# Introducing Human-in-the-loop Evaluation for Agentic AI Observability

## Label Studio Enterprise

Train, evaluate, and fine-tune your AI models with the platform trusted by more than 350,000 data scientists and annotators.

## Labeling & Evaluation

### Powerful, customizable workflows.

- ### Label and evaluate multi-modal data

Image, video, audio, text, and time series—all in one place.

- ### Pre-built templates and plugins

Customize your labeling UI and workflows.

[Browse Template Gallery](https://docs.humansignal.com/templates)

- ### Securely integrate

Label studio integrates with all popular cloud storage providers, business logic, and ML/AI models.

- ### Accelerate labeling with automation

Connect custom models for AI-assisted labeling, enable bulk annotations, and leverage LLM-powered pre-labeling.

### Label and evaluate multi-modal data

Image, video, audio, text, and time series—all in one place.

### Pre-built templates and plugins

Customize your labeling UI and workflows.

### Securely integrate

Label studio integrates with all popular cloud storage providers, business logic, and ML/AI models.

### Accelerate labeling with automation

Connect custom models for AI-assisted labeling, enable bulk annotations, and leverage LLM-powered pre-labeling.

### Benchmark & evaluate LLMs with confidence.

- ### Create Custom Benchmarks

Build datasets, define rubrics, and automate scoring to measure LLM performance against what matters most to your business.

- ### Leverage LLM-as-a-Judge

Choose from a library of models to automatically evaluate results, and send discrepancies for human-in-the-loop review.

- ### Compare Models Side-by-Side

Assess accuracy, cost, and other key metrics to find the right model for the job.

- ### Synthetic Data Generation

Easily create QA datasets to power chatbot testing and evaluation.

## Quality assurance

### Deliver accurate, consistent and complete data.

- **Enable robust human-in-the-loop review workflows** with commenting and collaboration.

- Analyze quality in real-time and automatically review low-agreement tasks via **inter-annotator agreement matrices**.

- Prevent low quality submissions with customizable **intelligent validation mechanisms**.

- **Ensure dataset completeness** using label distribution reports.

## Team & Project Management

### Simplify labeling operations at scale.

- ### Manage roles and access

Granular, project-level controls for team members and outside contractors.

- ### Automate task assignment

Define rules and custom review workflows.

- ### Optimize resource allocation

Hit deadlines and make better resourcing decisions with project performance dashboards.

- ### Simplify payroll management

Easily calculate contractor payroll using annotator performance dashboards.

### Increase the effectiveness of your annotator workforce.

- ### Scale impact of Subject Matter Experts

Leverage automation to save time and money.

- ### Drill into individual annotator efficiency and work quality

Use annotator performance dashboards to assess and manage performance.

- ### Assess knowledge and skills

Run customizable assessments; pause the ability to submit annotations or require additional training.

- ### Auto-validate annotations

Prevent spam and low quality annotations before they are submitted: run spellcheck, redact PII, and validate against custom requirements.

## Security & Compliance

### End-to-end data governance and security.

- ##### **SOC2 & HIPAA certified**

Leverage our cloud infrastructure while meeting compliance standards.

- ##### Audit logs

Complete traceability and audit trails of all labeling activities.

- ##### Secure Architecture

Load data into the browser without it ever touching our servers.

# See how Label Studio Enterprise can work at your organization.