AI observability and eval platform that tunes evals to your data and turns them into guardrails for LLM apps and agents.
LinqAI
Decentralized cloud compute on Kubernetes for deploying apps, LLM interfaces and AI workloads, paid on-chain with the LNQ token.
What is LinqAI?
LinqAI runs LinqProtocol, a marketplace that connects developers with compute providers such as data centers, GPU clusters, edge operators and individual hardware owners. You pick one of 50+ templates or bring your own container, set resources, and fund an on-chain escrow in the LNQ token, and the orchestrator matches your workload to a provider on standard Kubernetes. Templates include Open WebUI for LLM chat, Wekan, Uptime Kuma, ERPNext and Metabase, and the vendor also offers Aura Code, an AI-assisted cloud development environment with Docker sandboxes and framework scaffolding. Pricing is per resource with no egress fees, and the vendor compares its rates with AWS, GCP and Azure. Pre-configured instances are Spark at $6 a month, Forge at $26 a month and Titan at $52 a month, paid in LNQ. There is no free tier at present, and enterprises can arrange volume discounts or fiat payment through OTC arrangements.
Use cases
- Host an LLM chat interface such as Open WebUI
- Run CI/CD runners on lower-cost compute
- Deploy containers on Kubernetes
- Run ML inference workloads
- Spin up AI-assisted development sandboxes
- Host monitoring and analytics stacks
- Sell spare compute as a provider
Who it's for
Why use LinqAI
- Published per-resource and per-instance rates are lower than the AWS, GCP and Azure rates the vendor compares against.
- Egress bandwidth, TLS and logging are included rather than billed separately.
- Standard Kubernetes and containers mean workloads can move to other providers.
- Escrow holds funds on-chain until a provider delivers, and unused funds return to your wallet.
LinqAI features
- 50+ one-click deployment templates
- Standard Kubernetes with multi-pod deployments
- On-chain escrow that pays providers as work is delivered
- Per-resource pricing for CPU, memory and storage
- No egress fees
- TLS certificates, load balancing and Loki-backed logs at no extra charge
- Aura Code cloud development environment with Docker sandboxes
- Dashboard with logs, metrics and provider performance
- Provider registry with GPU clusters and edge operators
LinqAI integrations
How to get started with LinqAI
- Browse templates or bring your own container and set environment variables and a resource tier.
- Connect a wallet and fund an escrow with LNQ for the deployment.
- The orchestrator matches your workload with a provider from the registry.
- Monitor the app through its endpoint, logs and metrics in the dashboard.
LinqAI limitations
- Payment is in the LNQ token through a crypto wallet; fiat is offered through OTC arrangements for enterprises
- No free tier at present
- Compliance certifications are still being worked on
- If an escrow expires, the deployment stops until you fund a new one
LinqAI pricing
LinqAI has no free plan. Plans start at $6 per month, according to the official pricing page on .
LinqAI plans
Spark
$6/month
Paid in LNQ
- 1 vCPU core
- 2 GB memory
- 20 GB SSD
- Personal projects and small APIs
Forge
$26/month
Paid in LNQ
- 4 vCPU cores
- 8 GB memory
- 80 GB SSD
- Production web apps and CI/CD runners
Titan
$52/month
Paid in LNQ
- 8 vCPU cores
- 200 GB SSD
- High-traffic apps and ML inference
- Multi-service deployments
Plans as listed on the official pricing page on . Prices can change and may vary by country or exclude tax. Check the official pricing page.
LinqAI alternatives
The main LinqAI alternatives listed on Debuly are Vast.ai, DigitalOcean, Together AI, Fireworks AI, Novita AI and Anyscale. The table compares pricing and platforms; order is A–Z.
| Tool | Pricing | Starting price | Platforms |
|---|---|---|---|
| LinqAI | Paid | $6/mo | Web |
| Anyscale | Paid | $0.01, usage-based | Web, Self-hosted |
| DigitalOcean | Freemium | $4/mo | Web, API |
| Fireworks AI | Paid | $0.01, usage-based | API, Web |
| Novita AI | Paid | $0.61, usage-based | Web, API |
| Together AI | Paid | — | Web, API |
| Vast.ai | Paid | — | Web, API, CLI |

Anyscale
Managed platform for running Ray workloads, with pay-as-you-go compute and options to deploy in your own cloud.

DigitalOcean
Cloud platform with Droplet VMs, App Platform, managed databases, GPUs and AI inference billed by usage with monthly caps.

Fireworks AI
Inference and training platform for open models: pay-per-token serverless APIs, GPU deployments, fine-tuning and reserved capacity.

Novita AI
AI cloud with pay-per-token model APIs for 200+ models, dedicated GPU endpoints, agent sandboxes and GPU rentals.

Together AI
AI cloud for running open-source models through serverless and batch inference, dedicated endpoints, GPU clusters and fine-tuning.

Vast.ai
GPU cloud marketplace for renting on-demand, interruptible or reserved GPUs with per-second billing.
LinqAI FAQ
How much does LinqAI cost?
Recommended instances are Spark at $6/month, Forge at $26/month and Titan at $52/month, paid in LNQ. Per-resource rates start at $0.0072 per vCPU hour, and egress is $0.00 per GB.
Is there a free plan for LinqAI?
No. The FAQ says there is no free tier currently and that developer trials are being explored.
What plans does LinqAI have?
Three pre-configured instances named Spark, Forge and Titan, plus enterprise options such as volume discounts, reserved capacity, OTC payments and dedicated support.
Can I pay with a credit card?
Standard payment is in LNQ through a connected wallet. Enterprises that cannot pay in crypto can arrange OTC payments in fiat.
Does LinqAI run AI workloads?
Yes. Providers include GPU clusters, instance descriptions mention ML inference, and templates include Open WebUI for LLM chat interfaces.
What are alternatives to LinqAI?
Akash Network, Vast.ai, Render and DigitalOcean offer alternative compute for containers and AI workloads.
Sources & verification
Facts on this page come from the official sources below, each with the date we read it. Written by Debuly; the vendor did not review this page.
| Source | Type | Accessed |
|---|---|---|
| linqai.com/ | official | |
| linqai.com/pricing | pricing | |
| linqai.com/learn/concepts | official | |
| linqai.com/enterprise | official | |
| linqai.com/learn/how-it-works | official |
Image credits
- Logo: from linqai.com · fetched · Vendor trademark, used only to identify the product; removed on request
- Cover: none collected yet, so a generated tile is shown.
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