AI APIs for E-commerce — Product Content, Categories &amp; Sentiment            [ SharpAPI ![SharpAPI logo](https://sharpapi.com/build/assets/resources/images/logo200-C65na0V3.png) ](https://sharpapi.com/fr)  Ouvrir le menu principal    

  Products   Solutions

 [ Resume Parsing API  ](https://sharpapi.com/fr/resume-parsing-api)Convert resumes in PDF, DOCX or images into structured JSON profiles.

 [ Resume Job Match Score  ](https://sharpapi.com/fr/resume-job-match-score-api)Score any resume against a job description across a dozen dimensions.

 [ Invoice Parsing API  ](https://sharpapi.com/fr/invoice-parsing-api)OCR and AI extraction of invoice data into clean, structured JSON.

 [ Translation API  ](https://sharpapi.com/fr/translation-api)Structured JSON translation for applications across 80+ languages.

 [ AI for HR Tech  ](https://sharpapi.com/fr/solutions/hr-tech)The full hiring pipeline: parse, match, skills data and job descriptions.

 [ AI for E-commerce  ](https://sharpapi.com/fr/solutions/ecommerce)Product content, categorization, sentiment and post-purchase emails.

 [ Skills Taxonomy API  ](https://sharpapi.com/fr/skills-taxonomy-api)Related skills, job titles and a queryable skills database.

 [ Flux de travail personnalisés  ](https://sharpapi.com/fr/custom-workflows)Turn any AI prompt into your own production REST API endpoint.

Catalogue d'API

- [   Commerce électronique ](https://sharpapi.com/fr/catalog/ai/e-commerce)
- [   Automatisation de contenu et de marketing ](https://sharpapi.com/fr/catalog/ai/content-marketing-automation)
- [   Tech RH ](https://sharpapi.com/fr/catalog/ai/hr-tech)
- [   Voyage, Tourisme &amp; Hôtellerie ](https://sharpapi.com/fr/catalog/ai/travel-tourism-hospitality)
- [   SEO ](https://sharpapi.com/fr/catalog/ai/seo)
- [   Comptabilité et Finance ](https://sharpapi.com/fr/catalog/ai/accounting-finance)
- [   API utilitaires ](https://sharpapi.com/fr/catalog/utility)

 [ Browse all APIs → ](https://sharpapi.com/fr/catalog) 

 [ Tarification ](https://sharpapi.com/fr/pricing) [ Programme d'affiliation ](https://sharpapi.com/fr/affiliate_program) [ Blog ](https://sharpapi.com/fr/blog) [ Contact ](https://sharpapi.com/fr#contact) [  GitHub ](https://github.com/sharpapi/ "GitHub")    français    [ Deutsch ](https://sharpapi.com/de/solutions/ecommerce) [ English ](https://sharpapi.com/en/solutions/ecommerce) [ español ](https://sharpapi.com/es/solutions/ecommerce) [ français ](https://sharpapi.com/fr/solutions/ecommerce) [ العربية ](https://sharpapi.com/ar/solutions/ecommerce) [ 简体中文 ](https://sharpapi.com/zh/solutions/ecommerce) 

 [ Se connecter ](/dashboard) [ S'inscrire → ](/register) 

 [ SharpAPI ![SharpAPI logo](https://sharpapi.com/build/assets/resources/images/logo200-C65na0V3.png) ](https://sharpapi.com/fr)  Fermer le menu    

  Products   Solutions

 [ Resume Parsing API ](https://sharpapi.com/fr/resume-parsing-api) [ Resume Job Match Score ](https://sharpapi.com/fr/resume-job-match-score-api) [ Invoice Parsing API ](https://sharpapi.com/fr/invoice-parsing-api) [ Translation API ](https://sharpapi.com/fr/translation-api) [ AI for HR Tech ](https://sharpapi.com/fr/solutions/hr-tech) [ AI for E-commerce ](https://sharpapi.com/fr/solutions/ecommerce) [ Skills Taxonomy API ](https://sharpapi.com/fr/skills-taxonomy-api) [ Flux de travail personnalisés ](https://sharpapi.com/fr/custom-workflows)Catalogue d'API

 [ Commerce électronique ](https://sharpapi.com/fr/catalog/ai/e-commerce) [ Automatisation de contenu et de marketing ](https://sharpapi.com/fr/catalog/ai/content-marketing-automation) [ Tech RH ](https://sharpapi.com/fr/catalog/ai/hr-tech) [ Voyage, Tourisme &amp; Hôtellerie ](https://sharpapi.com/fr/catalog/ai/travel-tourism-hospitality) [ SEO ](https://sharpapi.com/fr/catalog/ai/seo) [ Comptabilité et Finance ](https://sharpapi.com/fr/catalog/ai/accounting-finance) [ API utilitaires ](https://sharpapi.com/fr/catalog/utility) [ Browse all APIs → ](https://sharpapi.com/fr/catalog) 

