> ## Documentation Index
> Fetch the complete documentation index at: https://support.lilt.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Self-Managed Hardware Requirements

LILT can be installed on custom hardware in a private data center or on major cloud platforms. The tables below provide approximate monthly cost estimates for running the base LILT system V4 models in a cloud environment.

These estimates include long-term pricing discounts where applicable. However, resources (especially storage) may need to be increased to suit your needs. These costs reflect the cloud platform vendor's pricing at the time of publication and are not guaranteed.

Network, bandwidth, security groups, permission management, and other platform costs are not included in these estimates.

Interested in installing LILT's self-managed solution? [Contact Sales](https://lilt.com) from the LILT homepage.

<Warning>
  **Plan for two environments.** A standard self-managed installation includes **two separate environments — one test and one production**. The test environment lets you validate upgrades, configuration changes, and integrations before promoting them to production. Because it mirrors the production footprint, budget for **roughly double** the total cloud costs shown in the estimates below, which reflect a single environment.
</Warning>

## Recommended Production Configurations (AWS EKS)

The following are reference sizings for AWS EKS production deployments, based on configurations validated with LILT EKS customers. Three tiers are offered — **Standard ★**, **Medium**, and **Large** — sized to the number of concurrent users. Unless noted, a component matches the Standard tier. For a detailed per-resource cost breakdown, see the [AWS EKS](#aws-eks) section below.

<table>
  <tbody>
    <tr>
      <td colspan="4" rowspan="1">
        <p className="text-center"><strong>Prod environment — three tier options</strong></p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>Prod component</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>Standard ★</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>Medium</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>Large</strong></p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center"><em>Concurrent users supported</em></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>30–50</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>100–150</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>150+</strong></p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">Database node</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">RDS: db.m5d.xlarge</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Same as Standard</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Same as Standard</p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">Translate / Uzbek-Chechen (rayman v4.0) / OCR (Gemma)</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">1× g6e.12xlarge (4× L40S, 48 vCPU, 384 GB)</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Same as Standard</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">1× g6e.24xlarge (4× L40S, 96 vCPU, 768 GB)</p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">Batch / Whisper</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">1× g6.24xlarge (4× L4, 96 vCPU, 384 GB)</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Same as Standard</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Same as Standard</p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">Worker Node</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">none</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">1× m5.8xlarge (32 vCPU, 128 GB)</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">none</p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center"><em>Total instances</em></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>2</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>3</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>2</strong></p>
      </td>
    </tr>
  </tbody>
</table>

<Note>
  ★ The **Standard** tier is the recommended default starting point for most deployments. As your usage grows, you can scale up to the **Medium** and **Large** tiers as needed.
</Note>

## Cloud Provider Cost Estimates

* [AWS Commercial](#aws-commercial)
* [AWS Top Secret](#aws-top-secret)
* [AWS EKS](#aws-eks)
* [GCP](#gcp)
* [Microsoft Azure](#microsoft-azure)

## AWS Commercial

##### Last Revised: 23 Jul 2026

<table>
  <tbody>
    <tr>
      <td colspan="9" rowspan="1">
        <p className="text-center"><strong>AWS Commercial</strong></p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">Platform</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Resource Identifier</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Specifications</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Quantity</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Unit</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Unit cost<sup> \[1]</sup></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Cost <sup>\[2]</sup> per month</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Cost <sup>\[3]</sup> per month</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Notes</p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">AWS</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">m5.xlarge</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">4vCPU / 16G RAM / 200GB</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">1</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Hour</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$0.192</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$118.93</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$104.33</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">K8s Master</p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">AWS</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">r5.16xlarge</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">64vCPU / 512G RAM / 1TB</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">2</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Hour</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$8.064</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$4,584.66</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$4,028.40</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">K8s Nodes</p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">AWS</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">g6.12xlarge</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">4 L4 GPUs <sup>\[4]</sup> / 48vCPU / 192G RAM / 2TB / 96GiB VRAM</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">1</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Hour</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$4.60</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$2,893.52</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$2,346.82</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Standard Services (Translate, Batch)</p>
      </td>
    </tr>

