Secure, Expert-Led
Data Annotation for Financial Services

Empower your financial AI models with 99% accurate, SOC 2 compliant data labeling powered by vertically specialized experts in business and finance.

In the heavily regulated finance sector, the cost of inaccurate AI is staggering. Poorly trained models lead to costly compliance breaches, erroneous credit decisions, and automated trading failures. Relying on generic data labeling can result in unacceptable error rates, and when a single hallucination in a financial document extraction model can cost millions of dollars, precision is no longer optional. Without rigorous, domain-specific data annotation, financial institutions risk falling behind in the AI race while exposing themselves to massive regulatory penalties and reputational damage.

Abaka AI eliminates this risk by providing scholar-grade data annotation tailored specifically for financial services. By deploying our specialized network of annotators across 50+ countries, we deliver 99% accuracy for complex financial documents, trading algorithms, and risk assessment models. Our strict SOC 2 and ISO 27001 compliance ensures your proprietary data remains perfectly secure and exclusively yours. With Abaka AI, you can train reliable, high-performance frontier AI systems confidently, turning rigorous data quality into a decisive competitive advantage.

The Financial Data Annotation Bottleneck

01

Quality Decay

Financial documents are highly technical, requiring deep domain expertise. Generic annotators fail to capture the nuance of earnings reports, 10-K filings, and regulatory texts, leading to a steady drop in model precision. Our scholar-network financial experts maintain a strict 99% accuracy rate, ensuring your foundational models learn from the highest quality inputs without degrading over time.

02

Volume Walls

Training LLMs for financial analysis requires massive datasets processed under tight deadlines. Internal teams typically hit volume limits quickly, unable to scale safely. Abaka AI shatters this barrier with up to 500 files per day per annotator, providing elastic scalability that keeps your AI development pipeline fully fed without sacrificing precision.

03

Compliance Friction

Handling sensitive financial data often triggers massive regulatory roadblocks, slowing down AI deployment by weeks or months. Maintaining data privacy is non-negotiable. We operate under strict SOC 2 and ISO 27001 compliance, utilizing segregated secure pipelines and strict NDAs so you can process sensitive data with 0% copyright risk and absolute security.

01

Financial Document & Form Extraction

Train AI to extract structured data from unstructured financial documents. We annotate 10-Ks, earnings reports, receipts, and tax forms with pixel-perfect bounding boxes and precise OCR validation. Utilizing Abaka Forge, our experts label complex tables, footnotes, and regulatory clauses to ensure your NLP models understand financial context with 99% accuracy.

02

Market Sentiment Analysis Labeling

Enable your models to gauge market sentiment accurately. Our annotators analyze financial news, analyst reports, and social media feeds, categorizing nuances in market tone. By accurately labeling entity-specific sentiment across 50+ languages, we help your algorithmic trading and risk management models detect subtle market signals that generic tools miss.

03

Transaction & Fraud Pattern Labeling

Build robust fraud detection systems by training models on precisely annotated transaction sequences. Our domain experts categorize anomalous behaviors, compliance violations, and suspicious trading patterns within massive datasets. This highly secure, SOC 2 compliant annotation process ensures your security AI identifies real threats while minimizing false positives.

04

Credit Scoring & Risk Assessment

Enhance predictive models for credit scoring with expertly annotated historical financial profiles. We label loan applications, spending behaviors, and credit histories, ensuring the training data represents fair, unbiased, and accurate assessments. Our rigorous quality control eliminates bias and helps you deploy equitable and highly reliable credit AI.

05

RLHF for Financial Chatbots

Align your customer-facing financial assistants using Reinforcement Learning from Human Feedback (RLHF). Our business and finance experts rank model outputs for factuality, tone, and compliance. From answering banking queries to offering complex investment summaries, we ensure your financial LLM follows instructions perfectly and adheres to strict regulatory guidelines.

06

Earnings Call & Audio Transcription

Transform financial audio into actionable insights. We provide precise transcription and speaker diarization for earnings calls, investor meetings, and trading floor communications. Our specialized teams accurately capture financial jargon, company names, and numerical data across multiple languages, feeding your models with pristine text for downstream financial analysis.

07

Global Financial Data Annotation

Train AI models that operate in global markets. With a network spanning 50+ countries, we provide localized annotation for international financial documents, diverse currency formats, and regional compliance texts. This ensures your global banking or trading models perform consistently and accurately, regardless of the target geography or language.

