# Inference pricing
URL: https://docs.munito.ai/pricing

Each model has a posted price in USD:

- Chat and decision models: for each million tokens.
- OCR models: for each 1,000 pages.
- The region and the [service tier](https://docs.munito.ai/service-tiers) of a request select the price.

<ModelPrices>

## Chat models [#chat-models]

Prices in USD for each million tokens.

<ModelCard model="deepseek-ai/deepseek-v4-flash" id="deepseek-ai-deepseek-v4-flash">

**[DeepSeek-V4-Flash](https://docs.munito.ai/models/deepseek-ai-deepseek-v4-flash)** `deepseek-ai/deepseek-v4-flash`

| Region | Tier | Input | Cached input | Output |
| --- | --- | --- | --- | --- |
| Global | `standard` | $0.099 | $0.019 | $0.25 |
| Global | `priority` | $0.17 | $0.033 | $0.44 |
| Global | `flex` | $0.05 | $0.0095 | $0.13 |
| EU | `standard` | $0.11 | $0.022 | $0.28 |
| EU | `priority` | $0.19 | $0.039 | $0.49 |
| EU | `flex` | $0.055 | $0.011 | $0.14 |

</ModelCard>

<ModelCard model="deepseek-ai/deepseek-v4.1-flash-1017" id="deepseek-ai-deepseek-v4-1-flash-1017">

**[DeepSeek-V4.1-Flash-1017 (preview)](https://docs.munito.ai/models/deepseek-ai-deepseek-v4-1-flash-1017)** `deepseek-ai/deepseek-v4.1-flash-1017`

| Region | Tier | Input | Cached input | Output |
| --- | --- | --- | --- | --- |
| Global | `standard` | $0.27 | $0.0054 | $1.00 |
| Global | `priority` | $0.47 | $0.0095 | $1.80 |
| Global | `flex` | $0.14 | $0.0027 | $0.50 |
| EU | `standard` | $0.30 | $0.006 | $1.20 |
| EU | `priority` | $0.53 | $0.011 | $2.10 |
| EU | `flex` | $0.15 | $0.003 | $0.60 |

</ModelCard>

<ModelCard model="google/gemma-4-12b" id="google-gemma-4-12b">

**[Gemma 4 12B](https://docs.munito.ai/models/google-gemma-4-12b)** `google/gemma-4-12b`

| Region | Tier | Input | Cached input | Output |
| --- | --- | --- | --- | --- |
| Global | `standard` | $1.00 | $1.00 | $0.15 |
| Global | `priority` | $1.80 | $1.80 | $0.26 |
| Global | `flex` | $0.50 | $0.50 | $0.075 |
| EU | `standard` | $1.10 | $1.10 | $0.17 |
| EU | `priority` | $1.90 | $1.90 | $0.30 |
| EU | `flex` | $0.55 | $0.55 | $0.085 |

</ModelCard>

<ModelCard model="zai-org/glm-5.3-flash" id="zai-org-glm-5-3-flash">

**[GLM-5.3-Flash](https://docs.munito.ai/models/zai-org-glm-5-3-flash)** `zai-org/glm-5.3-flash`

| Region | Tier | Input | Cached input | Output |
| --- | --- | --- | --- | --- |
| Global | `standard` | $0.13 | $0.027 | $0.45 |
| Global | `priority` | $0.23 | $0.047 | $0.79 |
| Global | `flex` | $0.065 | $0.014 | $0.23 |
| EU | `standard` | $0.15 | $0.03 | $0.50 |
| EU | `priority` | $0.26 | $0.053 | $0.88 |
| EU | `flex` | $0.075 | $0.015 | $0.25 |

</ModelCard>

<ModelCard model="aleph-alpha/kolibri-1" id="aleph-alpha-kolibri-1">

**[Kolibri 1](https://docs.munito.ai/models/aleph-alpha-kolibri-1)** `aleph-alpha/kolibri-1`

| Region | Tier | Input | Cached input | Output |
| --- | --- | --- | --- | --- |
| Global | `standard` | $0.13 | $0.078 | $0.51 |
| Global | `priority` | $0.23 | $0.14 | $0.89 |
| Global | `flex` | $0.065 | $0.039 | $0.26 |
| EU | `standard` | $0.16 | $0.094 | $0.56 |
| EU | `priority` | $0.28 | $0.16 | $0.98 |
| EU | `flex` | $0.08 | $0.047 | $0.28 |

</ModelCard>

<ModelCard model="qwen/qwen3.8-27b" id="qwen-qwen3-8-27b">

**[Qwen3.8-27B](https://docs.munito.ai/models/qwen-qwen3-8-27b)** `qwen/qwen3.8-27b`

| Region | Tier | Input | Cached input | Output |
| --- | --- | --- | --- | --- |
| Global | `standard` | $0.18 | $0.05 | $2.40 |
| Global | `priority` | $0.32 | $0.088 | $4.20 |
| Global | `flex` | $0.09 | $0.025 | $1.20 |
| EU | `standard` | $0.20 | $0.11 | $2.70 |
| EU | `priority` | $0.35 | $0.19 | $4.70 |
| EU | `flex` | $0.10 | $0.055 | $1.40 |
| US | `standard` | $0.20 | $0.055 | $2.70 |
| US | `priority` | $0.35 | $0.096 | $4.70 |
| US | `flex` | $0.10 | $0.028 | $1.40 |

</ModelCard>

## Decision models [#decision-models]

Prices in USD for each million tokens.

