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4. [Hospitality Product Categorization](https://sharpapi.com/en/catalog/ai/travel-tourism-hospitality/hospitality-product-categorization)

  [ Travel, Tourism &amp; Hospitality ](https://sharpapi.com/en/catalog/ai/travel-tourism-hospitality)

  AI-powered API  

 Hospitality Product Categorization 
====================================

 Generates a list of suitable categories for hospitality products with relevance weights. 
------------------------------------------------------------------------------------------

Generates a a list of suitable categories for the Hospitality type product with relevance weights as float value (1.0-10.0) where 10 equals 100%, the highest relevance score.

By providing the product name and its parameters, this API delivers the best category matches possible. It is highly useful for populating product catalogues and processing bulk products efficiently.

Ideal for developers working on travel platforms, hotel booking systems, or hospitality marketplaces. It streamlines the categorization of hospitality products, ensuring accuracy and enhancing searchability. Use cases include categorizing new hotel listings, improving the organization of hospitality offerings, and providing users with relevant category suggestions for a better experience.

The weights are provided as float values (1.0-10.0) where 10 equals 100%, the highest relevance score.

Only the `content` parameter is required.

You can limit the output with the `max_quantity` parameter.

You can set your preferred writing style by providing an optional `voice_tone` parameter. It can be adjectives like `funny` or `joyous`, or even the name of a famous writer.

Within an additional optional parameter `context`, you can provide a list of other categories that will be taken into consideration during the mapping process (for example your current categories).

   [ See the full solution overview, live demo and integration guide » ](https://sharpapi.com/en/solutions/ecommerce)

### Try it live — no signup needed

  Live demo  

 Paste a short text and watch this API process it in real time.

  Website 

     Parameters    Output language  English Spanish German French Polish Italian Portuguese Dutch Chinese Japanese Arabic  

 Max results  

 Voice tone  

 Extra context  

  Run this API      Processing…    Load example   

```

```

 That was a live API response. Get your own API key and 100,000 free trial words — no credit card required.

 [ Continue with your own API key ](https://sharpapi.com/register?from=tth_hospitality_product_categories)  Try again  

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### AI jobs involve two key steps:

1. **Submitting the AI job:** Initiating the process by sending the job request.
2. **Monitoring and receiving results:** Continuously checking the job status and obtaining the final output upon successful completion.

---

### Related SDKs/Libraries

- Laravel 

     [ Hospitality Product Categorization for Laravel   ](https://github.com/sharpapi/laravel-tth-hospitality-product-categories)
- Node.js 

     [ Hospitality Categorization for Node.js   ](https://www.npmjs.com/package/@sharpapi/sharpapi-node-hospitality-categories)
- PHP 

     [ Hospitality Product Categorization for PHP 8 - AI-Powered Travel Classification   ](https://github.com/sharpapi/php-travel-hospitality-categorization)

---

### Implement it with an AI coding agent

 An alternative to the SDKs: copy this prompt into Claude Code, Cursor or Copilot. It holds everything the agent needs to call this endpoint directly over HTTP, including authentication, request format, job polling, rate limits and error handling.

  copied = false, 2000)" class="inline-flex shrink-0 items-center gap-1.5 rounded-lg bg-brand-600 px-3 py-2 text-sm font-semibold text-white hover:bg-brand-700"&gt;   Copy prompt Copied!  