08

Quantitative Reasoning & Logic

Train advanced frontier models on complex financial mathematics. Our scholars specialize in quantitative reasoning, generating high-quality prompt-response pairs for algorithmic trading logic, risk modeling, and complex mathematical problem-solving. This scholar-grade data guarantees your model masters deep financial reasoning instead of just surface-level text generation.

Why Outsource Data Annotation for Financial Services

01

Faster Delivery

Accelerate your AI roadmap by leveraging our fully managed, globally distributed workforce. We process complex financial datasets rapidly, reducing preprocessing time by 70% and ensuring your models get to market months faster.

02

Direct Savings

Avoid the heavy fixed costs of building an internal labeling team. Pay only for the annotation you need at scalable rates, directly reducing operational overhead and improving your return on investment.

03

Risk Reduction

Eliminate compliance and quality risks. Our SOC 2 and ISO 27001 certified workflows, combined with a 99% accuracy SLA, guarantee your financial AI is trained on secure, perfectly compliant, and factually correct data.

04

Elastic Scalability

Scale effortlessly from pilot programs to massive global deployments. Our network of 1M+ annotators handles sudden spikes in data volume, delivering up to 500 files per day per annotator without breaking a sweat.

05

Domain Expertise

Stop relying on crowd-workers. We deploy specialized scholars and professionals with deep backgrounds in business, law, and finance to annotate complex economic models, ensuring true domain-level understanding.

06

Innovation Velocity

Free your quantitative analysts, data scientists, and engineers to focus on model architecture and algorithmic innovation while we manage the heavy lifting of continuous, high-quality financial data pipelines.

Industries We Serve

Automotive

We power in-car financial and payment AI, annotating voice commands and visual data for seamless drive-through purchases and toll payments with ultimate precision.

GenAI / Foundation Models

We supply pristine, domain-specific text and RLHF data to train foundational models that possess deep financial reasoning, ensuring highly factual and secure financial generation.

Embodied AI / Robotics

Enhance physical security and automated cash handling in banking environments by training robotics models with highly accurate visual and spatial reasoning datasets.

Healthcare

We bridge healthcare and finance by annotating medical billing, insurance claims, and revenue cycle management documents, maintaining strict privacy and high accuracy.

Retail

Optimize point-of-sale financing and dynamic pricing models. We annotate consumer transaction data and receipt imagery to enhance retail credit and loyalty AI.

Finance

Our core capability. We annotate 10-Ks, trading algorithms, compliance manuals, and earnings reports, delivering 99% accuracy for global banks, hedge funds, and fintech innovators.

Geospatial

Train models to assess economic health and real estate value from satellite imagery. We label infrastructure growth and agricultural patterns for macro-economic forecasting.

Security / Defense

We support secure financial intelligence by annotating fraud networks, money laundering patterns, and secure transaction logs within highly restricted, SOC 2 compliant environments.

Agriculture / Industrial

Annotate supply chain financing and commodity trading data. We label industrial sensor data and logistics documentation to feed predictive models for commodity pricing.

How It Works

1) Day 0–3 — Custom Pipeline Design

We analyze your specific financial AI objectives. Our team configures secure, SOC 2 compliant workflows on Abaka Forge, drafting tailored annotation guidelines for complex financial documents and compliance rules.

2) Week 1–2 — Scholar Onboarding

We select and test annotators with distinct business and finance expertise from our network. A pilot batch is completed and reviewed by your data scientists to ensure absolute alignment.

3) Week 2–3 — Production & Scaling

Full-scale data processing begins. Our specialized teams annotate earnings reports, receipts, and market data, utilizing large-model automation to boost speed while maintaining a strict 99% accuracy standard.

4) Ongoing — Quality Assurance

Continuous multi-layer QA ensures data integrity. Expert reviewers perform ongoing evaluations and bias audits, ensuring all RLHF and document labels meet strict regulatory and financial benchmarks.

5) Weekly — Secure Delivery

Fully formatted, compliance-checked datasets are delivered through segregated secure pipelines on a weekly cadence. Your IP provenance is fully tracked, guaranteeing 0% copyright risk for your models.

Modality & Format Coverage

Abaka Forge supports all critical modalities for financial services AI. From complex text extraction to earnings call audio, our platform ensures seamless, secure processing and precise output formats tailored to your infrastructure.

