Pricing & Billing

Transparent, flexible pricing for MiroMind

Billing Model Overview

MiroMind uses a hybrid billing model combining Resource Packs (prepaid credits) and Pay-As-You-Go (consumption-based) charging.

Resource Packs
Prepaid Credits

Prepaid API call credits suitable for most standard API services.

Applicable to: MiroMind OS standard API interfaces

New users: Receive free trial credits upon registration

Pay-As-You-Go
Flexible Billing

When your resource pack is exhausted or when using advanced services, the system automatically switches to pay-as-you-go mode, deducting costs directly from your account balance.

Pricing Structure

Our pricing is based on actual resource consumption, providing high cost-performance services. Costs consist primarily of Model Inference fees and Tool Usage fees.

Model Inference
Token-based pricing — single rate per model, internal LLM activity is bundled in
ModelInputOutput
mirothinker-1-7-deepresearch-mini
Mid-tier · 30B agent · cost-effective
$1.25 / 1M$10 / 1M
mirothinker-1-7-deepresearch
Flagship · 235B agent · top-quality research
$4 / 1M$25 / 1M

Token counts include all internal agent activity — reasoning, tool result feedback, and summarization. See the Streaming Guide for the full activity breakdown.

Tool Usage
Per-call pricing for built-in research tools
ToolPublic price
Web search
Charged each time the agent fetches a page (the fetch includes search → scrape → in-tool extraction).
$0.05 / fetch

Pure URL discovery (Serper-style search that returns links without fetching) is free.

Sandbox execution, command-line, and other internal tools are bundled into the per-token rate above — no separate per-call charge.

Settlement & Charging Logic

To ensure service stability and fairness, we use a "pre-freeze + actual settlement" mechanism.

Charging Flow
1

Resource Pack Check

System first checks if you have available resource pack credits. If sufficient, credits are deducted first.

2

Balance Pre-freeze

If pay-as-you-go is needed, the system pre-freezes an estimated amount before the request begins. Requests are rejected if balance is insufficient.

3

Actual Settlement

After task completion, the system calculates final costs based on actual tokens and tool calls. Unfreezes pre-charged amount and deducts actual cost (with refund for overcharge).

Exception Handling & Refunds

Task Failed

If a request fails due to platform or service issues, no charges are incurred and pre-frozen funds are fully refunded.

User Cancellation

If you cancel a task mid-execution, only the actual compute and tool costs incurred up to the cancellation point are charged.

Billing Transparency

Console Display

View the final total cost for each API call in your user console.

Audit Records

While the frontend shows only totals, our backend precisely records every token consumption and tool call, ensuring every charge is traceable and auditable.

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