  Show the prompt Hide the prompt  

````
# Implement the SharpAPI "Hospitality Product Categorization" endpoint

You are adding an integration with SharpAPI's Hospitality Product Categorization API to this codebase. This brief is an alternative to the official SharpAPI SDKs (PHP/Laravel, JavaScript/Node, Python, Flutter, .NET): it describes everything needed to call the API directly over HTTP. If the project already uses a SharpAPI SDK, use the SDK instead.

## What it does

Generates a a list of suitable categories for the Hospitality type product with relevance weights as float value (1.0-10.0) where 10 equals 100%, the highest relevance score. By providing the product name and its parameters, this API delivers the best category matches possible. It is highly useful for populating product catalogues and processing bulk products efficiently. Ideal for developers working on travel platforms, hotel booking systems, or hospitality marketplaces. It streamlines the categorization of hospitality products, ensuring accuracy and enhancing searchability. Use cases include categorizing new hotel listings, improving the organization of hospitality offerings, and providing users with relevant category suggestions for a better experience. The weights are provided as float values (1.0-10.0) where 10 equals 100%, the highest relevance score. Only the `content` parameter is required. You can limit the output with the `max_quantity` parameter. You can set your preferred writing style by providing an optional `voice_tone` parameter. It can be adjectives like `funny` or `joyous`, or even the name of a famous writer. Within an additional optional parameter `context`, you can provide a list of other categories that will be taken into consideration during the mapping process (for example your current categories).

## Authentication and base URL

- Base URL: `https://sharpapi.com/api/v1`
- Send `Authorization: Bearer `, `Accept: application/json` and a `User-Agent` that names your app on every request.
- Read the API key from configuration or an environment variable (for example `SHARPAPI_API_KEY`). Never hard-code or commit it. The key is in the SharpAPI dashboard: https://sharpapi.com/dashboard

## Endpoints

### `POST https://sharpapi.com/api/v1/tth/hospitality_product_categories`
Hospitality Product Categories
Request body: `application/json`
- `city` (string), e.g. `Tokyo`
- `content` (string), e.g. `Hotel Crystal 大人専用`
- `country` (string), e.g. `Japan`
- `language` (string), e.g. `English`
Example:

```json
{
    "city": "Tokyo",
    "content": "Hotel Crystal 大人専用",
    "country": "Japan",
    "language": "English"
}
```

### `GET https://sharpapi.com/api/v1/tth/hospitality_product_categories/job/status/{uuid}`
Hospitality Product Categories - Job Results
- path parameter `uuid` (required), string, e.g. `"afb7cc23-23a5-479c-92a9-be983792dabc"`

## Asynchronous job flow

This is an asynchronous AI endpoint. Mirror the official SDK client:

1. POST the request. The API answers `202 Accepted` with `{"job_id": "...", "status_url": "..."}` (the `Location` header holds the same URL).
2. GET `status_url` with the same headers. While `data.attributes.status` is `new` or `pending`, wait the number of seconds in the `Retry-After` header (10 seconds if it is missing) and poll again.
3. Stop when the status is `success` or `failed`. The result is in `data.attributes.result`, already decoded as JSON.
4. A `failed` job is a normal response, not an HTTP error: report it to the caller as a failure.
5. Give up after 180 seconds of polling in total and surface a timeout error.

Run the whole flow in a background job or queue, never inside a web request. SharpAPI can also call your own webhook when a job finishes (Dashboard → Webhooks), which avoids polling.

## Successful job result

```json
{
    "data": {
        "id": "afb7cc23-23a5-479c-92a9-be983792dabc",
        "type": "api_job_result",
        "attributes": {
            "type": "tth_hospitality_product_categories",
            "result": [
                {
                    "name": "Adult Only Hotels",
                    "weight": 10
                },
                {
                    "name": "Luxury Hotels",
                    "weight": 8.5
                },
                {
                    "name": "Boutique Hotels",
                    "weight": 7.5
                }
            ],
            "status": "success"
        }
    }
}
```

## Errors to handle

- `401` 401 Unauthorized: "Unauthorized"
- `402` 402 Payment Required: "You have exceeded your monthly words quota [1694]. Please login to the dashboard and increase number of credits."
- `404` 404 Not Found: "Resource Not Found"
- `422` 422 Unprocessable Content: "The content field is required."
- `429` 429 Too Many Requests: "Too Many Attempts."
- `500` 500 Internal Server Error: "Server Error"
- `503` 503 Service Unavailable: "Service Unavailable"
- `429`: rate limited. Wait the `Retry-After` seconds and retry, at most 3 times.
- `402`: the word quota is used up. Do not retry; tell the user to add credits or upgrade.
- `5xx`: retry later with backoff.

## Implementation rules
- Wrap the calls in one small client or service with a typed method for this endpoint, and map the result to a typed object or DTO.
- Track `X-RateLimit-Limit` and `X-RateLimit-Remaining`. When the remaining count drops to 3 or below, slow down (double the polling interval).
- `GET https://sharpapi.com/api/v1/ping` checks connectivity and `GET https://sharpapi.com/api/v1/quota` returns the remaining words: use them for a health check.
- Write tests with the HTTP layer mocked: success, `pending` then `success`, `failed` job, `422` validation error, `429` retry, and a missing API key.
- Full API reference: https://sharpapi.com/documentation