ModalityAnnotation TypesToolsOutput Formats
TextEntity Extraction, Sentiment Analysis, NERAbaka ForgeJSON, CSV, XML
LLM RLHFPrompt Creation, Output Ranking, Fact-checkingAbaka ForgeJSONL, Parquet
ImageReceipt OCR, Form Bounding Boxes, Chart ParsingAbaka ForgeCOCO, YOLO, Pascal VOC
VideoTrading Floor Activity, Security SurveillanceAbaka ForgeMP4, JSON, CSV
3D/4D Point CloudATM Site Mapping, Branch Spatial LayoutsAbaka ForgePCD, JSON
LiDAR + Camera fusionSecure Transport Tracking, Logistics Route MappingAbaka ForgeJSON, Custom XML
AudioEarnings Call Transcription, Speaker DiarizationAbaka ForgeWAV, JSON, SRT

Success Story

A leading global fintech AI team

A leading global fintech AI team needed to train a specialized foundation model to instantly analyze complex financial documents, including 10-K filings and global tax forms. Their internal team struggled with severe volume walls and a lack of domain expertise, resulting in unacceptable hallucination rates. Furthermore, stringent data privacy laws required a strictly compliant workflow, making it impossible to utilize standard crowdsourced labeling solutions without triggering massive regulatory friction.

They partnered with Abaka AI to implement a SOC 2 compliant, fully managed annotation pipeline. We deployed a dedicated team of 200+ financial scholars and business analysts across three continents. Utilizing Abaka Forge, the team performed highly precise Named Entity Recognition (NER), table extraction, and sentiment labeling on thousands of proprietary financial documents. We established a multi-layer QA process to guarantee exact terminology matching and zero copyright risk.

Within three weeks, the fintech team successfully scaled their data pipeline, completely eliminating internal volume walls. Abaka AI delivered over 150,000 expertly annotated financial documents, achieving a verified 99% accuracy rate. This pristine dataset reduced the model's hallucination rate by 85%, accelerating their time-to-market by four months while ensuring absolute regulatory compliance and complete data privacy.

99%
Verified Accuracy SLA
150K+
Financial Documents Labeled
70%
Preprocessing Time Reduction

By the Numbers

1,000+
Enterprise & Research Customers
1M+
Vertically Specialized Annotators
99%
Guaranteed Accuracy SLA
2019
Founded — Trustworthy Data Partner

What Customers Say

Abaka AI transformed our algorithmic trading models. Their specialized finance annotators captured market sentiment nuances that standard labeling services entirely missed. The data quality is genuinely scholar-grade, and their strict adherence to SOC 2 compliance gave our risk team complete peace of mind.

Director of Quantitative ResearchGlobal Hedge Fund

Training our banking chatbot required massive amounts of complex RLHF data. Abaka provided financial experts who perfectly aligned our LLM with strict regulatory guidelines. We achieved a 99% accuracy rate, significantly accelerating our product launch.

VP of AI EngineeringTier-1 Retail Bank

Extracting data from complex international tax forms used to be our biggest bottleneck. Abaka Forge, combined with their 50+ country global network, delivered flawless bounding box annotations and localized OCR validation faster than we thought possible.

Lead Machine Learning EngineerEnterprise Fintech Platform

Security and IP protection are our top priorities. Abaka AI's segregated secure pipelines and guarantee of 0% copyright risk made them the only viable partner for our proprietary financial forecasting models. They are deeply trustworthy.

Chief Data OfficerMultinational Investment Firm

Why Choose Abaka

01

Human Intelligence for Frontier AI

At Abaka AI, we believe that superior financial AI requires superior human intelligence. We don't rely on anonymous crowd-workers; we deploy vertically specialized professionals and scholars with deep expertise in business, law, and mathematics. This ensures that every earnings report, tax document, and RLHF prompt is annotated with the highest degree of financial literacy. Combined with our SOC 2 and ISO 27001 certifications, we provide the ultimate trustworthy partnership for training foundational financial models.

02

Strict Compliance

Our segregated secure pipelines and strict NDAs guarantee absolute data privacy. We are fully SOC 2, ISO 27001, GDPR, and CCPA compliant.

03

99% Accuracy SLA

We deliver flawless data through multi-layer QA and expert reviewers, ensuring your quantitative models learn from pristine inputs.

