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Close the Last Mile Gap in AI

Accelerate your AI system’s accuracy and reliability with domain-expert human data

Built on decentralized infrastructure. Powered by the world’s largest AI workforce community

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85% of AI projects fail before reaching production

Most AI initiatives struggle to cross that “last mile,” with up to 85% falling short on accuracy, reliability, or real-world performance. Traditional data sourcing is slow, expensive, and disconnected from your unique use case. What’s missing is an integrated platform that helps AI Builders refine their systems through verified, incentivized human feedback.

Vortex

Human Data Workforce Platform built for AI Builders

Feature

Evaluate AI
against your Data

Evaluate AI models and systems against your data and context — rapidly test prototypes and get community-driven evaluations

Feature

Generate & Enrich
AI Training Data

Safely create synthetic or human domain-expert datasets for AI system testing and RLHF alignment.

Feature

Launch AI App
User Testing & Bug Bounties

Test your AI apps, agents, or embodied systems in the wild. Run AI bug bounties — detect failure cases faster than ever.

Your End-to-End AI Optimization Layer

Integrated Platform

Manage your entire
human-in-the-loop workflow from one place

From data collection to evaluation and feedback. No more juggling spreadsheets, survey tools, and payment systems. Joinable gives you a unified dashboard to deploy, track, and optimize your AI improvement cycles.

Feature
Expert Community

Access a dynamic network of
certified testers, domain experts

Ready to evaluate and improve your AI systems and AI models. You can tap your internal teams or expand to Joinable’s open contributor network — all verified, ranked, and reputation-scored for quality.

Feature
Verifiable Work

Every contribution is recorded on-chain
ensuring full transparency & traceability

Know exactly who contributed what, when, and how. This immutable audit trail builds confidence in your data and results.

Feature
Proven Scale

Over 1 million verified community contributions

Joinable already powers over 1,400 AI Builders, 400 AI Systems, and more than 1 million verified community contributions. Our infrastructure and tokenized incentive model are built to scale with your AI goals.

Feature

AI Use Cases Enhanced by Verified Human Input

Build

AI-powered
internal knowledge bases
(RAG apps)

Build

Intelligent assistants
for HR, finance, legal,
and support

Build

Private LLMs fine-tuned
on business documents
and logs

Build

AI-Powered
Applications
for Your Customers

Build

Domain-specific agents
that understand
your business

Build

Embedded AI
in robotic or autonomous
systems

Why It Matters Now

85% of business data remains unstructured and underutilized,
yet decisions are expected in real time.

Joinable gives businesses the speed, intelligence, and security to build AI systems that reflect their data, their context, and their goals—fast.

Let's get started

Get started

At Joinable, our mission is to empower builders of all backgrounds to create intelligent, data-driven applications—quickly, securely, and without complexity.

Join our community of AI Builders on Discord to share ideas, get support, and collaborate with others building the future of private AI.