Scale Your Frontier Models when you
Hire Expert Annotators

Access over 1 million vertically specialized, scholar-network annotators across 50+ countries to ensure 99% accuracy for your most complex foundation models.

When building frontier AI, relying on generalist crowdsourcing quickly becomes a critical liability. Without deep domain expertise, complex reasoning, coding, and spatial tasks suffer from pervasive hallucination and misalignment. This gap in human intelligence leads to costly rework, stalled deployment schedules, and model degradation that can waste millions of dollars in compute. For highly specialized fields like Lean4 mathematics or autonomous driving, standard data labeling simply cannot capture the nuance required to train reliable foundation models.

The solution lies in specialized, dedicated human intelligence. When you hire expert annotators through Abaka AI, you integrate scholar-grade domain experts directly into your ML pipeline. Whether you need project-based support or long-term embedded talent, our workforce operates within segregated, secure pipelines with a strict 0% copyright risk guarantee. By partnering with trustworthy experts who never build competing models, your team can focus on algorithmic breakthroughs while we deliver the impeccable data quality your future demands.

The AI Annotation Bottleneck

01

Quality Decay

Generic workforces lack the academic rigor necessary for advanced AI, causing accuracy rates to plummet on complex tasks. When evaluating multi-layer reasoning or Red Teaming, standard labelers often miss critical nuances, dropping quality below the strict 99% accuracy threshold required for production deployments.

02

Volume Walls

Scaling specialized data pipelines often fractures when transitioning from pilot to production. Maintaining a throughput of up to 500 files per day per annotator requires robust infrastructure and platform automation, leaving internal ML teams overwhelmed by the operational burden of managing hundreds of disparate labelers.

03

Compliance Friction

Sourcing global talent introduces massive regulatory and security risks. Without SOC 2, ISO 27001, and GDPR compliance embedded directly into the workflow, frontier AI labs risk intellectual property leaks and face debilitating delays when trying to prove full IP provenance and 0% copyright risk to auditors.

01

Advanced Software Engineering Validation

Hire expert annotators to validate code generation, debug outputs, and enforce defensive coding practices. Our embedded software engineers rigorously handle Python, C++, and complex logic environments to guarantee reliable generation models.

02

Scholar-Grade Mathematical Reasoning

Deploy PhD-level mathematicians for advanced reasoning tasks, including complex Lean4 formal verification. They tackle IMO, IPhO, and IOI competition-grade problem sets to meticulously align the logical capabilities of frontier models.

03

Complex STEM & Biology Labeling

Engage dedicated domain experts in medicine, chemistry, and biology to annotate multi-modal scientific literature and unstructured documentation. We ensure impeccable factual grounding for healthcare and cutting-edge life sciences foundation models.

04

Multilingual NLP & Translation

Access native speakers across 50+ countries to capture profound cultural nuance, idiom comprehension, and precise sentiment analysis. This global capability is vital for developing high-quality global chatbots and localized instruction-following models.

05

Reinforcement Learning Human Feedback

Embed specialized teams to construct complex RL environments and provide multi-turn conversational feedback. Our scholars drastically improve instruction-following capabilities and alignment safety through rigorous, objective benchmarking.

06

Spatial & Temporal Video Reasoning

Leverage trained spatial reasoning experts to annotate long-form video, complex action sequences, and autonomous driving lane datasets. Operating at exceptional speed, we deliver pristine consistency for demanding temporal tracking workloads.

07

Robotics & Agent Training

Provide flawless human demonstrations for custom RL environment designs, allowing embodied AI and robotic agents to securely master real-world physical capabilities, spatial reasoning, and highly intricate human-computer interactions.

08

Rigorous AI Safety & Bias Audits

Mitigate massive enterprise risk by hiring dedicated safety auditors. Our experts actively red-team multi-modal foundation models to uncover subtle bias, test alignment limits, and strictly verify factual robustness before production launch.

Why Outsource Talent to Abaka

01

Faster Delivery

Deploy our pre-vetted domain experts instantly, completely bypassing lengthy internal hiring cycles. Achieve a 70% preprocessing time reduction by utilizing our on-demand custom capture pods, accelerating your time-to-market by weeks.

02

Direct Savings

Eliminate the excessive overhead of recruiting, training, and managing internal labelers. Benefit from our highly transparent, predictable per-hour and per-unit pricing models, providing maximum efficiency without any hidden management fees.

03

Risk Reduction

Your proprietary training data is exclusively yours. We operate under strict NDAs, SOC 2, and ISO 27001 compliance. We guarantee full IP provenance with absolutely 0% copyright risk on all collected and annotated information.

