# Enterprise AI that’s compliant and scalable

Human-in-the-loop evaluation infrastructure that accelerates responsible AI in regulated industries.

## Explore use cases for financial services

From internal risk detection to customer-facing AI agents, top financial institutions choose Label Studio Enterprise for labeling and evaluation.

- #### Fraud detection
  
- #### Chatbot evaluation
  
- #### Underwriting and risk assessment
  
- #### Transaction classification
  
- #### OCR for PDFs
  
- #### Agentic task evaluation

## Why banks and insurance providers choose HumanSignal
- ### Security & Compliance
  HumanSignal facilitates compliance with the EU AI Act and continuously completes SOC 2 Type II attestation. The platform can be deployed on-prem for complete control.
- ### Scalability
  Advanced workflows and automation in Label Studio Enterprise drive efficiency and quality at scale.
- ### **Auditability**
  Label Studio Enterprise includes complete audit logs, change documentation and annotator-level tracking.

## Workflows to scale without compromising quality or security
- Combine AI pre-labeling with human review and evaluation
- Identify low agreement scores and send tasks back to the labeling queue
- Manage global workforces with role-based access controls
- Trigger evaluations, log metrics, and automate quality checks inside your ML pipelines

## Interfaces that match the shape of financial data
Label Studio Enterprise gives financial data teams the most flexible and customizable interfaces available for annotation and evaluation.
- Build multi-modal interfaces to annotate unique combinations in context, such as transaction type, location and frequency
- Embed labeling interfaces in your own applications
- Visualize data traces and outputs from agentic AI

## Structured review and consensus-based workflows
Elevate label quality and reduce the impact of subjectivity, ambiguity, and bias with strict quality controls and end-to-end feedback loops.
- Create custom reviewer workflows to better allocate resources and manage clinical expertise
- Provide contextual feedback with in-task comments to iterate faster
- Improve data correctness and reduce the impact of annotator errors with agreement matrices

# AI is transforming banking and finance.

Are you ready to move to the forefront of AI transformation? Discover how HumanSignal can accelerate your AI data projects without regulatory risks.