Top 5 Decentralized Data Collection Providers In 2025 For AI Business
By: forbes - crypto & blockchain|2025/05/02 20:00:04
0
Share
Adam Selipsky CEO of Amazon Web Service (AWS), speaking at the Keynote: Delivering a new World, ... More Barcelona, Spain, on March 01 2022. (Photo by Joan Cros/NurPhoto via Getty Images) The world runs on data , and businesses increasingly rely on it. However, traditional data sourcing methods often present challenges related to diversity, transparency, privacy, and cost. This article reviews the current state of decentralized data collection and outlines key steps for wisely selecting a decentralized data provider—along with a shortlist of top options to consider. From The Dominance Of Centralization To Decentralization Made Possible Traditionally, centralized data collection involves gathering data from various sources—such as apps, devices, or websites—and sending it to a single central server or database controlled by one organization. This data is collected via APIs, sensors, tracking tools, or manual input. The biggest bottleneck of this model for AI’s future and for businesses is the inability to collect truly “global” and “diverse” data from different regions and cultures. Decentralized data collection addresses this by leveraging blockchain technology. It enables small-scale cross-border payments which encourages global users to contribute data voluntarily in exchange for incentives—something that centralized or Web2 platforms cannot achieve. Another key aspect is transparency. Centralized AI and data collection are often criticized for operating as " black boxes," lacking transparency and accountability. People have no idea how and where they collect these data for their business. Furthermore, it’s difficult to verify whether data is collected lawfully and ethically. In contrast, decentralized data collection enhances transparency by recording the data collection process on blockchain and storing data across multiple independent nodes rather than under a single authority. This blockchain-powered structure allows users to trace how and where their data is used efficiently, reduces the risk of hidden manipulation, and ensures that no single party can alter or monopolize the data without broad consensus. As a result, decentralized solutions are emerging as a strong alternative for businesses seeking more robust data strategies. By leveraging blockchain technology, decentralized data collection enhances both data diversity and verifiability, opening access to new, previously untapped data sources. Key Decentralized Data Platforms For Business Businesses interested in exploring decentralized data collection should: Assess their data requirements: Determine the specific types of data needed and their priorities regarding sourcing and privacy. Evaluate platform functionalities: Research the capabilities and technologies of the identified platforms to determine their suitability. Consider integration strategies: Plan how decentralized data sources can be incorporated into existing business processes. Monitor industry developments: The decentralized data landscape is evolving, requiring ongoing awareness of new solutions and trends. Below are five noteworthy platforms operating in the decentralized data collection space, outlining their core functionalities and potential business applications. ‘NYT Mini’ Clues And Answers For Friday, May 2 Protestors Rush Stage During Charles Koch’s Award Speech In D.C. Trump Signs Executive Order To Cut Federal Funding For NPR And PBS 1. Ocean Protocol Core offering: Decentralized data marketplace for AI and ML datasets. Strengths: Allows publishing and monetizing datasets securely. Data remains with the provider, enabling private computation. Strong community and enterprise traction. Best for: Anyone looking to buy/sell datasets or run compute-to-data workloads. Example: access a specific medical imaging dataset to train a diagnostic AI, with the data provider maintaining control over the data itself. Website: https://oceanprotocol.com/ 2. Sahara AI Core offering: Decentralized knowledge agent platform and AI data marketplace. Strengths: Focused on building AI agents that interact with user-contributed data. Offers incentives for users to contribute knowledge and interact with AI. Strong emphasis on sovereign data ownership and fine-tuning local models. Best for: AI developers looking to build autonomous agents trained on community-owned or enterprise-specific knowledge bases. Example: Collect a large and diverse dataset of user reviews to train a sentiment analysis AI agent. Website: https://oceanprotocol.com/ 3. OORT DataHub Core Offering: Decentralized data collection and labeling solution for AI. Strengths: A large number of global data contributors. Full stack solution for obtaining high-quality AI-ready data: data collection and labeling, storage and computing (e.g., data cleaning and preprocessing). Best For: Enterprises needing diverse, real-world, and structured datasets to train or fine-tune AI models. Example: Collect a 50-language and high-quality dataset for a specialized natural language processing AI. Website: https://www.oortech.com/oort-datahub-b2b 4. VANA Core offering: Decentralized platform for users to control, monetize, and pool personal data for AI. Strengths: Users can own and monetize their personal datasets (social media, fitness, etc.). Supports data pooling to create community-driven datasets for AI. Built-in token incentives for users who share data. Best for: Building AI models with ethically sourced, user-consented personal data, especially in social, health, and lifestyle domains. Example: Users can leverage Vana to own, control, and monetize their personal data by contributing it to community-led AI projects Website: https://www.vana.com 5. Streamr Core offering: Real-time data network for decentralized data streams. Strengths: Focus on real-time streaming data (e.g., IoT, mobility, sensor data). Built on a peer-to-peer publish/subscribe protocol. Scales well for time-series data needs. Best for: AI systems that rely on live data feeds like autonomous vehicles, smart cities, or trading bots. Example: If your AI business focuses on predicting traffic patterns, you could use Streamr to access real-time data feeds from connected vehicles and sensors. Website: https://streamr.network/ Data Is The New Frontier As AI continues to scale, the true bottleneck won’t be algorithms—it will be data. Success in the coming wave of AI innovation hinges on timely access to high-quality, well-labeled, and diverse datasets. Yet, efficient data collection infrastructure remains in its infancy. Forward-thinking organizations that invest in scalable, ethical, and AI-ready decentralized data collection solutions now will be the ones leading the industry tomorrow. The age of intelligent data sourcing isn't a trend—it's the next mainstream. Disclaimer: I am the founder & CEO of OORT
You may also like