04

Elastic Scalability

Scale seamlessly from a highly focused small pilot to thousands of annotators stationed across 50+ countries. Our highly flexible model supports project-based or long-term engagements, adapting instantly to your dynamic throughput needs.

05

Domain Expertise

Stop relying on generalists. Our scholar-network spans specialized verticals, delivering deep academic and professional knowledge across Automobile, Medicine, Law, Science, Mathematics, and highly intricate Business logic systems.

06

Innovation Velocity

By completely outsourcing the massive data bottleneck, your core ML engineering team reclaims thousands of hours. Focus your critical internal resources strictly on algorithm development and architecture while we meticulously forge your training data.

Industries We Serve

Automotive

Hire expert annotators to process massive volumes of LiDAR, camera fusion, and 360° sensor data. We precisely label autonomous driving lanes and vehicle tracking metrics to empower safe, production-ready Tier-1 programs.

GenAI / Foundation Models

Fuel the next generation of frontier LLMs with multi-layer QAs, creative writing evaluations, and complex instruction-following RLHF conducted strictly by our vertically specialized global scholar-network.

Embodied AI / Robotics

Provide high-fidelity 3D/4D Point Cloud labeling and intricate human-in-the-loop agent training to effectively bridge the simulation-to-reality gap for cutting-edge global enterprise robotics companies.

Healthcare

Rely on our medical domain experts to accurately annotate clinical imagery and complex scientific literature. Operating within secure, isolated SOC 2 pipelines, we ensure factual grounding and strict model safety.

Retail

Enhance intelligent product discovery and inventory robotics with highly dense image captioning and multi-lingual sentiment analysis, scaling your specialized retail AI capabilities globally across 50+ countries.

Finance

Deploy dedicated business and finance specialists to annotate highly complex numerical tables, compliance documentation, and financial sentiment tasks with a rigorously guaranteed 99% accuracy threshold.

Geospatial

Transform raw satellite and drone imagery into structured intelligence. Our specialized workforce rapidly labels terrain, urban development, and agricultural mapping datasets to drive critical geospatial insights.

Security / Defense

Audit advanced defense algorithms with rigorous red-teaming and safety bias audits. Our ISO 27001 certified infrastructure ensures absolute data segregation, high security, and fully traceable IP provenance.

Agriculture / Industrial

Train powerful industrial IoT and agricultural monitoring systems with meticulously labeled physical sensor data and customized spatial reasoning annotations delivered straight from our dedicated custom capture pods.

How It Works

1) Day 0–3 — Scoping & Talent Matching

We analyze your foundation model's exact technical requirements and immediately match your project with specialized scholars—from Lean4 mathematicians to defensive coding engineers—pulled directly from our global 1M+ expert network.

2) Week 1–2 — Pipeline Integration & Pilot

We rapidly establish secure, segregated pipelines integrating directly with the Abaka Forge platform. Our annotators complete an intensive initial pilot batch to perfectly calibrate multi-layer QAs and guarantee strict alignment.

3) Week 2–3 — Production Scaling

Once the pilot baseline definitively hits our 99% accuracy threshold, we elastically scale the workforce. Whether you need a handful of experts or hundreds, operations ramp up smoothly without any risk of quality decay.

4) Ongoing — Continuous Quality Audits

We actively deploy Model-as-Judge and Human Evaluation frameworks to continuously monitor data output. To prevent fatigue and maintain precision, maximum throughput is strictly capped at 500 files per day per annotator.

5) Weekly — Review & Capability Expansion

Your dedicated project manager delivers comprehensive weekly throughput reports. As your ML model learns, we dynamically adjust RL environments and annotation criteria to efficiently tackle increasingly complex edge cases.

Modality & Format Coverage

When you hire expert annotators with Abaka AI, you gain comprehensive modality support through our proprietary Abaka Forge platform. We seamlessly process complex text, visual, and multi-sensor data to fuel frontier foundation models.

ModalityAnnotation TypesToolsOutput Formats
TextNamed Entity Recognition, Instruction Following, HLE QAs, Sentiment AnalysisAbaka ForgeJSON, CSV, JSONL, XML
LLM RLHFMulti-turn Chat, Factuality Ranking, Bias Auditing, Creative WritingAbaka ForgeJSONL, Parquet, Text, CSV
ImageDense Captioning, Image Editing, Polygon Segmentation, Interleaved ImagesAbaka ForgeCOCO, YOLO, PNG, JPEG
VideoSpatial Reasoning, Action Recognition, Temporal Tracking, Bounding BoxesAbaka ForgeMP4, AVI, JSON, XML
3D/4D Point CloudCuboid Annotation, Semantic Segmentation, Object Tracking, Scene LabelingAbaka ForgePCD, PLY, JSON, CSV
LiDAR + Camera fusionMulti-Sensor Calibration, Object Detection, Velocity Estimation, Lane TrackingAbaka ForgeJSON, Parquet, CSV, PLY
AudioTranscription, Multilingual TTS, Sentiment Analysis, Speaker DiarizationAbaka ForgeWAV, MP3, FLAC, JSON

