Open-Source Decentralized Search Layerdesearch

    Decentralized AI Search Layer for AI Agents

    Desearch is infrastructure for AI agents. Real time data, open ranking and competitive validation. Built on decentralized incentives, not corporate control.

    Explore the APIBehind the Tech

    The Problem

    AI agents rely on centralized search APIs. Rate limits, rising costs and opaque ranking make them fragile and hard to scale. Fresh data is expensive. Reliable ranking is a black box.

    Our Approach

    Desearch provides a decentralized search layer where independent data providers, known as miners, gather real time information and validators score quality. Open competition replaces centralized control. Performance determines ranking.

    Powered by bittensor

    Built on Decentralized Incentives

    Desearch runs on Bittensor, a decentralized AI coordination network.

    Independent data providers, known as miners, compete to deliver the freshest data. Validators evaluate relevance and accuracy. Token incentives enforce honest behavior.

    This creates a search layer governed by measurable performance rather than corporate priorities.

    TaostatsCoinGecko
    Taostats Dashboard showing Desearch subnet data

    How Desearch Works

    FROM RAW DATA TO VALIDATED INTELLIGENCE

    Decentralized miners network visualization☰ See all Miners

    MINERS / GATHER DATA

    1. Data Collection

    01

    Independent data providers, known as miners, continuously crawl public sources

    02

    Competition between miners ensures the freshest and most diverse data

    Become a Miner

    VALIDATORS / DATA QUALITY ASSESSORS

    2. Validation

    01

    Validators evaluate accuracy and relevance across submissions

    02

    Token incentives ensure honest scoring and surface the most trustworthy results

    Become a Validator☰ See all Validators
    AI-driven validators network visualization
    Unified API visualization

    API / DEVELOPER ACCESS

    3. Unified API Access

    01

    Developers access ranked, validated results through a single API

    02

    SDKs for Python and JavaScript with comprehensive documentation

    View API Docs

    From raw data to validated intelligence.

    Trusted by AI innovators worldwide

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    Build or Contribute

    Integrate decentralized search into your agents or join the network as a data provider.

    For Data Providers

    Join as a miner and contribute to the intelligence layer. Crawl public sources, deliver quality data and earn rewards.

    Get Started

    For Developers

    Integrate decentralized search into your agents using our unified API. SDKs available for Python and JavaScript.

    Open Console

    Community Voices

    Real results from real users·View all

    ExponentialReed
    ExponentialReed
    @ExponentialReed

    Totally agree with this, i just connected mine to Bittensor $TAO subnet 22 @desearch_ai with an API end point for X data to help me with subnet analysis and the results are getting where they should be. This could be used by anyone in crypto doing reporting and research and is an incredible opportunity based on pricing.

    Tweet attachment
    53
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    Arpit
    Arpit
    @Arpit39338561

    ChatGPT can't see live tweets. Claude doesn't know market sentiment RIGHT NOW. Google trains on stale data. Then Desearch shows up. ⚡

    Tweet attachment

    Jan 15, 2025

    3
    Reply
    Copy link
    CryptoZPunisher
    CryptoZPunisher
    @CryptoZPunisher

    SN22 is becoming an intelligence layer for agents. And behind agents… come predictions, then portfolio management. Revenue + aligned incentives. The market probably hasn't fully priced this yet.

    Tweet attachment
    43
    Reply
    Copy link
    Numinous AI
    Numinous AI
    @numinous_ai

    The forecasting environments just got richer. Starting this Thursday, miners can choose to take on the cost of news retrieval via @desearch_ai The cost limit will move from $0.02 to $0.1 - making our environments ready for heavy forecasting tasks. #SN6 #TAO

    Jan 9, 2025

    53
    Reply
    Copy link
    vaNlabs
    vaNlabs
    @vaNlabs

    // Desearch integration complete crustty now has full social sentiment guidance and its integrated (weighted) in his subnet valuations. All thanks to Bittensor SN22 @desearch_ai Desearch vs. native X API below. I gave him both and asked to research @HermesSubnet, no bias.

