Skip to content

DappsAtlas index · 14,224 dApps

DappsAtlas
Chutes logo

AI · Review

Active

Chutes Review 2026: Serverless AI Inference on Bittensor

Chutes is a decentralized, serverless inference platform for open-source AI models on Bittensor, offering an OpenAI-compatible API and pay-as-you-go pricing. It is easy to adopt for developers, but it has no listed audits and its privacy depends on choosing TEE models.

By the DappsAtlas editorial team · Updated

DappsAtlas score

7.0/10

Good

Our verdict on Chutes

7.0/10

Chutes suits developers and small teams who want cheap, pay-per-token access to many open-source models through an API that works like OpenAI's. Its main strengths are the breadth of models, published pricing and a TEE option for private workloads. The main caveat is trust: no audits are listed, the platform is young, and its scale claims are self-reported. Start with a small balance, use TEE models for anything sensitive, and read the privacy terms first.

Score breakdown

How Chutes scores

Security
5.5/10
Ease of use
8.0/10
Fees
7.5/10
Features
n/a

Scores run from 0 to 10 and are based only on facts we could verify. Where information was missing we mark the score n/a rather than guess.

What is Chutes?

Chutes is a decentralized, serverless inference platform for open-source AI models, run by Chutes Global Corp. It lets developers call models through an OpenAI-compatible API or deploy their own code, without managing GPUs. DefiLlama files it under Decentralized AI on the Bittensor chain, with the subnet token SN64.

The homepage lists LLMs from families such as Kimi, GLM, DeepSeek, Qwen, Gemma, MiniMax and Mistral, plus image, video, speech, music, embedding and moderation models. It also lists partners and integrations such as OpenRouter, Kilo, FetchAI and Phala, and runs consumer apps including Chutes Chat and fictio.

DefiLlama shows about $46.9 million in TVL, down 7.3% over seven days, and no audits listed. The project has been listed since February 2026. The platform's claims about scale, such as trillions of tokens per month, come from its own site.

How Chutes works

Chutes is a serverless layer for running AI models. Developers either call a hosted model through the API or package their own code as a 'chute' and let the platform run it. They do not rent or manage GPU servers themselves, and capacity is described as always on, without cold starts for popular models.

The compute is decentralized and runs on Bittensor, where it is tracked as the SN64 subnet. In a Bittensor subnet, independent operators supply resources and are rewarded through the network's token system. The project does not detail how Chutes assigns work or rewards providers, so those mechanics should be checked in its documentation.

For privacy, some models run in a trusted execution environment, a hardware-isolated area meant to keep prompts and outputs hidden from the machine's operator. Users pay from a topped-up balance based on tokens processed or GPU seconds.

8 features

Key features

01

OpenAI-compatible API

Hosted open-source models are called through a chat completions API that follows the OpenAI format, so existing client code can be reused.

02

Many model types

Besides LLMs, the platform runs image, video, speech, music, embedding and content moderation models, and developers can bring their own code.

03

Fast new-model access

Chutes states it adds new open-source models minutes after release, with recent examples on the homepage including Kimi, GLM and Gemma models.

04

TEE-protected models

Some models are labeled TEE, described as secure, private and isolated compute for users who care about data exposure.

05

Pay-as-you-go billing

Users top up a balance and pay per token for hosted models, with per-second GPU billing for private chutes and no subscription.

06

Custom deployments

Teams can deploy their own models with the Chutes SDK and run ephemeral or batch jobs without managing servers.

07

Consumer apps

Chutes Chat serves consumers directly, and fictio is an AI character chat and roleplay app built on the platform.

08

Enterprise options

Enterprise plans advertise volume discounts, custom rate limits and dedicated support through the sales team.

Pros and cons

What we like

  • OpenAI-compatible API makes it simple to switch existing code over by changing the endpoint and key.
  • Published per-token prices for each model, with no subscription or minimum spend.
  • Wide range of open-source models, including image, video, speech, music and embeddings.
  • TEE-labeled models give a privacy-focused option for sensitive workloads.
  • Users can bring their own code and run custom chutes with per-second GPU billing.

Watch out for

  • No audits are listed on DefiLlama, so there is no independent review of the platform's code or its subnet mechanics.
  • Decentralized compute from many independent providers makes privacy depend on the TEE option, and some forum users raised security and privacy questions about the site.
  • Claims such as 'trillions of tokens per month' and 'leading provider' come from the project itself and are not independently verified.
  • TVL fell 7.3% over seven days, and the SN64 subnet token is exposed to Bittensor market conditions.
  • Per-token prices vary by model and change often, so costs are hard to predict without checking the live pricing page.
  • The platform was listed on DefiLlama only in February 2026, so its public track record is short.