The pricing controversy of Trade.xyz exposes the fatal weakness of Pre-IPO perpetual contracts
SpaceX's equity update has sparked controversy over on-chain liquidations. Trade.xyz refuses to reset the SPCX pricing, and the lack of a Rebase mechanism in Perp DEX has led to a significant trust test for on-chain Pre-IPO assets.

World Cup 2026 Coming – WEEX Celebrates with $1M Prize Pool & Michael Owen Live
The 2026 FIFA World Cup is hours away. WEEX unveils the “World Cup x Dice Rush” campaign with a 1,000,000 USDT prize pool. Plus, Michael Owen reunites with WEEX COO for an exclusive pre-match livestream. Join now!

Galaxy in-depth report: Is Solana still worth paying attention to?
Solana did not fall behind during the bear market. Trading enthusiasm has waned, but the network is more stable, RWA and stablecoins are expanding, and the capital foundation is much thicker than in the previous cycle. The real question is: when the speculative tide recedes, can perpetuals, predicti...

Young people in South Korea make a "final effort" in the epic bull market
The South Koreans' average of two accounts for wildly gambling in the chip bull market reflects the survival anxiety and harsh reality of countless young people trying to break through class barriers behind the nationwide stock trading frenzy for wealth.

Dialogue with OmenX Founder: Why does the prediction market need an evolution from "spot" to "derivatives"?
How to reconstruct the prediction market using leverage?

When the P2P illicit funds from ten years ago turned into 60,000 bitcoins
The largest Bitcoin money laundering case in the UK has new developments: 16,000 Chinese victims are pursuing 61,000 seized Bitcoins across borders, and the dispute over the applicability of UK and Chinese laws will directly determine whether the victims can share in the soaring profits.

Morning News | CME Group launches Nasdaq Cryptocurrency Index futures; Asset management giant Janus Henderson strategically invests in Ethena
Overview of Important Market Events on June 10

Why did Oracle deliver the strongest financial report in history, yet its stock price fell?
Oracle's revenue for fiscal year 2026 set a record, with AI cloud orders soaring to $638 billion, but massive capital expenditures on computing power led to negative free cash flow, causing a 5% drop in after-hours stock prices.

Bitcoin Layer 2 Network Botanix: Why Did We Choose to Dissolve?
The Bitcoin L2 star project Botanix announced a gradual shutdown, with the team admitting to facing severe challenges from the failure of its business model and the prevailing trends. Users are urged to withdraw all assets before July 9, 2026.