    Tweet attachment
    28
    Reply
    Copy link
    Angry Dave
    Angry Dave
    @AngryDavee

    Desearch AI is somewhat like Google but decentralized and smarter > AI powered search to deliver smart, summarized results > APIs for developers to integrate decentralized search

    Tweet attachment

    Dec 28, 2024

    20
    Reply
    Copy link
    tao_Alph
    tao_Alph
    @tao_Alph

    with @desearch_ai API, Vericore pulls signals from X and Reddit to verify miner outputs, while miners use the same API to add context and deliver better results. Vericore's predictive evidence gathering with AI scoring becomes more comprehensive.

    Tweet attachment
    15
    Reply
    Copy link
    Nuance Subnet
    Nuance Subnet
    @NuanceSubnet

    How SN22 Desearch helps incentivize a more nuanced discourse on X Desearch has a powerful API for searching through X posts, which has been crucial for our subnet in order to find, verify and measure engagement on post on X. Explore Desearch: https://desearch.ai

    Nov 21, 2024

    27
    Reply
    Copy link
    Purple
    Purple
    @Purple_P15

    @const_reborn Jacob Steeves on stage at #KBW2025 👏 The vision behind #Bittensor keeps proving why decentralization matters And we at @desearch_ai SN22 are proud to be building on top of it.

    Tweet attachment

    Feb 1, 2025

    26
    Reply
    Copy link
    Ventura Labs
    Ventura Labs
    @VenturaLabs

    Ventura Labs Ep. 67 – Giga Chkhikvadze Giga (@cosmic_desearch), Founder of Desearch (@desearch_ai)

    Tweet attachment

    Jan 18, 2025

    12
    Reply
    Copy link
    forexmusician
    forexmusician
    @forexmusician

    Desearch AI solves the first problem by providing real-time, high quality data. Instead of relying on static training data, Desearch allows AI systems to pull live information from sources like social platforms, forums and the broader web.

    Tweet attachment
    8
    Reply
    Copy link
    Lazz
    Lazz
    @Lazz_eth

    Quick preview of the upcoming @Shogun__base analytics terminal Successful integrations include: - Decentralized Sentiment Analysis powered by @desearch_ai

    Tweet attachment

    Dec 15, 2024

    18
    Reply
    Copy link
    ExponentialReed
    ExponentialReed
    @ExponentialReed

    Totally agree with this, i just connected mine to Bittensor $TAO subnet 22 @desearch_ai with an API end point for X data to help me with subnet analysis and the results are getting where they should be. This could be used by anyone in crypto doing reporting and research and is an incredible opportunity based on pricing.

    Tweet attachment
    53
    Reply
    Copy link
    Arpit
    Arpit
    @Arpit39338561

    ChatGPT can't see live tweets. Claude doesn't know market sentiment RIGHT NOW. Google trains on stale data. Then Desearch shows up. ⚡

    Tweet attachment

    Jan 15, 2025

    3
    Reply
    Copy link
    CryptoZPunisher
    CryptoZPunisher
    @CryptoZPunisher

    SN22 is becoming an intelligence layer for agents. And behind agents… come predictions, then portfolio management. Revenue + aligned incentives. The market probably hasn't fully priced this yet.

    Tweet attachment
    43
    Reply
    Copy link
    Numinous AI
    Numinous AI
    @numinous_ai

    The forecasting environments just got richer. Starting this Thursday, miners can choose to take on the cost of news retrieval via @desearch_ai The cost limit will move from $0.02 to $0.1 - making our environments ready for heavy forecasting tasks. #SN6 #TAO

    Jan 9, 2025

    53
    Reply
    Copy link
    vaNlabs
    vaNlabs
    @vaNlabs

    // Desearch integration complete crustty now has full social sentiment guidance and its integrated (weighted) in his subnet valuations. All thanks to Bittensor SN22 @desearch_ai Desearch vs. native X API below. I gave him both and asked to research @HermesSubnet, no bias.

    Tweet attachment
    28
    Reply
    Copy link
    Angry Dave
    Angry Dave
    @AngryDavee

    Desearch AI is somewhat like Google but decentralized and smarter > AI powered search to deliver smart, summarized results > APIs for developers to integrate decentralized search

    Tweet attachment

    Dec 28, 2024

    20
    Reply
    Copy link
    tao_Alph
    tao_Alph
    @tao_Alph

    with @desearch_ai API, Vericore pulls signals from X and Reddit to verify miner outputs, while miners use the same API to add context and deliver better results. Vericore's predictive evidence gathering with AI scoring becomes more comprehensive.