Chutes fees

Chutes uses pay-as-you-go pricing. You top up a balance and pay only for tokens and GPU time used, with no subscription or minimum commitment. Private chutes are billed per second of GPU time.

Per-token rates are published per model on the site. Examples shown on the homepage per million tokens include DeepSeek V4.1 Flash at $0.30 input and $1.20 output, and GLM 5.2 Fast at $2.45 input and $7.70 output, with cached input priced lower. Rates change by model, so use the live pricing page and cost estimator before committing. Enterprise pricing is custom and not published.

Is Chutes safe?

DefiLlama lists no audits for Chutes, and public sources describe no formal security assessment. The site does link a vulnerability reporting channel and legal documents, including privacy terms and a data processing agreement. No hacks or incidents appear.

The main risks are counterparty and privacy risks. Prompts are processed on decentralized infrastructure, so confidentiality depends on the TEE option and the platform's own controls. Some forum users questioned the platform's security and privacy, so avoid sending sensitive data to non-TEE models without checking the terms. Keep prepaid balances modest, since this is a young platform. The SN64 token also carries market risk through Bittensor.

6 steps

How to get started with Chutes

  1. 1

    Visit the Chutes site and create an account.

  2. 2

    Browse the model list and compare per-token rates, noting which models are marked TEE if privacy matters.

  3. 3

    Top up a small balance using the pay-as-you-go option.

  4. 4

    Generate an API key and store it as an environment variable.

  5. 5

    Send a test request to the chat completions endpoint using the OpenAI-compatible format, such as the Python example on the homepage.

  6. 6

    Read the documentation and the privacy policy before sending sensitive data, and contact sales if you need enterprise terms.

Who Chutes is for

Chutes is for developers, startups and AI hobbyists who want to run open-source models through an API without managing GPUs, and for people who follow Bittensor subnets. It is less suitable for teams that need audited, regulated infrastructure or guaranteed data residency without extra due diligence.

Chutes FAQs

What is Chutes?

Chutes is a serverless AI compute platform that runs open-source models such as LLMs, image, video, speech and music models. Developers call them through an OpenAI-compatible API or deploy their own code. It runs on Bittensor and is tracked by DefiLlama as Decentralized AI.

How does Chutes pricing work?

The homepage describes pay-as-you-go billing: you top up a balance and pay per token for hosted models, or per second of GPU time for private chutes. It states there is no subscription or minimum commitment. Enterprise customers can contact sales for custom billing.

Does Chutes offer private or secure compute?

Chutes lists models marked TEE, which stands for trusted execution environment. The site describes this as secure, private and isolated compute. A TEE reduces what the hardware operator can see, but it is still worth reading the privacy policy and documentation before sending sensitive data.

Is the Chutes API compatible with OpenAI?

Yes. The homepage shows a Python example posting to a chat completions endpoint with a bearer API key, and describes the API as OpenAI-compatible. Existing OpenAI-style client code can usually be pointed at it by changing the base URL and key.

Which blockchain and token does Chutes use?

DefiLlama lists Chutes on the Bittensor chain with the token SN64, a subnet token. The project does not describe how SN64 is used for purchases, so check project documentation before buying it.

Has Chutes been audited?

DefiLlama lists zero audits for Chutes. That does not mean problems exist, but it means no independent audit is on record in the data. Users should treat it as a young platform and avoid depositing more balance than they need.

Compare

Chutes alternatives

All alternatives
ZyFAI logoScore 7.3 out of 10

ZyFAI is a self-custodial DeFi yield agent that automates allocation across vetted lending pools on Base, Arbitrum, Ethereum, Sonic and Plasma.

TVL $8.63M−5.3%Base · Arbitrum · Ethereum +2
MorpheusAI logoScore 7.0 out of 10

Morpheus is a decentralized AI network where MOR emissions reward capital, compute, code and builders, with an OpenAI-compatible inference API.

TVL $11.4M−32.1%Ethereum · Arbitrum · Base
Yala logoScore 5.0 out of 10

Yala presents an AI agent that uses market and on-chain signals to generate fair-value probabilities for crypto traders and researchers.

TVL $2.18M−4.0%Bitcoin · Ethereum
Mind Network logoScore 6.8 out of 10

Mind Network is an FHE privacy infrastructure project for AI agents and Web3, now focused on x402z confidential agent payments, with the FHE token.

TVL $24.6K−0.3%Ethereum · Scroll · BNB Chain +1
Infinite Trading Protocol logoScore 6.2 out of 10

Infinite Trading Protocol is a multi-chain DeFi platform offering non-custodial AI-run trading and yield vaults, plus an API, for DeFi-experienced users.

TVL $181K−4.5%Base · Optimism · Ethereum +4
ChimpX AI DEX logoScore 5.5 out of 10

ChimpX AI is a former ve(3,3) DEX that now offers Mojo AI, a chat-based assistant for swaps, bridges and limit orders aimed at DeFi users.