04

Global Multilingual Network

With over 1M+ annotators spanning 50+ countries, we seamlessly handle international financial documents and localized market sentiment across all major languages.

05

Zero IP Risk

Your proprietary financial data is exclusively yours. We never repurpose your data, never build competing models, and guarantee 0% copyright risk on all collected sets.

06

Unmatched Scalability via Abaka Forge

Our proprietary all-in-one platform, Abaka Forge, accelerates workflows by up to 50x using large-model automation. Whether you need rapid receipt OCR or complex conversational AI alignment, our system easily handles massive spikes in volume, ensuring your AI pipeline is never starved for data.

Frequently Asked Questions

How much does data annotation for financial services cost?
Our pricing is transparent, highly competitive, and strictly based on the complexity of the task. For financial AI, Business and STEM Generalist annotation is priced at $12/hr. For complex quantitative reasoning, our LLM Math/Coding experts are $18/hr. If you are utilizing the Abaka Forge platform, credits are just $0.20 USD each. We tailor our pricing structures to fit project-based or long-term enterprise engagements.
How quickly can you scale a financial document labeling team?
We move exceptionally fast. Custom pipeline design and initial pilot batches are typically completed within Days 0–3. By Week 2, we fully onboard our vertically specialized financial annotators and scale up production. Our massive network can handle peak loads, processing up to 500 files per day per annotator.
What document formats and modalities do you support?
We support comprehensive modalities for financial AI, including Text, Image, Audio, and LLM RLHF. Whether you need JSON and Parquet for conversational AI, bounding boxes on PDFs (COCO, YOLO) for 10-K extraction, or transcription (SRT) for earnings calls, Abaka Forge processes and delivers it securely.
How do you ensure high accuracy for complex financial terms?
We guarantee a 99% accuracy SLA. We achieve this by deploying scholars and professionals with dedicated backgrounds in business and finance. Every dataset undergoes strict, multi-layer quality assurance, with senior reviewers verifying the exact nuance of financial terminology and algorithmic logic.
How do you handle sensitive banking and financial data securely?
Data security is our foundation. We maintain strict SOC 2, ISO 27001, GDPR, and CCPA compliance. All annotation happens within segregated secure pipelines under strict NDAs. We ensure your proprietary financial data is never exposed and remains entirely within secure, monitored environments.
Can you annotate international financial documents in multiple languages?
Yes. Our workforce spans 50+ countries, allowing us to provide native-level expertise in dozens of languages. We routinely annotate international tax forms, global news sentiment, and multinational compliance documents, ensuring accurate localization for your global AI systems.
Why choose Abaka AI over generic crowdsourced labeling platforms?
Standard platforms rely on gig workers lacking technical expertise, leading to high hallucination rates in complex domains. We provide vertically specialized scholars, a strict 99% accuracy guarantee, and enterprise-grade security. Furthermore, we never build models that compete with you—we are a pure data partner.
Can we adjust our annotation guidelines during the project?
Absolutely. Financial regulations and model requirements evolve rapidly. We offer a highly agile workflow, allowing your data science team to update guidelines iteratively. Our project managers quickly retrain the dedicated annotator pod to align with your updated specifications.
Do you offer a pilot program for financial data annotation?
Yes, we always begin with a rigorous pilot phase during Week 1. This allows us to establish the custom workflow, calibrate our financial annotators against your specific guidelines, and ensure output formats integrate perfectly with your ML pipelines before full-scale production.
Who owns the intellectual property of the annotated data?
You retain 100% ownership of your data and the resulting annotations. Your data is exclusively yours—it is never repurposed, resold, or shared with third parties. We provide full IP provenance, guaranteeing 0% copyright risk on all collected and annotated data.
What platform do you use for data labeling?
We utilize our proprietary all-in-one platform, Abaka Forge. It handles data collection, cleaning, and annotation for all modalities. It leverages large-model automation to speed up workflows up to 50x, though we also seamlessly integrate with your internal tooling if preferred.
Is there a minimum project size for enterprise financial annotation?
We are built for elastic scalability, supporting both agile startups and global financial institutions. While we specialize in high-volume, continuous data pipelines, we are happy to discuss minimum engagement scopes for specialized, high-complexity pilot programs. Talk to our team to structure a tailored engagement.

Ready to Get Started?

Label the Present. Train the Future. Partner with Abaka AI to build secure, high-performance financial AI models with guaranteed 99% accuracy.