    Tweet attachment
    15
    Reply
    Copy link
    Nuance Subnet
    Nuance Subnet
    @NuanceSubnet

    How SN22 Desearch helps incentivize a more nuanced discourse on X Desearch has a powerful API for searching through X posts, which has been crucial for our subnet in order to find, verify and measure engagement on post on X. Explore Desearch: https://desearch.ai

    Nov 21, 2024

    27
    Reply
    Copy link
    Purple
    Purple
    @Purple_P15

    @const_reborn Jacob Steeves on stage at #KBW2025 👏 The vision behind #Bittensor keeps proving why decentralization matters And we at @desearch_ai SN22 are proud to be building on top of it.

    Tweet attachment

    Feb 1, 2025

    26
    Reply
    Copy link
    Ventura Labs
    Ventura Labs
    @VenturaLabs

    Ventura Labs Ep. 67 – Giga Chkhikvadze Giga (@cosmic_desearch), Founder of Desearch (@desearch_ai)

    Tweet attachment

    Jan 18, 2025

    12
    Reply
    Copy link
    forexmusician
    forexmusician
    @forexmusician

    Desearch AI solves the first problem by providing real-time, high quality data. Instead of relying on static training data, Desearch allows AI systems to pull live information from sources like social platforms, forums and the broader web.

    Tweet attachment
    8
    Reply
    Copy link
    Lazz
    Lazz
    @Lazz_eth

    Quick preview of the upcoming @Shogun__base analytics terminal Successful integrations include: - Decentralized Sentiment Analysis powered by @desearch_ai

    Tweet attachment

    Dec 15, 2024

    18
    Reply
    Copy link
    CryptoZPunisher
    CryptoZPunisher
    @CryptoZPunisher

    Bittensor $TAO Subnet 22: Desearch @desearch_ai Fascinating debate today in τhe Nerds group. It's always interesting to see what happens when a small circle of truly sharp minds starts digging into… a sleeping giant. 🔥 The most interesting part? More and more people are now using SN22's APY as a reference point in their reasoning.

    32
    Reply
    Copy link
    oblock
    oblock
    @oblock107

    SN22 @desearch_ai I first came across Desearch in Const's list of subnets Affine will use. Among big names like Ridges, Chutes, Templar, Desearch was the only unfamiliar one—which instantly piqued my interest. Just finished their recent AMA and it was packed with alpha🔥—here's a detailed breakdown of what it is and what it does.

    Tweet attachment

    Dec 30, 2024

    16
    Reply
    Copy link
    tao_Alph
    tao_Alph
    @tao_Alph

    with @desearch_ai API, Vericore pulls signals from X and Reddit to verify miner outputs, while miners use the same API to add context and deliver better results. Vericore's predictive evidence gathering with AI scoring becomes more comprehensive.

    2
    Reply
    Copy link
    Louise Beattie
    Louise Beattie
    @LouiseBeattie

    Didn't know much about SN22 @desearch_ai until I read this excellent primer. One to watch…

    Dec 30, 2024

    8
    Reply
    Copy link
    Angry Dave
    Angry Dave
    @AngryDavee

    Last month the @desearch_ai team joined us on @SubnetSummerTAO TG, and we talked a lot about their product, Rizzy Agent. Over the weekend, I finally sat down to explore it properly, and I can't lie, it's more than I expected. One thing people must understand is this Bittensor = AI + decentralization.

    Tweet attachment

    Jan 5, 2025

    21
    Reply
    Copy link
    Mark Creaser
    Mark Creaser
    @MarkCreaser

    Bittensor Revenue Search 26: Giga - SN22 Desearch

    Tweet attachment

    Jan 28, 2025

    3
    Reply
    Copy link
    KoiBud
    KoiBud
    @KoiBudG

    Desearch enables developers, businesses, and researchers to leverage cutting-edge AI capabilities in real-time. #Bittensor #DataScience

    Tweet attachment

    Dec 31, 2024

    2
    Reply
    Copy link
    Lazz
    Lazz
    @Lazz_eth

    Celium and desearch are amazing subnets… but x activity needs an overhaul Desearch specifically should be so much higher, but the Twitter account is barren.

