcare Technology Group

Abaka AI completely flawlessly handled our highly intensive multi-turn reasoning RLHF. Their advanced platform's massive automation perfectly paired with deep human intelligence from specialized writers explicitly meant we achieved our strict alignment targets three full weeks early.

Lead Research ScientistGenerative AI Startup

Why Choose Abaka

01

Trustworthy Data Partner for Frontier AI

Abaka AI aggressively prioritizes your highly sensitive intellectual property and distinct competitive advantage. We completely guarantee that your proprietary data remains absolutely exclusively yours—never repurposed, resold, or shared across competing internal models. As a completely self-funded and continuously profitable partner strictly operating since 2019, we securely operate without any VC or acquisition pressures, ensuring our focus remains entirely on delivering the highest quality human intelligence safely.

02

Elite Scholar-Network

Directly access 1M+ specialized professionals actively spanning 50+ countries. We meticulously match the exact complex domain expertise—from advanced medicine to highly secure software engineering—strictly needed for your models.

03

Enterprise Compliance

Operate strictly with total confidence. Our heavily segregated secure pipelines are fully SOC 2, ISO 27001, GDPR, and CCPA compliant, violently securing your absolutely most sensitive proprietary enterprise data from breaches.

04

Zero Copyright Risk

We explicitly provide total full IP provenance for all strictly collected and deeply annotated data. Our heavily secure processes actively ensure exactly 0% copyright risk, heavily protecting your global organization from all future legal liabilities.

05

Accelerated Automation

The massive Abaka Forge platform heavily utilizes massive large-model automation to violently reduce data friction, actively delivering complete annotation speeds up to 50x faster while firmly retaining strict human-in-the-loop quality controls.

06

We Never Compete With You

Unlike absolutely all other major data providers, we strictly do not build, train, or secretly optimize our own competitive foundation models. Our entire secure business model is entirely focused on supplying superior human intelligence and highly specialized data safely.

Frequently Asked Questions

How much does it cost to hire expert annotators for AI?
Our specialized annotation pricing is completely transparent and totally competitive. For instance, LLM Math and Coding experts are strictly priced at $18/hr, STEM Generalists at $12/hr, Image Editing at $8/hr, and Dense Captioning at $6/hr. We completely support rigorous Road Lane autonomous labeling at $3/km. You absolutely only pay for the explicit output securely generated by verified professionals.
How fast can you deploy a specialized annotation team?
We completely move exceptionally fast to securely support highly aggressive frontier training schedules. From the rigorous initial domain matching and scoping phase, we can explicitly source verified experts and seamlessly initiate calibration pilots within Day 0 to 3. Full massive production ramp-up typically completely occurs by strictly Week 2, reaching immense throughput.
What data modalities and output formats do your experts support?
Our deeply specialized expert annotators for AI natively handle absolutely every major modality securely via the massive Abaka Forge platform. We explicitly provide deep robust coverage for Text, LLM RLHF, Image, Video, 3D/4D Point Cloud, LiDAR + Camera fusion, and Audio. We directly export your meticulously labeled proprietary data seamlessly into JSON, JSONL, Parquet, and COCO.
How do you guarantee 99% accuracy on complex domain tasks?
We consistently achieve absolute 99% accuracy by ensuring highly complex tasks are matched strictly exclusively with fully verified subject matter experts—absolutely never general crowds. Once strictly annotated, completely every data point passes through a continuous multi-layer quality assurance protocol where extremely senior domain reviewers rigorously validate absolute logic and formatting.
Are your annotation pipelines secure and compliant?
Yes, absolutely strict absolute data security is completely foundational to our entire enterprise process. We securely operate strictly segregated, completely secure pipelines that are explicitly fully SOC 2, ISO 27001, GDPR, and CCPA compliant. Absolutely all specialized expert annotators directly sign highly rigorous NDAs to heavily secure your proprietary IP.
Do your expert annotators support multilingual AI training?
Absolutely. With a massive verified global scholar-network actively spanning completely over 50 countries, we precisely provide extremely fluent, culturally accurate annotations heavily across multiple core languages. This strictly deep regional and highly linguistic expertise is totally critical for actively training frontier models to perfectly follow incredibly complex regional instructions safely.
How does Abaka AI differ from standard crowdsourcing platforms?
Standard massive crowdsourcing platforms aggressively rely on extremely generic generalists, totally leading to severe model quality decay and heavy hallucination when dealing with strictly complex reasoning. Abaka AI absolutely exclusively strictly deploys a heavily curated scholar-network of completely verified professionals—engineers, doctors, and mathematicians—with strictly 0% copyright risk.
Can we adjust our annotation guidelines mid-project?
Yes, completely rigorous frontier model training absolutely requires extreme workflow flexibility. We strictly maintain consistent weekly syncs strictly with your engineering team to actively review core model performance. If you rapidly uncover massive edge cases, we directly dynamically strictly propagate absolute guideline changes to our expert workforce without severely halting production pipelines.
Do you offer a pilot phase before we commit to high volume?
We absolutely completely recommend strictly starting with a targeted secure pilot. During strictly Week 1 to 2, our specifically selected expert annotators for AI actively process a highly targeted sample. This fully allows your technical team to aggressively review the output, firmly validate edge cases, and strictly refine the core guidelines securely until we perfectly hit thresholds.
Who owns the data generated by your expert annotators?
You entirely own exactly 100% of the completely annotated data. We strictly guarantee absolute full IP provenance explicitly with strictly 0% copyright risk. Abaka AI absolutely does not strictly retain, resell, or severely repurpose your massively custom datasets for absolutely any other client or strictly internal model. Your entirely proprietary data remains strictly entirely protected.
Do we need to use our own annotation tools?
No, you absolutely do not. While we completely can strictly adapt perfectly to your heavily customized internal tooling, we strictly heavily recommend actively utilizing the Abaka Forge platform. It completely provides highly massive 50x faster processing strictly through large-model automation while absolutely integrating flawlessly with our explicitly specialized human workforce perfectly.
Is there a minimum volume required to engage your expert annotators?
We completely absolutely specialize in heavily supporting massive frontier AI scaling, but we deeply understand specialized core tasks completely start small. Whether you strictly explicitly require a heavily dedicated pod for high-level defensive red teaming or a strictly massive workforce delivering highly complex code strictly weekly, our absolute elastic scalability supports your scale.

Ready to Get Started?

Evaluate the Present. Guardrail the Future. Partner with Abaka AI to strictly scale your frontier models flawlessly using specialized human intelligence.