Sahara AI
Decentralized AI network for secure, scalable knowledge monetization.. [Contact for Pricing]
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What is Sahara AI?
Sahara AI is the first full-stack, AI-native blockchain platform where anyone can create, contribute to, and monetize AI development. Built by Sahara Labs, it bridges blockchain and AI to create an inclusive ecosystem where developers, researchers, enterprises, and individual users can build smarter AI systems with verifiable on-chain provenance and ownership. The platform consists of four key components: the Sahara Blockchain (a purpose-built Layer 1 for AI), an AI Data Services Platform for global data contribution and refinement, an AI Developer Platform for building and deploying agents and models, and a decentralized AI Marketplace for buying, selling, and licensing AI assets.
Key features include the Data Services Platform for collecting, labeling, and validating AI data with over 200,000 expert contributors across 35+ countries and 45+ languages; Sorin, a fully autonomous personal investment agent for global digital markets that supports research, analysis, and trading execution for cryptocurrencies, stocks, prediction markets, and tokenized assets; ClawApp for deploying OpenClaw agents locally on macOS; and enterprise-ready custom AI agents designed to solve real business problems. The platform offers multimodal data coverage including text (RLHF, prompt generation, bias detection), image & video (classification, collection, description), and audio (text-to-speech, transcription, analysis).
The platform is designed for multiple user groups: developers and researchers who need scalable compute resources and seamless API integration; enterprises requiring custom-built, secure, production-ready agents with verifiable data and secure workflows; individual users wanting to monetize their data contributions or access AI tools; and traders/investors seeking institutional-grade quantitative strategies and risk management tools. Sahara AI ensures transparency through blockchain infrastructure, enabling secure collaboration, fair monetization, and automatic revenue sharing based on contribution roles.
The ecosystem emphasizes open, equitable AI beneficial to everyone across all development stages, with secure encrypted vaults for protecting AI assets and user data. Users can earn Sahara Points by completing data labeling tasks, rising in rankings to unlock bonus rewards and exclusive benefits. The platform is backed by Binance Labs, Pantera Capital, and other leading investors, and has been trusted by over 35 Fortune 500 enterprises including Microsoft, Snapchat, and MIT.
Sahara AI pricing
Pricing model: Freemium
Sahara AI offers transparent per-data-point pricing where users pay only for what they use with no hidden fees and no post-launch cost spikes. All plans include a generous free tier for testnet participation. Users can earn Sahara Points by completing data labeling tasks on the Data Services Platform, which are used to earn EXP, level up, and unlock future premium tasks. The pricing maintains predictable budgeting while positioning users to capture upside from their data's evolving commercial potential through built-in value alignment. For enterprises, customizable pricing is finalized post-pilot phase after requirements definition, pipeline design, and POC validation. Sorin desktop app for autonomous trading is available for download, and previously had 20,000 early users participate in testing. Specific dollar amounts for paid plans are not publicly disclosed - enterprises must book a demo for custom pricing. Monetization features including revenue sharing and automatic royalty sharing are coming soon after smart contract deployment.
Sahara AI pros
- Decentralized blockchain ensures verifiable ownership and provenance of AI assets
- Over 200,000 expert contributors across 35+ countries and 45+ languages
- Achieves over 90% accuracy across millions of annotations with enterprise-grade QA
- Transparent per-data-point pricing with no hidden fees or post-launch cost spikes
- Sorin agent provides institutional-grade quantitative strategies to retail investors
- Fully non-custodial trading with no fund locking in desktop version
- Multimodal data coverage including text, image, video, and audio
- 5-tier skill-calibrated talent matching optimized for accuracy
- Multi-layer quality assurance with pre-task qualification and honey pot tests
- OpenClaw agents execute locally with privacy-focused, no cloud dependency
- Automatic revenue sharing and royalty sharing for asset contributors
- Supports cryptocurrencies, stocks, prediction markets, and tokenized assets
- Custom enterprise agents built for specific industry stacks and use cases
- Encrypted vaults protect AI assets and user data securely
- 20,000 early users successfully tested Sorin before official launch
- No-code/low-code platforms available for non-technical users
- Seamless API and SDK integration for developers
- Real-time monitoring across markets with personalized risk management
Sahara AI cons
- Monetization features not yet live - revenue sharing pending smart contract deployment
- Blockchain-based cost model may be more complex than traditional pricing
- ClawApp currently only available on macOS, limited platform support
- Testnet participation requires whitelist application and email invitation
- AI training tasks require 80% correct answers on quiz before starting
- Daily sign-in required to earn Sahara Points consistently
- Limited task types available initially in test phases
- Cryptocurrency token required for blockchain transactions and gas fees
Frequently asked questions about Sahara AI
What is Sahara AI?
