👋Welcome to Perle Labs

Building the future of AI with verified expert contributors.

GitBook tip: your product docs aren't just a reference of all your features! use them to encourage folks to perform certain actions and discover the value in your product.

What Is This?

This documentation is your complete guide to contributing to Perle Labs, a web3-powered AI platform on Solana that connects verified experts with enterprises and research teams to train and improve AI models. Professionals, researchers, and domain specialists can earn rewards and build onchain reputations by completing high-quality data annotation and validation tasks that power the next generation of AI systems.

Whether you’re a doctor, researcher, engineer, educator, linguist, or another subject-matter expert, this guide will walk you through:

  • Why expert-verified data is critical for AI

  • How Perle Labs works under the hood

  • How to complete tasks and earn rewards

  • How to build your contributor reputation

The Problem: AI Needs Better Data

Today’s AI models are only as strong as the data they’re trained on, and most data today is noisy, incomplete, or unverifiable. In high-stakes domains like medicine, robotics, engineering, and law, poor data quality leads to unreliable models and unsafe outcomes.

Conventional data labeling markets face major limitations:

  • Unverified crowd workers with no proven expertise or accountability.

  • Opaque feedback loops where quality control is inconsistent and hard to verify.

  • Low-stakes, low-trust environments that can't support high-precision AI use cases.

Our Solution: Verified Expertise, Scaled by Web3

Perle Labs is designed to deliver enterprise-grade data quality without sacrificing transparency or fairness. Our platform is built on two foundational pillars:

1. Verified Human Expertise

We onboard contributors worldwide through structured training modules and domain-specific assessments. Each contributor earns performance-based points for accuracy, consistency, and task complexity. These points accumulate over time and strengthen your onchain reputation, unlocking access to higher-value tasks and partnerships.

2. Web3 Infrastructure for Global Reach

Built on the Solana blockchain, Perle Labs provides transparent, efficient, and scalable infrastructure to:

  • Log every contribution onchain with verifiable provenance and immutable audit trails.

  • Distribute rewards automatically based on performance.

  • Enable near-instant, low-fee transactions to contributors anywhere in the world.

  • Preserve data integrity and compliance through verifiable workflows.

Together, these systems form a transparent, human-validated data pipeline that enterprises, AI developers, and contributors can trust.

Who Can Participate?

Perle Labs is designed for:

  • Subject-matter experts applying their domain knowledge to AI development.

  • Annotators and reviewers contributing verified labels and evaluations.

  • New contributors seeking to gain credentials and earn rewards through proven performance.

Whether you’re improving an LLM’s reasoning or labeling medical imagery, your work directly shapes the accuracy and ethics of modern AI.

What You’ll Find Inside

  • Platform Overview: How Perle Labs works and what makes it unique.

  • Getting Started: A step-by-step guide to becoming a contributor.

  • Expert Economy: How tasks, rewards, and reputations are structured.

  • Glossary: Clear definitions for every concept and feature.

Get Involved

  • Have questions or ideas? Reach out anytime at hello@perle.xyz

📖PLATFORM OVERVIEW🚀GETTING STARTEDFAQ

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