Morning Report | OpenAI has submitted an S-1 registration statement draft to the U.S. SEC; Morpho completes $175 million financing
Overview of Important Market Events on June 9th

Galaxy Deep Research Report: How Hyperliquid's HIP-4 Upgrade Changes the Landscape of Prediction Markets?
The platform that wins this competition will be the one whose execution layer is the hardest to replicate, whose builder ecosystem delivers the fastest, and whose regulatory path is the most open.

Latest research from 13 top universities including Cornell University: The current state, challenges, and misconceptions of the fusion of Crypto and AI
The combination of AI and crypto is still in its early stages, with both serving as complementary "middleware": AI translates human intentions into executable programs, while cryptographic technology provides verifiable and tamper-proof guarantees for computational processes and results. In the dire...

Deconstructing Anthropic: The Best AI Company, Possibly Also a Type of Organizational Invention
Instead of competing with ambition, focusing on restraint, how does Anthropic leverage extreme strategic focus and an "counterintuitive" geek culture to counterattack OpenAI on the AI battlefield?

Every exchange is a "Universal Exchange."
You initially build infrastructure for something, then realize it can also be used for many other things, and then you continuously expand the business to accommodate everything that the infrastructure can support.

The counterattack of traditional finance: Alliance chains are quietly reviving
Whether public chains win or consortium chains win has never been the focus.

Pantera Capital Partner: How Tokenization is Restructuring the Private Equity and Early Investment Ecosystem?
Top tech companies are going public later and later, leaving retail investors shut out during the high growth period. Can tokenization give ordinary people back this entry ticket?

Mastercard Launches Agent Pay for AI, Plans to Record AI Agent Payment Authorizations on Polygon
Mastercard launched Agent Pay for AI, a new payment protocol designed to help AI agents make small payments such as pay-per-use access to data and APIs. The system plans to record human-granted AI agent permissions on Polygon, focusing on verifiable authorization, identity, and payment controls.

Curve Deploys Llamalend v2 on Optimism With 250,000 OP Incentives
Curve launched Llamalend v2 on Optimism with 250,000 OP incentives from the Optimism Foundation. The upgrade expands Llamalend beyond its earlier crvUSD-focused model, adding broader collateral support, LlamaRisk market reviews, and the ability to use Curve LP tokens as collateral.
The pricing controversy of Trade.xyz exposes the fatal weakness of Pre-IPO perpetual contracts
SpaceX's equity update has sparked controversy over on-chain liquidations. Trade.xyz refuses to reset the SPCX pricing, and the lack of a Rebase mechanism in Perp DEX has led to a significant trust test for on-chain Pre-IPO assets.
World Cup 2026 Coming – WEEX Celebrates with $1M Prize Pool & Michael Owen Live
The 2026 FIFA World Cup is hours away. WEEX unveils the “World Cup x Dice Rush” campaign with a 1,000,000 USDT prize pool. Plus, Michael Owen reunites with WEEX COO for an exclusive pre-match livestream. Join now!
Galaxy in-depth report: Is Solana still worth paying attention to?
Solana did not fall behind during the bear market. Trading enthusiasm has waned, but the network is more stable, RWA and stablecoins are expanding, and the capital foundation is much thicker than in the previous cycle. The real question is: when the speculative tide recedes, can perpetuals, predicti...
Young people in South Korea make a "final effort" in the epic bull market
The South Koreans' average of two accounts for wildly gambling in the chip bull market reflects the survival anxiety and harsh reality of countless young people trying to break through class barriers behind the nationwide stock trading frenzy for wealth.
Dialogue with OmenX Founder: Why does the prediction market need an evolution from "spot" to "derivatives"?
How to reconstruct the prediction market using leverage?
When the P2P illicit funds from ten years ago turned into 60,000 bitcoins
The largest Bitcoin money laundering case in the UK has new developments: 16,000 Chinese victims are pursuing 61,000 seized Bitcoins across borders, and the dispute over the applicability of UK and Chinese laws will directly determine whether the victims can share in the soaring profits.
Customer Support:@weikecs
Business Cooperation:@weikecs
Quant Trading & MM:bd@weex.com
VIP Program:support@weex.com