<ModelCard model="blockbrain/cygnet" id="blockbrain-cygnet">

**[Cygnet (preview)](https://docs.munito.ai/models/blockbrain-cygnet)** `blockbrain/cygnet`

| Region | Tier | Input | Cached input | Output |
| --- | --- | --- | --- | --- |
| Global | `standard` | $0.05 | $0.05 | $0.15 |
| Global | `priority` | $0.088 | $0.088 | $0.26 |
| Global | `flex` | $0.025 | $0.025 | $0.075 |
| EU | `standard` | $0.15 | $0.15 | $0.17 |
| EU | `priority` | $0.26 | $0.26 | $0.30 |
| EU | `flex` | $0.075 | $0.075 | $0.085 |

</ModelCard>

<ModelCard model="perplexity-ai/pplx-decider-v1.2" id="perplexity-ai-pplx-decider-v1-2">

**[pplx-decider-v1.2 (preview)](https://docs.munito.ai/models/perplexity-ai-pplx-decider-v1-2)** `perplexity-ai/pplx-decider-v1.2`

| Region | Tier | Input | Cached input | Output |
| --- | --- | --- | --- | --- |
| Global | `standard` | $0.02 | $0.02 | $0 |
| Global | `priority` | $0.035 | $0.035 | $0 |
| Global | `flex` | $0.01 | $0.01 | $0 |
| EU | `standard` | $0.03 | $0.03 | $0 |
| EU | `priority` | $0.053 | $0.053 | $0 |
| EU | `flex` | $0.015 | $0.015 | $0 |

</ModelCard>

## OCR models [#ocr-models]

Prices in USD for each 1,000 pages.

<ModelCard model="lightonai/lightonocr-3-4b" id="lightonai-lightonocr-3-4b">

**[LightOnOCR-3-4B](https://docs.munito.ai/models/lightonai-lightonocr-3-4b)** `lightonai/lightonocr-3-4b`

| Region | Tier | Per 1,000 pages |
| --- | --- | --- |
| Global | `standard` | $4.00 |
| Global | `priority` | $7.00 |
| Global | `flex` | $2.00 |
| EU | `standard` | $4.40 |
| EU | `priority` | $7.70 |
| EU | `flex` | $2.20 |
| US | `standard` | $4.40 |
| US | `priority` | $7.70 |
| US | `flex` | $2.20 |

</ModelCard>

<ModelCard model="munito/ocr-auto" id="munito-ocr-auto">

**Auto** `munito/ocr-auto`

| Region | Tier | Per 1,000 pages |
| --- | --- | --- |
| Global | `standard` | $4.00 |
| Global | `priority` | $7.00 |
| Global | `flex` | $2.00 |
| EU | `standard` | $4.40 |
| EU | `priority` | $7.70 |
| EU | `flex` | $2.20 |
| US | `standard` | $4.40 |
| US | `priority` | $7.70 |
| US | `flex` | $2.20 |

</ModelCard>

<ModelCard model="munito/ocr-fast" id="munito-ocr-fast">

**Fast** `munito/ocr-fast`

| Region | Tier | Per 1,000 pages |
| --- | --- | --- |
| Global | `standard` | $2.00 |
| Global | `priority` | $3.50 |
| Global | `flex` | $1.00 |
| EU | `standard` | $2.20 |
| EU | `priority` | $3.85 |
| EU | `flex` | $1.10 |
| US | `standard` | $2.20 |
| US | `priority` | $3.85 |
| US | `flex` | $1.10 |

</ModelCard>

</ModelPrices>

## How a request is billed [#how-a-request-is-billed]

| Usage | Billed as |
| --- | --- |
| Input tokens | The input price |
| Cached input tokens | The cached input price. [Prompt caching](https://docs.munito.ai/features/prompt-caching) is automatic, and a cache write is free. |
| Output tokens | The output price. Reasoning text counts as output. |
| Audio input | The input price. One second of audio is 25 input tokens. See [Speech to text](https://docs.munito.ai/features/speech-to-text). |
| OCR pages | The price of each page that the model reads |

- **Region.** The global host, `api.munito.ai`, bills the global price. The EU and US hosts bill the price of their region. A regional model ID, such as `qwen/qwen3.8-27b@eu`, also bills the price of its region. See [Regions](https://docs.munito.ai/regions).
- **Service tier.** `priority` costs more than `standard`, and `flex` costs less. The `munito-service-tier` response header gives the tier that Munito AI bills.
- **Overflow.** When [overflow](https://docs.munito.ai/features/overflow) answers a request, you pay your price of the model that you asked for.

## Pay for usage [#pay-for-usage]

- **Free tier.** A new account with a verified phone number can use the free tier, when capacity is available.
- **Prepaid credits.** Buy credits on the Billing page of the [console](https://console.munito.ai/console/billing). Usage takes the prices on this page from the balance. The total of the credits that you buy sets your usage tier.
- **Automatic top-up.** Turn it on in Billing, with a saved card. When the balance falls to your threshold, the card buys credits up to your target.
- **Balance at zero.** The account continues on the free tier. Its usage tier comes back with new credits.
- **Spend limits.** Owners and administrators set daily and monthly spend limits in Billing. The [Admin API](https://docs.munito.ai/api/getSpendLimits) reads them.
- **Billing history.** Billing lists each credit purchase with its invoice.
- **Committed spend.** For a monthly invoice and volume rates, see [Committed spend](https://docs.munito.ai/committed-spend).

Prices do not include VAT and other taxes. Munito AI adds them where the law requires. Paid use is for business and professional users. See the [Terms](https://legal.munito.ai/terms).

## See your own prices [#see-your-own-prices]

The [Models page of the console](https://console.munito.ai/models) shows the prices of your organization. A contract can give your organization lower prices.