Umans AI is a managed inference platform serving frontier open-weight AI models, with self-hosted model weights and a Zero Data Retention commitment: customer prompts and responses are never stored.
The Pay-as-you-go offer is the most flexible way to access the platform: no upfront commitment and no minimum spend. You only pay for actual token consumption, with 1 credit = $1 of platform usage, billed centrally through your AWS account.
Cas d'usages
AI Coding Assistants,
AI Agents for continuous complex tasks,
Development & Testing,
RAG Applications,
API-based AI Integration
Highlights
OpenAI compatible API : connect coding agents and tools such as Claude Code, Cursor, Zed and OpenCode in minutes, with no GPU infrastructure to manage and no vendor lock in
Service integrity: the model you select is the model you get, no silent model substitution, published quantization
Zero Data Retention: prompts and completions are not retained
AWS Marketplace now accepts line of credit payments through the PNC Vendor Finance program. This program is available to select AWS customers in the US, excluding NV, NC, ND, TN, & VT.
This listing uses a single usage-based dimension: the AI Inference Credit. One credit equals one dollar of platform usage, and you pay only for what you consume. There are no tiers or fixed quantities to choose. Instead, you buy credits and each request draws down your balance based on actual usage. The platform serves several coding models, and every request bills separately for input, output, and cached tokens at each model's published per-token rate. Your credit balance acts as the spend limit, so costs scale directly with how much you run.
Top-of-mind questions for buyers
What does one AI Inference Credit actually pay for?
One credit equals one dollar of platform usage. Each API request draws down credits based on the tokens it consumes. The platform charges separately for input tokens, output tokens, and cached tokens. Every model carries its own per-token rate, so the credits a request uses depend on the model and the size of your prompt and response.
How does the pay-as-you-go wallet differ from a flat monthly plan?
The wallet meters each request and bills exactly what it uses at published per-token rates. You prepay a balance, and requests draw from it with no fixed monthly fee. This suits deployed apps, backends, scheduled jobs, unattended automations, and bots. Wallet keys are never auto-paused; heavy runs get retryable rate-limit responses at most.
How is my spending capped, and what happens when I run heavy usage?
Your prepaid balance is the real spend limit; requests stop when credits run out. Concurrency and burst limits scale with your lifetime top-ups, not per key. When you exceed burst limits, requests return retryable rate-limit responses and slow briefly. All keys under one wallet share these limits.
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Vendor refund policy
Usage charges are non-refundable, except for billing errors or unauthorized charges. Refund requests must be submitted to contact@umans.ai within 30 days.
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