    <tr>
      <td colspan="3" rowspan="1">
        <p className="text-center"><strong>Total Cost</strong></p>
      </td>

      <td colspan="2" rowspan="1">
        <p className="text-center"><strong>All v4 lang-pairs with standard service</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>\$12.86</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>\$7,597.11</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>\$6,479.55</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center" />
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">AWS</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">g4dn.12xlarge (Optional)</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">4 T4 GPUs / 48vCPU / 192G RAM / 2TB / 64 GiB VRAM</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">1</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Hour</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$3.91</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$2,228.82</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$1,959.45</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">AI Review & LILT Create (Llama3)</p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">AWS</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">g6e.4xlarge (Optional)</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">1 L40S GPU / 16vCPU / 128G RAM / 2TB / 48 GiB VRAM</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">1</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Hour</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$3.00</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$1,817.98</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$1,541.65</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">OCR (Gemma)</p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">AWS</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">g4dn.2xlarge (Optional)</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">1 T4 GPU / 8vCPU / 32G RAM / 1TB / 16 GiB VRAM</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">1</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Hour</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$0.752</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$477.85</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$426.02</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">ASR (Whisper)</p>
      </td>
    </tr>

    <tr>
      <td colspan="3" rowspan="1">
        <p className="text-center"><strong>Total Cost (incl. optional services)</strong></p>
      </td>

      <td colspan="2" rowspan="1">
        <p className="text-center"><strong>Standard service + AI Review/Create, OCR & ASR</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>\$20.52</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>\$12,121.76</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>\$10,406.67</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center" />
      </td>
    </tr>
  </tbody>
</table>

## AWS Top Secret

##### Last Revised: 9 Feb 2026

<table>
  <tbody>
    <tr>
      <td colspan="8" rowspan="1">
        <p className="text-center"><strong>AWS Top Secret</strong></p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">Platform</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Resource Identifier</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Specifications</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Quantity</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Unit</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Unit cost<sup> \[1]</sup></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Cost <sup>\[2]</sup> per month</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Notes</p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">AWS</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">m5.xlarge</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">4vCPU / 16G RAM / 200GB</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">1</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Hour</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$0.45</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$260.90</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">K8s Master</p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">AWS</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">r5.16xlarge</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">64vCPU / 512G RAM / 1TB</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">2</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Hour</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$15.42</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$8,199.32</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">K8s Nodes</p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">AWS</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">g6.12xlarge</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">4 L4 GPUs <sup>\[4]</sup> / 48vCPU / 192G RAM / 2TB / 96 GiB VRAM</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">1</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Hour</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$9.24</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$5,694.56</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Standard Services (Translate, Batch)</p>
      </td>
    </tr>

    <tr>
      <td colspan="3" rowspan="1">
        <p className="text-center"><strong>Total Cost</strong></p>
      </td>

      <td colspan="2" rowspan="1">
        <p className="text-center"><strong>All v4 lang-pairs with standard service</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>\$25.11</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>\$14,154.78</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center" />
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">AWS</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">g4dn.12xlarge (Optional)</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">4 T4 GPUs / 48vCPU / 192G RAM / 2TB / 64 GiB VRAM</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">1</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Hour</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$8.44</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$4,664.68</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">AI Review & LILT Create (Llama3)</p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">AWS</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">g6e.4xlarge (Optional)</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">1 L40S GPU / 16vCPU / 128G RAM / 2TB / 48 GiB VRAM</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">1</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Hour</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$6.03</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$3,532.53</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">OCR (Gemma)</p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">AWS</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">g4dn.2xlarge (Optional)</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">1 T4 GPU / 8vCPU / 32G RAM / 1TB / 16 GiB VRAM</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">1</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Hour</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$1.62</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$958.48</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">ASR (Whisper)</p>
      </td>
    </tr>

    <tr>
      <td colspan="3" rowspan="1">
        <p className="text-center"><strong>Total Cost (incl. optional services)</strong></p>
      </td>