````

 ![Hospitality Product Categorization](https://sharpapi.com/storage/236/conversions/Travel---Hospitality-Product-Categorization-%28AI%29-full_size.jpg) [     Check API Details Documentation   Check API Details Documentation ](https://documenter.getpostman.com/view/31106842/2s9Ye8faUp#fd53eea9-a5fb-43ee-a451-4cd4024c41ee) 

 [ ![SharpAPI SOC 2 Type II](https://sharpapi.com/build/assets/resources/images/a2zweb-soc2-Cb6pM2no.png) ](https://trust.a2zweb.co/) SharpAPI is now SOC 2 Type II compliant. You can check details at our [ Trust Center Portal. ](https://trust.a2zweb.co/)

 Your data is your data. Learn how we protect it and comply with global privacy standards in our [ Data Handling and Compliance policy ](https://sharpapi.com/en/data-handling-and-compliance).

Step 1. Submit the AI Job request
---------------------------------

**Endpoint:** `POST - /api/v1/tth/hospitality_product_categories`

AttributeTypeMandatoryDescriptioncontentStringYesProvide the content to generate travel product categories.cityStringNoSpecify the city to travel.countryStringNoSpecify the country to travel.languageStringNoSpecify the language of the output, defaults to `English`.max\_quantityNumberNoMaximum number of product categories to generate.voice\_toneStringNoSpecify the voice tone. The default will be `neutral`.contextStringNoThe list of other categories that will be taken into consideration during the mapping process (for example your current categories).---

Request example:

```
{
    "content": "Hotel Crystal 大人専用",
    "city": "Tokyo",
    "country":"Japan",
    "language": "English",
    "max_quantity":10,
    "voice_tone": "neutral",
    "context":null
}

```

---

**RESPONSE EXAMPLE:**

```
{
  "status_url": "https://sharpapi.com/api/v1/content/translate/job/status/5de4887a-0dfd-49b6-8edb-9280e468c210",
  "job_id": "5de4887a-0dfd-49b6-8edb-9280e468c210"
}

```

---

Step 2. Monitor &amp; Fetch AI Job Results
------------------------------------------

An endpoint is used to check on the progress of the requested API job.

---

**RESULT EXAMPLE:**

```
{
  "data": {
    "type": "api_job_result",
    "id": "afb7cc23-23a5-479c-92a9-be983792dabc",
    "attributes": {
      "status": "success",
      "type": "tth_hospitality_product_categories",
      "result": [
        {
          "name": "Adult Only Hotels",
          "weight": 10
        },
        {
          "name": "Luxury Hotels",
          "weight": 8.5
        },
        {
          "name": "Boutique Hotels",
          "weight": 7.5
        },
        {
          "name": "Romantic Getaways",
          "weight": 7
        },
        {
          "name": "City Hotels",
          "weight": 6.5
        },
        {
          "name": "Couples Retreats",
          "weight": 6
        }
      ]
    }
  }
}

