# Commerce Gym | Training Environments for Commerce Agents

> In development: environments grounded in authorized commercial state and observable outcomes, so teams can evaluate how agents make buying decisions.

*AI-readable version of [Commerce Gym | Training Environments for Commerce Agents](https://www.deeplumen.com/commerce-gym/) · generated by DeepLumen Agentic Page*

We are developing environments grounded in authorized commercial state and observable outcomes, so teams can evaluate how agents make buying decisions.

### What is available?

Products, prices, inventory, policies and permissions.

### What can the agent do?

Compare options and choose supported commercial actions.

### What actually happened?

Completion, failure and observable commercial results.

## Commerce changes while an agent is deciding.

### Changing state

Prices, availability and delivery conditions change. An agent needs to reason against the relevant state.

### Business constraints

Policies, authorization and supported actions determine what an agent can actually do.

### Meaningful outcomes

A plausible answer and a completed commerce task are different observations. Evaluation needs a defined result.

## From merchant context to useful evaluation.

### Merchant context & outcomes

Agentic Page provides the starting point in merchant content, AI discovery and available attribution.

### Structured trajectories

Connect authorized state, supported actions and observable results into defined records.

### Evaluation & training environments

Use these records to calibrate tasks and evaluate agent behavior under commercial constraints.

## Help define the tasks worth measuring.

We welcome discussions about evaluation tasks, environment requirements and authorized data partnerships. Availability and collaboration scope are agreed individually.

## Structured data (JSON-LD)

```json
{
  "@context": "https://schema.org",
  "@graph": [
    {
      "@context": "https://schema.org",
      "@type": "Organization",
      "@id": "https://www.deeplumen.com/#organization",
      "name": "DeepLumen",
      "url": "https://www.deeplumen.com/",
      "inLanguage": "en",
      "logo": {
        "@type": "ImageObject",
        "url": "https://www.deeplumen.com/logo.png",
        "width": 200,
        "height": 200
      },
      "image": "https://www.deeplumen.com/og-image.png",
      "slogan": "The merchant-side layer for agentic commerce",
      "description": "DeepLumen is an agentic commerce platform that helps brands become discoverable, recommendable, and transactable by AI agents.",
      "sameAs": [
        "https://www.linkedin.com/company/deeplumen/",
        "https://x.com/Deeplumen0922"
      ],
      "hasMerchantReturnPolicy": {
        "@type": "MerchantReturnPolicy",
        "@id": "https://www.deeplumen.com/#merchant-return-policy",
        "applicableCountry": "US",
        "merchantReturnLink": "https://www.deeplumen.com/legal/terms/"
      },
      "hasShippingService": {
        "@type": "ShippingService",
        "@id": "https://www.deeplumen.com/#digital-delivery-shipping-service",
        "name": "DeepLumen digital delivery",
        "description": "DeepLumen offers software, SDK, and consultation services that are delivered digitally and do not require physical shipping.",
        "fulfillmentType": "https://schema.org/FulfillmentTypeDelivery",
        "shippingConditions": {
          "@type": "ShippingConditions",
          "shippingDestination": {
            "@type": "DefinedRegion",
            "addressCountry": "US"
          },
          "shippingRate": {
            "@type": "MonetaryAmount",
            "value": 0,
            "currency": "USD"
          }
        }
      },
      "knowsAbout": [
        "Agentic commerce",
        "AI shopping agents",
        "Generative engine optimization",
        "AI search optimization",
        "Product schema",
        "Structured data",
        "llms.txt",
        "AI referral traffic",
        "M2AI"
      ]
    },
    {
      "@context": "https://schema.org",
      "@type": "WebSite",
      "@id": "https://www.deeplumen.com/#website",
      "name": "DeepLumen",
      "url": "https://www.deeplumen.com/",
      "inLanguage": "en"
    },
    {
      "@context": "https://schema.org",
      "@type": "BreadcrumbList",
      "itemListElement": [
        {
          "@type": "ListItem",
          "position": 1,
          "name": "Home",
          "item": "https://www.deeplumen.com/"
        },
        {
          "@type": "ListItem",
          "position": 2,
          "name": "Commerce Gym",
          "item": "https://www.deeplumen.com/commerce-gym/"
        }
      ]
    }
  ]
}
```

```json
{
  "@context": "https://schema.org",
  "@graph": [
    {
      "@type": "WebPage",
      "@id": "https://www.deeplumen.com/commerce-gym/#webpage",
      "url": "https://www.deeplumen.com/commerce-gym/",
      "name": "Commerce Gym | Training Environments for Commerce Agents",
      "description": "In development: environments grounded in authorized commercial state and observable outcomes, so teams can evaluate how agents make buying decisions.",
      "isPartOf": {
        "@id": "https://www.deeplumen.com/#website"
      },
      "about": [
        {
          "@id": "https://www.deeplumen.com/#organization"
        }
      ]
    }
  ]
}
```