    Oct 15, 2024

    2
    Reply
    Copy link
    Aku Alatao
    Aku Alatao
    @AkuAlatao891113

    N22 is here! 🚀 Meet "desearch" - the AI-driven decentralized search engine redefining results. Get unbiased, real-time insights from platforms like X, Reddit, and Arxiv with powerful sentiment analysis.

    Jan 2, 2025

    0
    Reply
    Copy link
    ythyg
    ythyg
    @ythyg42861694

    SN22 desearch just revolutionized the way we search! 🚀 Dive into unbiased, AI-powered results with real-time metadata from X, Reddit, and Arxiv.

    Jan 2, 2025

    0
    Reply
    Copy link
    YVR_Trader
    YVR_Trader
    @YVR_Trader

    Have my @desearch_ai API setup in @openclaw to monitor real time $TAO data from X. Here's the first output:

    Tweet attachment
    39
    Reply
    Copy link
    CryptoZPunisher
    CryptoZPunisher
    @CryptoZPunisher

    Bittensor $TAO Subnet 22: Desearch @desearch_ai Fascinating debate today in τhe Nerds group. It's always interesting to see what happens when a small circle of truly sharp minds starts digging into… a sleeping giant. 🔥 The most interesting part? More and more people are now using SN22's APY as a reference point in their reasoning.

    32
    Reply
    Copy link
    oblock
    oblock
    @oblock107

    SN22 @desearch_ai I first came across Desearch in Const's list of subnets Affine will use. Among big names like Ridges, Chutes, Templar, Desearch was the only unfamiliar one—which instantly piqued my interest. Just finished their recent AMA and it was packed with alpha🔥—here's a detailed breakdown of what it is and what it does.

    Tweet attachment

    Dec 30, 2024

    16
    Reply
    Copy link
    tao_Alph
    tao_Alph
    @tao_Alph

    with @desearch_ai API, Vericore pulls signals from X and Reddit to verify miner outputs, while miners use the same API to add context and deliver better results. Vericore's predictive evidence gathering with AI scoring becomes more comprehensive.

    2
    Reply
    Copy link
    Louise Beattie
    Louise Beattie
    @LouiseBeattie

    Didn't know much about SN22 @desearch_ai until I read this excellent primer. One to watch…

    Dec 30, 2024

    8
    Reply
    Copy link
    Angry Dave
    Angry Dave
    @AngryDavee

    Last month the @desearch_ai team joined us on @SubnetSummerTAO TG, and we talked a lot about their product, Rizzy Agent. Over the weekend, I finally sat down to explore it properly, and I can't lie, it's more than I expected. One thing people must understand is this Bittensor = AI + decentralization.

    Tweet attachment

    Jan 5, 2025

    21
    Reply
    Copy link
    Mark Creaser
    Mark Creaser
    @MarkCreaser

    Bittensor Revenue Search 26: Giga - SN22 Desearch

    Tweet attachment

    Jan 28, 2025

    3
    Reply
    Copy link
    KoiBud
    KoiBud
    @KoiBudG

    Desearch enables developers, businesses, and researchers to leverage cutting-edge AI capabilities in real-time. #Bittensor #DataScience

    Tweet attachment

    Dec 31, 2024

    2
    Reply
    Copy link
    Lazz
    Lazz
    @Lazz_eth

    Celium and desearch are amazing subnets… but x activity needs an overhaul Desearch specifically should be so much higher, but the Twitter account is barren.

    Oct 15, 2024

    2
    Reply
    Copy link
    Aku Alatao
    Aku Alatao
    @AkuAlatao891113

    N22 is here! 🚀 Meet "desearch" - the AI-driven decentralized search engine redefining results. Get unbiased, real-time insights from platforms like X, Reddit, and Arxiv with powerful sentiment analysis.

    Jan 2, 2025

    0
    Reply
    Copy link
    ythyg
    ythyg
    @ythyg42861694

    SN22 desearch just revolutionized the way we search! 🚀 Dive into unbiased, AI-powered results with real-time metadata from X, Reddit, and Arxiv.

    Jan 2, 2025

    0
    Reply
    Copy link
    YVR_Trader
    YVR_Trader
    @YVR_Trader

    Have my @desearch_ai API setup in @openclaw to monitor real time $TAO data from X. Here's the first output:

    Tweet attachment
    39
    Reply
    Copy link

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