```

- Related Keywords:
- [ Travel ](https://sharpapi.com/en/tag/travel)
- [ Hospitality ](https://sharpapi.com/en/tag/hospitality)
- [ Categories ](https://sharpapi.com/en/tag/categories)
- [ Relevance ](https://sharpapi.com/en/tag/relevance)
- [ Catalogues ](https://sharpapi.com/en/tag/catalogues)

###  Other Travel, Tourism &amp; Hospitality APIs 

- [   

     Tours &amp; Activities Product Categorization ](https://sharpapi.com/en/catalog/ai/travel-tourism-hospitality/tours-activities-product-categorization)
- [   

     Travel Review Sentiment Checker ](https://sharpapi.com/en/catalog/ai/travel-tourism-hospitality/travel-review-sentiment-checker)

---

###  Accelerate integration with our official [SDK client packages](https://github.com/sharpapi/): 

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---

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 ](https://sharpapi.com/en/blog/post/sharpapi-introduction-video) 

 Feb 2, 2024 

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###  [  SharpAPI Introduction Video ](https://sharpapi.com/en/blog/post/sharpapi-introduction-video) 

SharpAPI is a powerful AI-powered API, which provides a range of workflow automation endpoints to help improve efficiency across various industries. It has features for E-commerce, Content &amp; Marketing Automation, SEO, HR Tech, and Travel &amp; Hospitality industries.

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 ](https://sharpapi.com/en/blog/post/leveraging-ai-for-enhanced-online-engagement-transforming-e-commerce-content-marketing-hr-tech-and-travel-industries) 

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###  [  Leveraging AI for Enhanced Online Engagement ](https://sharpapi.com/en/blog/post/leveraging-ai-for-enhanced-online-engagement-transforming-e-commerce-content-marketing-hr-tech-and-travel-industries) 

Let’s explore how AI can be leveraged to build scalable solutions for online engagement across various industries seeking to enhance efficiency and productivity through AI-driven workflow automation.

   [ ![10 Ways AI with SharpAPI is Transforming Travel Tech](https://sharpapi.com/storage/1147/conversions/travel-tech-small-preview.jpg)

 ](https://sharpapi.com/en/blog/post/10-ways-ai-with-sharpapi-is-transforming-travel-tech) 

 Nov 3, 2024 

 [ #AI ](https://sharpapi.com/en/blog/tag/ai) [ #Travel APIs ](https://sharpapi.com/en/blog/tag/travel-apis) [ #Travel ](https://sharpapi.com/en/blog/tag/travel) 

###  [  10 Ways AI with SharpAPI is Transforming Travel Tech ](https://sharpapi.com/en/blog/post/10-ways-ai-with-sharpapi-is-transforming-travel-tech) 

In an industry where time zones are crossed faster than you can finish a complimentary in-flight snack, AI has become the quiet co-pilot shaping every corner of travel. Imagine automating itinerary emails, categorizing unique stays, or instantly translating tour descriptions—all while you focus on delivering memorable experiences. SharpAPI brings this vision to life, offering a suite of AI-powered tools that not only simplify operations but add that extra spark to customer interactions, making travel smoother, smarter, and undeniably more exciting.

   [ ![When Laravel/PHP E-commerce App Meets AI](https://sharpapi.com/storage/9/conversions/sharpapi-github-php-bg-preview.jpg)

 ](https://sharpapi.com/en/blog/post/when-laravel-php-e-commerce-app-meets-ai-unleashing-the-power-of-sharpapi-in-10-use-cases) 

 Jan 1, 2024 

 [ #AI ](https://sharpapi.com/en/blog/tag/ai) [ #Resume Parsing ](https://sharpapi.com/en/blog/tag/resume-parsing) [ #AI Resume Parser ](https://sharpapi.com/en/blog/tag/ai-resume-parser) 

###  [  When Laravel/PHP E-commerce App Meets AI ](https://sharpapi.com/en/blog/post/when-laravel-php-e-commerce-app-meets-ai-unleashing-the-power-of-sharpapi-in-10-use-cases) 

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