RunInfra

Name: RunInfra
Brand: RunInfra
Price: 10 USD

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Serve open models to agents with one API for OpenAI and Anthropic SDKs

From $10/mo, billed monthly

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Tracked since 2026

The Bottom Line

Updated Oct 27, 2026

Price: From $10/mo, billed monthly. Compare plans

Key facts

Runs open models optimized for agent workloads, with session-aware routing that directs repeat calls to the warm replica to reach high cache-hit rates.
Single API key works with OpenAI and Anthropic SDKs, offering both per-token pay-as-you-go and subscription coding plans for agent clients.
Cached input tokens are billed at a lower rate, and the platform reports cache-hit rates per model so effective input cost is often far below list price.

Pros

High cache-hit rates reduce effective input costs for repeated agent context
Single API key works across OpenAI and Anthropic SDKs, simplifying integration
Offers both pay-as-you-go credits and monthly coding plans to fit different usage patterns

Cons

Cache hits are best effort rather than guaranteed
Self-serve pay-as-you-go tier has no contractual SLA

What is RunInfra?

RunInfra is a hosted inference platform that serves open model APIs specifically designed for AI agent workloads. It exposes one API key compatible with both the OpenAI and Anthropic SDKs, letting developers use chat completions and messages-style endpoints without changing their existing agent code. The platform includes a library of open models, each with published token pricing for input, cached input, and output. It is backed by Y Combinator and targets use cases where an agent repeatedly sends the same context, such as coding assistants and autonomous agent loops. The platform also offers GPU-style alternatives with a GPU cost comparison tool, plus subscription-based coding plans for CLI agents like Claude Code and opencode, with usage caps that reset on a rolling basis.

Data compiled by Toolradar Pricing checked Oct 27, 2026 · How we evaluate

Source runinfra.ai

Key Features

OpenAI-compatible chat completions and Anthropic-compatible Messages endpoints through one key
Session-aware routing that keeps repeat calls on the warm replica holding the session context
Cached input tokens billed at a reduced per-token price on supported models
Coding plans for Claude Code, opencode, Codex, and over 20 other agents, with usage limits that reset every 5 hours and weekly
Free Standby access when a coding plan limit is reached
Per-token pricing with as little as a $5 credit top-up that stays valid for one year
Optional auto-recharge for prepaid balances
Streaming support and JSON mode on supported chat models

Pricing Plans

Pricing checked Oct 27, 2026. Source: runinfra.ai/pricing, read Oct 27, 2026

RunInfra plans and prices, checked October 2026
Plan	Price	Details
Pay as you go	$5 minimum one-time top-up	Pay per token at published prices Credits remain valid for one year One prepaid balance +1 more Show less No seats or per-user fees
Starter	$10 / mo	Coding plan for supported coding agents Usage included, with limits that reset every 5 hours and every week Free Standby chat when busy +1 more Show less Shared by the workspace
Pro	$29 / mo	Coding plan for supported coding agents Usage included, with limits that reset every 5 hours and every week Free Standby chat when busy +1 more Show less Shared by the workspace
Team	$99 / mo	Coding plan for supported coding agents Usage included, with limits that reset every 5 hours and every week Free Standby chat when busy +1 more Show less Shared by the workspace
Enterprise	Contact us	Dedicated infrastructure Custom volume and contract terms Audit logs and role-based access control +3 more Show less SOC 2 Type II Custom SLAs up to 99.99% Dedicated customer success manager and private Slack

Calculate your cost View full pricing

Is RunInfra worth the price?

Good value

The pricing is fair for teams needing consistent inference for coding agents, with the $10/mo Starter offering a low entry point for light usage.

The $29/mo Pro and $99/mo Team tiers are reasonable for shared workspace usage, though the lack of a free tier or trial makes it less accessible for casual evaluation. Best for development teams already committed to AI agent workflows.

Hidden Costs & Gotchas

$5 minimum top-up on Pay as you go

Usage limits reset every 5 hours and weekly on Starter, Pro, Team

Full RunInfra pricing: every plan, hidden costs and alternatives

RunInfra by the numbers

Toolradar data: RunInfra's entry paid plan ($10/mo, billed monthly) ranks #4 of 15 for price among the AI Model Deployment tools with a verified entry price and no stated unit, where the median is $50/mo. As of Nov 2026.

RunInfra compared with 54 AI Model Deployment tools on Toolradar, as of Nov 2026
Metric	RunInfra	Peer median	Position (1 is best)
Entry paid plan	$10/mo, billed monthly	$50/mo	#4 of 15 tools with no stated price unit, verified price
Free plan	No	67% have one	n/a

Each position is counted among the tools that have data for that row, as noted under it. A lower entry price ranks higher; prices are read on vendor pages and compared only with tools priced on the same basis. All AI Model Deployment data · How we compute this. Advertising and placement fees are not inputs to any position.

Cite this: Toolradar, “RunInfra by the numbers”, Nov 2026.

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RunInfra FAQ

How does session-aware routing keep agent context warm?

RunInfra routes repeat calls from the same agent session to the replica that already holds that session's context. The first call is cold, but subsequent calls hit the warm cache on the same replica, which can lead to very high cache-hit rates across a multi-turn agent conversation.

Can I use RunInfra with the OpenAI and Anthropic SDKs at the same time?

Yes. RunInfra exposes both OpenAI-compatible chat completions at POST /v1/chat/completions and Anthropic-compatible Messages at POST /v1/messages, so one API key works with either SDK depending on the model and endpoint you use.

What is the difference between the pay-as-you-go balance and a coding plan?

Pay-as-you-go is a prepaid credit balance starting at $5 where you pay per token at published prices. A coding plan is a monthly subscription from $10 that includes a set amount of usage, with limits that reset every 5 hours and weekly; when the limit is reached, you can use credits or free Standby.

How does RunInfra report cached input tokens on usage bills?

Cache hits appear in usage and are billed at the cached input rate instead of the full input rate, on models that support cached input discounts. The platform publishes the measured cache-hit rate per model from the last 24 hours of billed agent traffic.

Which models does RunInfra host?

RunInfra hosts open models including Ornith 1.5 122B, DeepSeek V4.1 Flash 1017, GLM 5.3, GLM 5.3 Flash, Nemotron 3.5 Lightning 30B, Qwen3.8 27B, Ornith 1.5 35B, and DeepSeek V4.1 Flash. Each model page lists limits, modality capabilities, and per-token pricing.

Is there a free way to test the Model APIs before paying?

Yes, RunInfra gives $1 free credit to test the Model APIs. After that, you add credit top-ups starting at $5.

Does the coding plan stop working when its usage limit is reached?

No, not necessarily. When a coding plan hits its limit, you can continue using credits from your balance, or use free Standby which provides a limited amount of chat per day at reduced concurrency when the platform is busy.

What does RunInfra offer for enterprise deployments?

Enterprise customers get dedicated infrastructure, custom volume and contract terms, custom SLAs up to 99.99%, SOC 2 Type II attestation, audit logs, role-based access control, a dedicated customer success manager, and a private Slack channel.

How does RunInfra pricing compare with other AI Model Deployment tools?

RunInfra's entry paid plan ($10/mo, billed monthly) ranks #4 of 15 for price among the AI Model Deployment tools with a verified entry price and no stated unit, where the median is $50/mo. Prices are read on each vendor's own pricing page and compared only with tools priced on the same basis. Source: Toolradar, Nov 2026.

Source: runinfra.ai

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