      <td colspan="2" rowspan="1">
        <p className="text-center"><strong>Standard service + AI Review/Create, OCR & ASR</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>\$41.20</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>\$23,310.47</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center" />
      </td>
    </tr>
  </tbody>
</table>

## AWS EKS

##### Last Revised: 23 Jul 2026

<table>
  <tbody>
    <tr>
      <td colspan="8" rowspan="1">
        <p className="text-center"><strong>AWS EKS</strong></p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">Platform</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Resource Identifier</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Specifications</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Quantity</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Unit</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Unit cost<sup> \[1]</sup></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Cost <sup>\[3]</sup> per month</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Notes</p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">AWS</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Amazon EKS</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">N/A</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">1</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Hour</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$0.10</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$73.00</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">EKS Control Plane</p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">AWS</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">RDS db.m5d.xlarge</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">4vCPU / 16G RAM</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">1</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Hour</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$0.419</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$305.87<sup> \[5]</sup></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Database node (RDS)</p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">AWS</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">g6e.12xlarge</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">4 L40S GPUs / 48vCPU / 384G RAM / 2TB / 192 GiB VRAM</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">1</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Hour</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$10.49</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$5,384.70</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Translate / Uzbek-Chechen (rayman v4.0) / OCR (Gemma)</p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">AWS</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">g6.24xlarge</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">4 L4 GPUs / 96vCPU / 384G RAM / 2TB / 96 GiB VRAM</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">1</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Hour</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$6.68</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$3,404.58</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Batch / Whisper (ASR)</p>
      </td>
    </tr>

    <tr>
      <td colspan="3" rowspan="1">
        <p className="text-center"><strong>Total Cost</strong></p>
      </td>

      <td colspan="2" rowspan="1">
        <p className="text-center"><strong>All v4 lang-pairs with standard service</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>\$17.69</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>\$9,168.15</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center" />
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">AWS</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">g4dn.12xlarge (Optional)</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">4 T4 GPUs / 48vCPU / 192G RAM / 2TB / 64 GiB VRAM</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">1</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Hour</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$3.91</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$1,959.45</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">AI Review & LILT Create (Llama3)</p>
      </td>
    </tr>

    <tr>
      <td colspan="3" rowspan="1">
        <p className="text-center"><strong>Total Cost (incl. optional services)</strong></p>
      </td>

      <td colspan="2" rowspan="1">
        <p className="text-center"><strong>Standard service + AI Review/Create</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>\$21.60</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>\$11,127.60</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center" />
      </td>
    </tr>
  </tbody>
</table>

<Note>
  \[1] Price calculated for plan: "On-Demand Instances"

  \[2] Price calculated for plan: "Compute Savings Plans" (1 year)

  \[3] Price calculated for plan: "EC2 Instance Savings Plans" (1 year)

  \[4] The standard services require 3 × L4 GPUs or 4 × T4 GPUs. AWS does not currently offer an instance type with exactly 3 x L4 GPUs, so g6.12xlarge (4 × L4) is recommended as the closest available option. Please choose the available instance type best suited to your infrastructure.

  \[5] RDS is priced at On-Demand; the EC2 Instance Savings Plan does not apply to Amazon RDS. A separate RDS Reserved Instance (1 year) would lower this line item.

  Sources:

  * Commercial: [AWS Commercial Estimate](https://calculator.aws/#/estimate?id=7ba8faa2c2f52dd20d5982c5c9f49ad2aa5b5581)

  * Top Secret: [AWS Top Secret Estimate](https://calculator.aws/#/estimate?ctrct=5423f8cd3b711c6f899ba4dade31b50c\&id=d2613478b80f403351e723e764682503b4fe20ed)

  * EKS: [AWS EKS Estimate](https://calculator.aws/#/estimate?id=a0a7b163ee2bb9b8cd212f2a9b34f88afad3c3c8)

  <strong>Recommended EKS deployment</strong><br />
  This EKS table follows the Standard tier of the Recommended Production Configurations table above: the platform runs on two GPU nodes (`g6e.12xlarge` for Translate, Uzbek-Chechen rayman v4.0 and OCR; `g6.24xlarge` for Batch and Whisper/ASR), backed by an RDS database node — no separate CPU worker node is required at this tier.