TVL $132K−0.0%Boba · Linea · Solana +4

Same category

More AI dApps

AI rankings
Score 7.8 out of 10

OpenArt is a subscription AI studio for generating images, video and music with 100+ models, priced by monthly credits, aimed at creators and marketers.

Venice logoScore 7.6 out of 10

Venice is a privacy-focused AI platform for chat, images, video and API access, with a VVV token on Base, aimed at creators and developers.

TVL $0Base
Kismet logoScore 7.5 out of 10

Kismet is a beta AI agent for Unreal Engine developers that edits project assets and checks changes with editor and compiler feedback.

Talkingtree logoScore 7.5 out of 10

Talking Tree is a subscription legal AI and document platform for startups and small businesses.

Salad Bowl logoScore 7.4 out of 10

Salad (SaladCloud) is a distributed GPU cloud that runs AI containers and inference on idle consumer GPUs, aimed at cost-sensitive developers and teams.

Huralya logoScore 7.4 out of 10

Huralya’s Hura is a mental wellness app for people seeking AI coaching, mood tracking, journaling and everyday self-care tools.

Oasis

Same chain

More on Bittensor

Bittensor rankings
Gate logo

Gate

Centralized Exchanges

Score 7.7 out of 10

Gate is a centralized crypto exchange founded in 2013 offering spot, futures, stocks and earn products for traders who want one multi-asset account.

TVL $5.84B−4.6%Ethereum · Bitcoin · BNB Chain +129
Bitget logo

Bitget

Centralized Exchanges

Score 7.6 out of 10

Bitget is a centralized exchange for crypto spot and futures that also offers tokenized stocks, commodities and forex in one account, for active traders.

TVL $5.82B−1.3%Bitcoin · Solana · Ethereum +68
SwissBorg logo

SwissBorg

Centralized Exchanges

Score 7.4 out of 10

SwissBorg is a MiCA-regulated European crypto app that aggregates exchanges for trading, with Auto-Invest, Earn and a BORG loyalty token.

TVL $810M−5.3%Bitcoin · Ethereum · Solana +28
Talisman logo

Talisman

Wallets

Score 7.4 out of 10

Talisman is a non-custodial browser wallet for Polkadot, Kusama and Ethereum users, with Solana and Bittensor support also described.

Polkadot · Ethereum · Kusama +2
Gate US logo

Gate US

Centralized Exchanges

Score 6.8 out of 10

Gate US is the US-incorporated arm of the Gate crypto exchange, a centralized platform for American individuals and institutions.

TVL $54.0M+4.6%Ethereum · Solana · BNB Chain +66
Bittensor logoScore 6.5 out of 10

Bittensor is a blockchain network where subnets produce AI-related digital commodities and contributors are paid in its TAO token.

Bittensor

Guides

Guides that mention Chutes

All guides
  • AI and crypto

    Hivemind AI Networks: Guide for Users, Developers and Investors

    Several unrelated projects share the Hivemind name, so this guide uses the term for AI networks where many independent contributors pool compute, data or models. It explains what users, developers and investors should check before relying on one.

  • AI and crypto

    How AI Is Changing Crypto and Web3: A 2026 Explainer

    AI is being combined with crypto and Web3 in a few specific ways: running compute on decentralized networks, letting software agents handle wallets, and building trading, data and privacy tools. This guide explains each use, the trade-offs, and how to check whether a project is what it claims.

  • AI and crypto

    How Hivemind AI Agent Swarms Coordinate Specialist Agents

    Hivemind is a loose label for groups of AI agents that share memory, split roles and vote on answers. This guide explains how these swarms are built, where they tend to fail, and where blockchain projects fit in.

  • AI and crypto

    How to Build Your First dApp Using AI in 2026

    Building a first dApp is more manageable than it looks, and AI coding assistants can speed up drafting code and explaining errors. This guide walks through a beginner path from idea to testnet deployment, with the checks you need before touching real funds.

  • AI and crypto

    5 Ways AI Is Reshaping DeFi in 2026

    AI is moving into DeFi through yield agents, risk monitoring, lending models, cross-chain tooling and privacy infrastructure. This guide explains what each change does, where it falls short, and how to check any AI-driven tool before you use it.

  • AI and crypto

    AI Agents in Web3: How Decentralized Intelligence Works in 2026

    AI agents are software that can plan, call tools and sign transactions. This guide explains how they work in web3, what decentralized intelligence means in practice, and how to judge the risks.

How we checked

Sources

  1. 1.defillama.com/protocol/chutes
  2. 2.voltagent.dev/models-docs/providers/chutes/
  3. 3.chutes.ghost.io/chutes-a-decentralized-ai-platform/

Last updated . Spotted an error? Tell us and we will correct it.