Success Story

A frontier model lab

A frontier model lab was struggling to dramatically improve its foundation model's multi-step reasoning capabilities. Crowdsourced generalists lacked the rigorous domain expertise required to validate advanced mathematics and execute defensive coding tasks. This resulted in severe hallucination rates, massive QA bottlenecks, and constant factual degradation. They urgently needed to hire expert annotators capable of executing high-level, scholar-grade evaluations without slowing down their fast-paced algorithmic deployment schedule.

Abaka AI quickly deployed a dedicated, elastic team of 50+ scholar-level annotators exclusively specialized in advanced STEM and software engineering. Utilizing the robust Abaka Forge platform, these embedded experts rapidly established a highly rigorous Red Teaming and RLHF pipeline. Operating strictly within SOC 2 compliant, fully segregated pipelines, the specialized workforce provided dense multi-layer QA and objective benchmarks to meticulously correct underlying logical fallacies and critical coding errors.

By permanently replacing crowdsourced generalists with our vertically specialized talent, the lab achieved a massive 70% reduction in preprocessing time. The embedded talent team scaled smoothly to handle thousands of complex prompts per week, decisively driving the model's factual accuracy above the critical 99% threshold. Ultimately, this impeccable precision saved the lab weeks of highly costly compute time and safely accelerated their production release.

99%
Reasoning Accuracy
70%
Preprocessing Time Reduction
50+
Embedded Domain Experts

By the Numbers

1M+
Vertically specialized annotators
2019
Founded — trustworthy data partner
99%
Guaranteed accuracy threshold
50+
Countries covered globally

What Customers Say

When we decided to hire expert annotators for our advanced math reasoning models, Abaka was the only partner actually capable of sourcing true scholar-grade talent. Their STEM experts completely transformed our model's logic capabilities with absolutely pristine accuracy.

Head of ResearchFrontier Model Lab

The ability to instantly deploy dedicated engineering talent for defensive coding evaluations genuinely saved our red-teaming initiative. Abaka's strict data segregation and full IP provenance meant we could aggressively scale our security audits without regulatory fear.

VP of AI SafetyEnterprise Software Provider

We desperately needed high-quality spatial reasoning for our self-driving lanes. Abaka's specialized workforce delivered exceptionally accurate annotations at scale. Their infrastructure is robust, and knowing they never build competing models gives us ultimate peace of mind.

Director of Applied MLTier-1 Autonomous Driving Program

Embedding Abaka's talent directly into our RLHF pipeline was entirely seamless. Their platform, Abaka Forge, combined with exceptionally deep domain expertise, resulted in a 70% reduction in our preprocessing time. They truly forge the data for frontier AI.

Lead Data ScientistGlobal Enterprise Robotics Company

Why Choose Abaka

01

Trustworthy Partner for Frontier AI

We never build models that compete with you. Your data is exclusively yours—never repurposed, resold, or shared. Operating as a proudly self-funded and profitable partner since 2019, Abaka AI remains entirely free from VC constraints or acquisition pressure, ensuring complete alignment with your long-term algorithmic success and data security.

02

Unmatched Compliance

We operate fully under strict SOC 2, ISO 27001, GDPR, and CCPA standards. With strictly segregated secure pipelines and firm NDAs, your intellectual property always remains safe.

03

100% IP Provenance

We guarantee a strict 0% copyright risk on all collected and annotated data. Every single data point comes with a transparent, highly traceable origin record for auditing.

04

Scholar-Network Talent

Gain direct access to over 1 million vertically specialized annotators across Medicine, Law, Math, and Coding. We ensure that complex foundation models are trained by genuine domain experts, completely bypassing the risks of generic crowd workers.

05

Unified Abaka Forge Platform

Centralize data collection, cleaning, annotation, and model training inside Abaka Forge. Leveraging powerful large-model automation, our unified platform accelerates your rigorous data workflows up to 50x faster.

06

Global Reach, Local Nuance

With established offices in Singapore, Paris, and Silicon Valley, and top annotators stationed securely in over 50 countries, we precisely capture hyper-local linguistic and cultural nuances. This vast geographical footprint natively empowers your foundation models to perform with 99% accuracy in highly diverse, real-world applications.