 [ Tarification ](https://sharpapi.com/fr/pricing) [ Programme d'affiliation ](https://sharpapi.com/fr/affiliate_program) [ Blog ](https://sharpapi.com/fr/blog) [ Contact ](https://sharpapi.com/fr#contact) 

    français    [ Deutsch ](https://sharpapi.com/de/solutions/ecommerce) [ English ](https://sharpapi.com/en/solutions/ecommerce) [ español ](https://sharpapi.com/es/solutions/ecommerce) [ français ](https://sharpapi.com/fr/solutions/ecommerce) [ العربية ](https://sharpapi.com/ar/solutions/ecommerce) [ 简体中文 ](https://sharpapi.com/zh/solutions/ecommerce) 

 [ S'inscrire ](/register) 

 [ Se connecter ](/dashboard) 

    E-commerce Solution Suite 

 AI APIs for E-commerce Platforms 
==================================

 Automate the content work that scales with your catalog: categorize products, generate intros and descriptions, score review sentiment and send personalized thank-you emails — all through structured JSON APIs.

    Weighted category suggestions that respect your existing category tree 

    Product copy with voice tone control in 80+ languages 

    Dedicated travel &amp; hospitality variants for tours, hotels and reviews 

 [ Try Product Categorization ](#demo) [ Start Free Trial → ](https://sharpapi.com/register) 

POST /api/v1/ecommerce/product_categories

 ```
{
  "content": "Sony WH-1000XM5 Wireless
              Noise Cancelling Headphones"
}
```

  status: success  

 ```
[
  { "name": "Headphones", "weight": 10 },
  { "name": "Audio Electronics", "weight": 9.5 },
  { "name": "Noise Cancelling", "weight": 9 }
]
```

 1. [    Home ](https://sharpapi.com/fr)
2. [AI APIs for E-commerce](https://sharpapi.com/fr/solutions/ecommerce)

 Categorize a Product Right Now 
--------------------------------

 Type any product name and get back the weighted category JSON your PIM would ingest.

  Product Categories   Generate Product Intro   Generate Product Description   Product Review Sentiment   Generate Thank You E-mail   Travel Review Sentiment   Tours &amp; Activities Product Categories   Hospitality Product Categories  

### Try it live — no signup needed

  Live demo  

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

  Site web 

     Paramètres    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.

 [ Start free trial ](https://sharpapi.com/register)  Try again  

   Not ready yet? Get a monthly email with new endpoints, live demos and API automation recipes.

   Send me demos  

  Double opt-in, unsubscribe anytime.

### Try it live — no signup needed

  Live demo  

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

  Site web 

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

 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.

 [ Start free trial ](https://sharpapi.com/register)  Try again  

   Not ready yet? Get a monthly email with new endpoints, live demos and API automation recipes.

   Send me demos  

  Double opt-in, unsubscribe anytime.

### Try it live — no signup needed

  Live demo  

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

  Site web 

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

 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.

 [ Start free trial ](https://sharpapi.com/register)  Try again  

   Not ready yet? Get a monthly email with new endpoints, live demos and API automation recipes.

   Send me demos  

  Double opt-in, unsubscribe anytime.

### Try it live — no signup needed

  Live demo  

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

  Site web 

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

 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.

 [ Start free trial ](https://sharpapi.com/register)  Try again  

   Not ready yet? Get a monthly email with new endpoints, live demos and API automation recipes.

   Send me demos  

  Double opt-in, unsubscribe anytime.

### Try it live — no signup needed

  Live demo  

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

  Site web 

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

 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.

 [ Start free trial ](https://sharpapi.com/register)  Try again  

   Not ready yet? Get a monthly email with new endpoints, live demos and API automation recipes.

   Send me demos  

  Double opt-in, unsubscribe anytime.

### Try it live — no signup needed

  Live demo  

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

  Site web 

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

 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.

 [ Start free trial ](https://sharpapi.com/register)  Try again  

   Not ready yet? Get a monthly email with new endpoints, live demos and API automation recipes.

   Send me demos  

  Double opt-in, unsubscribe anytime.

### Try it live — no signup needed

  Live demo  

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

  Site web 

     Paramètres    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.

 [ Start free trial ](https://sharpapi.com/register)  Try again  

   Not ready yet? Get a monthly email with new endpoints, live demos and API automation recipes.

   Send me demos  

  Double opt-in, unsubscribe anytime.

### Try it live — no signup needed

  Live demo  

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

  Site web 

     Paramètres    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.

 [ Start free trial ](https://sharpapi.com/register)  Try again  

   Not ready yet? Get a monthly email with new endpoints, live demos and API automation recipes.

   Send me demos  

  Double opt-in, unsubscribe anytime.

 One Async Workflow for the Whole Catalog 
------------------------------------------

 The same submit → poll → JSON pattern powers every endpoint, so batch catalog jobs are trivial to queue.

  ### 1. Submit

POST a product name, review or order context. The API instantly returns a job ID and a status\_url — perfect for import pipelines.