  <strong>Optional GPU-Accelerated Services</strong><br />

  * AI Review & LILT Create (Llama3) — Runs on a dedicated GPU node in addition to the standard deployment, as shown in the optional row above.
  * OCR (Gemma) and ASR (Whisper) — In this configuration these are co-located on the standard GPU nodes above and do not require additional instances.
  * Uzbek and Chechen Language Support — Provided through the neural v4.0 pipeline in rayman (which replaces the former dedicated Emma model), co-located on the `g6e.12xlarge` node.
</Note>

## GCP

##### Last Revised: 23 Jul 2026

<table>
  <tbody>
    <tr>
      <td colspan="9" rowspan="1">
        <p className="text-center"><strong>GCP</strong></p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">Platform</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Resource Identifier</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Specifications</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Quantity</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Unit</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Unit cost<sup> \[1]</sup></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Cost <sup>\[1]</sup> per month</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Cost <sup>\[2]</sup> per month</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Notes</p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">GCP</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">n1-standard-4</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">4vCPU / 15G RAM / 500GB</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">1</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Hour</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$0.19</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$138.70</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$87.38</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">K8s Master</p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">GCP</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">n2-highmem-64</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">64vCPU / 512G RAM / 1TB</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">2</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Hour</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$8.38</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$6,120.90</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$3,856.01</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">K8s Nodes</p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">GCP</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">g2-standard-48</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">4 L4 GPUs <sup>\[4]</sup> / 48vCPU / 192G RAM / 2TB / 96 GiB VRAM</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">1</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Hour</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$4.00</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$2,921.24</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$2,445.43</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Standard Services (Translate, Batch)</p>
      </td>
    </tr>

    <tr>
      <td colspan="3" rowspan="1">
        <p className="text-center"><strong>Total Cost</strong></p>
      </td>

      <td colspan="2" rowspan="1">
        <p className="text-center"><strong>All v4 lang-pairs with standard service</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>\$12.57</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>\$9,180.84</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>\$6,388.82</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center" />
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">GCP</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">n1-standard-64 (Optional)</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">4 T4 GPUs / 64vCPU / 240G RAM / 2TB / 64 GiB VRAM</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">1</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Hour</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$4.44</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$3,241.20</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$2,041.88</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">AI Review & LILT Create (Llama3)</p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">GCP</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">g2-standard-24 (Optional)</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">2 L4 GPU / 24vCPU / 96G RAM / 2TB / 48 GiB VRAM</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">1</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Hour</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$2.00</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$1,460.58</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$1,222.75</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">OCR (Gemma)</p>
      </td>
    </tr>

    <tr>
      <td colspan="3" rowspan="1">
        <p className="text-center"><strong>Total Cost (incl. optional services)</strong></p>
      </td>

      <td colspan="2" rowspan="1">
        <p className="text-center"><strong>Standard service + AI Review/Create & OCR</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>\$19.01</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>\$13,882.62</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>\$9,653.45</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center" />
      </td>
    </tr>
  </tbody>
</table>

<Note>
  \[1] Price calculated for plan: "On-Demand Instances"

  \[2] Price calculated for plan: "Committed use discount options" (1 year)

  Source: [GCP Pricing Calculator Estimate](https://cloud.google.com/products/calculator?hl=en\&dl=CjhDaVF3WXpka01tUmxNUzFqT0Rka0xUUmxaVGd0T0RZMllTMWtZVEJoTnpJM1pqQXdaVEFRQVE9PRAIGiQzMDBDMThDMi1GMEM1LTQxMDItODFBNi05NzdCOTg5NkM5RDY)

  <strong>Optional GPU-Accelerated Services</strong><br />
  In addition to the standard deployment, several optional services require extra GPU resources:

  * AI Review & LILT Create and OCR — These optional services require additional GPUs as outlined in the resource table above.
  * Uzbek and Chechen Language Support — Provided through the neural v4.0 pipeline in rayman (which replaces the former dedicated Emma model). When enabled, it requires one additional L4 or A10 GPU with at least 24GB VRAM; when disabled, rayman runs on a single GPU.
  * ASR (Automatic Speech Recognition) — GPU-accelerated ASR requires one additional T4 GPU with 16 GB VRAM. By default, it runs on CPU.
</Note>

## Microsoft Azure

##### Last Revised: 23 Jul 2026

<table>
  <tbody>
    <tr>
      <th colspan="9" rowspan="1">
        <p className="text-center"><strong>Microsoft Azure</strong></p>
      </th>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">Platform</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Resource Identifier</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Specifications</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Quantity</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Unit</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Unit cost<sup> \[1]</sup></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Cost <sup>\[1]</sup> per month</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Cost <sup>\[2]</sup> per month</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Notes</p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">Azure</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">D3 v2</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">4vCPU / 14G RAM / 512GiB</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">1</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Hour</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$0.29</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$213.89</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$147.58</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">K8s Master</p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">Azure</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">E64as v5</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">64vCPU / 512G RAM / 512GiB</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">2</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Hour</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$7.23</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$5,279.36</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$3,579.93</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">K8s Nodes</p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">Azure</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Standard\_NV72ads\_A10\_v5</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">2 A10 GPU / 72vCPU / 880G RAM / 2880GiB/ 48GB VRAM</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">2</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Hour</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$13.04</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$9,519.20</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$7,923.78</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Standard Services (Translate, Batch)</p>
      </td>
    </tr>

    <tr>
      <td colspan="3" rowspan="1">
        <p className="text-center"><strong>Total Cost</strong></p>
      </td>

      <td colspan="2" rowspan="1">
        <p className="text-center"><strong>All v4 lang-pairs with standard service</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>\$20.56</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>\$15,012.45</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>\$11,651.29</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p />
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">Azure</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Standard\_NC64as\_T4\_v3 (Optional)</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">4 T4 GPU / 64vCPU / 440G RAM / 2880GiB/ 64GB VRAM</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">1</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Hour</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$4.35</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$3,176.96</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$2,148.26</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">AI Review & LILT Create (Llama3)</p>
      </td>
    </tr>

    <tr>
      <td colspan="1" rowspan="1">
        <p className="text-center">Azure</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Standard\_NV72ads\_A10\_v5 (Optional)</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">2 A10 GPU / 72vCPU / 880G RAM / 2880GiB/ 48GB VRAM</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">1</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">Hour</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$6.52</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$4,759.60</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">\$3,961.89</p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center">OCR (Gemma)</p>
      </td>
    </tr>

    <tr>
      <td colspan="3" rowspan="1">
        <p className="text-center"><strong>Total Cost (incl. optional services)</strong></p>
      </td>

      <td colspan="2" rowspan="1">
        <p className="text-center"><strong>Standard service + AI Review/Create & OCR</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>\$31.43</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>\$22,949.01</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p className="text-center"><strong>\$17,761.44</strong></p>
      </td>

      <td colspan="1" rowspan="1">
        <p />
      </td>
    </tr>
  </tbody>
</table>

<Note>
  \[1] Price calculated for plan: "Pay as you go"

  \[2] Price calculated for plan: "1 year savings plan"

  Source: [https://azure.com/e/41227c0f7aed4a208bbe74cacb734acc](https://azure.com/e/41227c0f7aed4a208bbe74cacb734acc)

  <strong>Optional GPU-Accelerated Services</strong><br />
  In addition to the standard deployment, several optional services require extra GPU resources:

  * AI Review & LILT Create and OCR — These optional services require additional GPUs as outlined in the resource table above.
  * Uzbek and Chechen Language Support — Provided through the neural v4.0 pipeline in rayman (which replaces the former dedicated Emma model). When enabled, it requires one additional L4 or A10 GPU with at least 24GB VRAM; when disabled, rayman runs on a single GPU.
  * ASR (Automatic Speech Recognition) — GPU-accelerated ASR requires one additional T4 GPU with 16 GB VRAM. By default, it runs on CPU.
</Note>