Sahara AI is the first full-stack, AI-native blockchain platform where anyone can create, contribute to, and monetize AI development. It bridges blockchain and AI to create an inclusive ecosystem where developers, researchers, enterprises, and individuals can build smarter AI systems with verifiable on-chain provenance, ownership, and fair monetization. The platform consists of the Sahara Blockchain (Layer 1 for AI), AI Data Services Platform, AI Developer Platform, and decentralized AI Marketplace.
How do I join the Sahara AI testnet?
Visit app.saharalabs.ai to sign in and join the whitelist. Selected users will receive an email invitation with next steps. After linking your wallet, mint an entry report at the bottom right of the page to get entry qualification. Then enter daily AI model training to earn Sahara Points by completing tasks on the Data Services Platform. You must get 80% correct answers on the question-answering stage before starting AI training tasks.
What is Sorin agent?
Sorin is Sahara AI's fully autonomous personal investment agent for global digital markets. It supports research, analysis, and trade execution for cryptocurrencies, stocks, prediction markets, and tokenized assets. The desktop version can be deployed locally for autonomous trading, fully non-custodial with no fund locking. Sorin delivers automated quantitative strategies, real-time cross-market monitoring, and personalized risk management - capabilities previously available only to institutional investors, now accessible to all users.
What is ClawApp?
ClawApp is the easiest way to deploy OpenClaw agents locally on macOS. It's a desktop app that simplifies working with OpenClaw bots by replacing manual setup and fragmented tooling with a guided, all-in-one experience. Users can install, manage, and run local agents without worrying about configuration or system internals. With ClawApp, OpenClaw agents execute locally with access to explicitly enabled system resources, application integrations, and live crypto market data. Everything runs locally on your Mac with no cloud dependency for privacy.
How does the Data Services Platform work?
The Data Services Platform allows users to collect, label, and validate AI data through a global network of over 200,000 expert contributors. The workflow includes: 1) Requirement Definition - outline data type, modality, quality thresholds; 2) Pipeline Design - decompose into micro-tasks and select annotation tiers; 3) Pilot Phase (POC) - validate workflow, accuracy, turnaround time; 4) Full Execution - activate global annotator base with real-time monitoring; 5) Delivery & Handoff - data delivered in required format (CSV, JSON, XML) with QA report. Users earn Sahara Points for completing tasks.
What quality assurance does Sahara AI provide?
Sahara AI provides multi-layer quality assurance blending automation, peer validation, and human expert review. This includes: Pre-Task Qualification with domain-specific quizzes; Automated Quality Screening with ML-based filters for duplicates/incomplete submissions; Dedicated Peer Review requiring majority consensus from multiple annotators; In-House Expert QA with randomized sampling to measure drift and bias; and Honey Pot Tests with pre-validated control tasks embedded to flag underperformance in real time. This achieves over 90% accuracy across millions of annotations.
Who is Sahara AI for?
Sahara AI serves multiple user groups: developers and researchers needing scalable compute and API integration; enterprises requiring custom-built, secure, production-ready agents with verifiable data; individual users wanting to contribute data and earn rewards; traders and investors seeking institutional-grade quantitative strategies through Sorin; and non-technical users via no-code/low-code platforms. Over 35 Fortune 500 enterprises including Microsoft, Snapchat, and MIT already use Sahara AI for data labeling and AI development.
How does monetization work on Sahara AI?
Sahara AI enables users to monetize AI assets through its decentralized marketplace and blockchain-based attribution. Assets are registered on-chain giving creators full control and credit. Multiple contributors can be recognized as co-owners with automatic revenue sharing based on their role or contribution. Licensing terms are visible and enforced from the start. When monetization goes live after smart contract deployment, contributors will earn revenue when their assets are licensed, used, or reused, plus ongoing automatic royalty sharing from downstream usage. No middlemen - all licensing and payments handled by smart contracts.
What investors back Sahara AI?
Sahara AI is backed by Binance Labs, Pantera Capital, and other leading investors. Sahara AI is developed by Sahara Labs, a leading research and development organization trusted by leading tech innovators and research institutions including Microsoft, Amazon, MIT, and Motherson Group. The platform has raised significant funding to build its decentralized AI blockchain platform and ecosystem.
What modalities does Sahara AI support for data labeling?
Sahara AI provides comprehensive multimodal coverage including: Text - RLHF, multimodal prompt generation, bias detection, content moderation, classification; Image & Video - multimedia classification, image and video collection, video description; Audio - text-to-speech, multilingual audio collection, transcription, audio analysis. The platform also supports specialized tasks like conversational data collection, audio transcript enrichment, text to video prompts, and RLHF for LLMs evaluation of AI assistant responses for edge cases.