Frequently Asked Questions

How much does it cost to hire expert annotators?
Our pricing is highly transparent and extremely competitive, based strictly on the required domain expertise. For specialized human intelligence, we charge predictable hourly rates: LLM Math/Coding experts are $18/hr, general STEM specialists are $12/hr, and Image Editing is $8/hr. For autonomous driving, we securely label road lanes at just $3/km. We also offer a clear evaluation framework, such as Red Teaming at $8/eval. There are absolutely no hidden management fees.
How quickly can you deploy an embedded talent team?
We operate with exceptional rapid agility. During Day 0–3, we immediately match your project with specialized scholars pulled directly from our network. By Week 1–2, we establish secure pipelines and complete intensive initial pilots to calibrate accuracy. You can realistically expect a fully functional, highly scalable annotation pipeline producing production-ready data within just two to three weeks of engagement.
What modalities and data formats do your experts support?
Through the unified Abaka Forge platform, our experts confidently handle all major data types: Text, Image, Video, 3D/4D Point Cloud, LiDAR + Camera fusion, Audio, and LLM RLHF. We seamlessly deliver annotations in widely accepted formats such as JSON, Parquet, CSV, XML, COCO, and PLY, ensuring completely smooth integration into your existing machine learning environment.
How do you guarantee 99% accuracy for complex tasks?
We strictly abandon generalist crowdsourcing in favor of a heavily vetted scholar-network. Every annotator is vertically specialized in domains like Medicine, Coding, or Science. We strictly cap maximum throughput at 500 files per day per annotator to completely eliminate cognitive fatigue. Combined with advanced Model-as-Judge and Human Evaluation frameworks, this rigorous quality control maintains a strict 99% accuracy threshold.
Is my proprietary foundation model data secure?
Absolutely. Security is entirely central to our operations. We maintain comprehensive SOC 2 and ISO 27001 certifications, alongside stringent GDPR and CCPA compliance. All annotation work occurs safely within segregated, highly secure pipelines protected by strict NDAs. We ensure complete intellectual property safety, guaranteeing 0% copyright risk on all collected and labeled data.
Do you provide native multilingual annotators?
Yes. Our expert workforce securely spans over 50 countries, providing true native fluency and exceptionally deep cultural comprehension across dozens of global languages. This vast reach allows us to perfectly capture regional idioms, localized sentiment, and highly specific conversational nuances necessary for training highly effective global chatbots and instruction-following models.
Why choose Abaka AI over traditional labeling services?
Unlike standard vendors, we act as a truly trustworthy partner for frontier AI. We are entirely self-funded, profitable, and completely independent of restrictive VC pressures. Crucially, we never build models that compete directly with our customers. Your data is never repurposed or resold. Furthermore, our exclusive focus on specialized, scholar-level talent permanently prevents the quality decay common with standard crowdsourcing platforms.
Can we adjust our annotation guidelines mid-project?
Yes, high agility is built directly into our workflow. We conduct intensive weekly review sessions to analyze throughput metrics and evaluate complex edge cases. As your foundation model continuously evolves, our highly dedicated project managers can rapidly adjust RL environments and annotation criteria, deploying updated instructions to the embedded experts instantly without causing significant pipeline delays.
Can we run a pilot before committing to a large team?
Certainly. We strictly recommend an initial pilot phase during Week 1–2 of our standard engagement. This allows our specialized annotators to perfectly calibrate against your specific multi-layer QAs and objective benchmarks. Only once we definitively meet your strict quality standards and achieve our 99% accuracy baseline do we elastically scale the workforce to full production volume.
Who owns the intellectual property of the annotations?
You retain absolute 100% ownership. We guarantee full IP provenance and an uncompromised 0% copyright risk on every dataset we touch. Your data is exclusively yours. Abaka AI will never reuse, resell, or share your highly proprietary training data, ensuring your massive internal AI investments remain completely protected from leakage.
Do we need our own annotation software to work with you?
No, you don't. While our highly adaptable experts can easily integrate into your proprietary software if necessary, we fully provide the Abaka Forge platform. This massive all-in-one tooling environment seamlessly handles collection, cleaning, annotation, and training. Leveraging powerful large-model automation, Abaka Forge securely accelerates processing times up to 50x faster than legacy toolsets.
Is there a minimum project size to hire expert annotators?
We exclusively support elastic scalability to precisely match your exact needs. Whether you require a specialized custom capture pod for a highly focused short-term evaluation or hundreds of embedded experts for massive continuous RLHF, we adapt dynamically. Our highly transparent credit system ($0.20 USD per credit) and hourly pricing models completely ensure efficiency for both small pilots and massive enterprise deployments.

Ready to Get Started?

Label the Present. Train the Future. Hire expert annotators today and rapidly accelerate your frontier foundation models with trustworthy, specialized human intelligence.