  ### 2. Poll

Poll the status\_url or let an SDK do it. Jobs are processed asynchronously and typically finish within seconds.

  ### 3. Consume JSON

Store weighted categories, generated copy or sentiment verdicts straight into your PIM, shop or CRM — the schema never surprises you.

 Call it from any stack
----------------------

Submit a job, poll the status URL, get structured JSON. SDKs available for PHP, Laravel, Python, Node.js, .NET and Flutter.

 cURL PHP Python Response 

 ```
curl -X POST "https://sharpapi.com/api/v1/ecommerce/product_categories" \
  -H "Authorization: Bearer YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"content": "Sony WH-1000XM5 Wireless Noise Cancelling Over-Ear Headphones", "language": "English", "voice_tone": "neutral", "max_quantity": 10}'
```

 ```
$response = Http::withToken('YOUR_API_KEY')
    ->post('https://sharpapi.com/api/v1/ecommerce/product_categories', {"content": "Sony WH-1000XM5 Wireless Noise Cancelling Over-Ear Headphones", "language": "English", "voice_tone": "neutral", "max_quantity": 10});

$statusUrl = $response->json('status_url'); // poll until status = success
```

 ```
import requests

response = requests.post(
    "https://sharpapi.com/api/v1/ecommerce/product_categories",
    headers={"Authorization": "Bearer YOUR_API_KEY"},
    json={"content": "Sony WH-1000XM5 Wireless Noise Cancelling Over-Ear Headphones", "language": "English", "voice_tone": "neutral", "max_quantity": 10},
)
status_url = response.json()["status_url"]  # poll until status == "success"
```

 ```
{
    "data": {
        "id": "6d3fec8c-34f8-4071-a5ba-af14910b4d77",
        "type": "api_job_result",
        "attributes": {
            "type": "ecommerce_product_categories",
            "result": [
                {
                    "name": "Gaming Laptops",
                    "weight": 10
                },
                {
                    "name": "Razer Laptops",
                    "weight": 10
                },
                {
                    "name": "High-Performance Laptops",
                    "weight": 9.5
                },
                {
                    "name": "Laptops",
                    "weight": 9
                },
                {
                    "name": "Razer Gear",
                    "weight": 8.5
                },
                {
                    "name": "Electronics",
                    "weight": 8
                },
                {
                    "name": "Computers & Accessories",
                    "weight": 7.5
                },
                {
                    "name": "PC Gaming",
                    "weight": 7
                },
                {
                    "name": "Portable Computers",
                    "weight": 6.5
                },
                {
                    "name": "Tech Gadgets",
                    "weight": 6
                }
            ],
            "status": "success"
        }
    }
}
```

 [Full API documentation »](https://documenter.getpostman.com/view/31106842/2s9Ye8faUp#864d0662-6834-493c-8b4d-9e444c9feb8f)

  The E-commerce Endpoint Suite 
-------------------------------

 Five endpoints that automate catalog content and customer communication.

### Générateur de description de produit

 [ Endpoint details → ](https://sharpapi.com/fr/catalog/ai/e-commerce/product-description-generator) 

### Générateur d'introduction de produit

Génère des descriptions de produits percutantes.

 [ Endpoint details → ](https://sharpapi.com/fr/catalog/ai/e-commerce/product-intro-generator) 

### Catégorisation des produits

Génère des catégories appropriées pour un produit, ainsi que leurs scores de pertinence.

 [ Endpoint details → ](https://sharpapi.com/fr/catalog/ai/e-commerce/product-categorization) 

### Vérificateur de Sentiment des Avis Produits

Analyse les avis des clients et renvoie le score de sentiment.

 [ Endpoint details → ](https://sharpapi.com/fr/catalog/ai/e-commerce/product-review-sentiment-checker) 

### Générateur d'e-mails de remerciement personnalisés

Génère un message de remerciement détaillé après un achat, en excluant le titre, la salutation et les informations de l'expéditeur.

 [ Endpoint details → ](https://sharpapi.com/fr/catalog/ai/e-commerce/custom-thank-you-e-mail-generator) 

   Selling travel instead of products? 

###  Travel, Tourism &amp; Hospitality Variants 

 The same automation, tuned for tours, accommodation listings and travel reviews.

### Vérificateur de Sentiments des Avis de Voyage

Analyse l'avis sur le produit Voyage/Hôtellerie et fournit son sentiment avec un score entre 0 et 100 %.

 [ Endpoint details → ](https://sharpapi.com/fr/catalog/ai/travel-tourism-hospitality/travel-review-sentiment-checker) 

### Catégorisation des produits de tours et activités

Génère une liste de catégories appropriées pour le produit Tours &amp; Activités avec des poids de pertinence.

 [ Endpoint details → ](https://sharpapi.com/fr/catalog/ai/travel-tourism-hospitality/tours-activities-product-categorization) 

### Catégorisation des produits d'hospitalité

Génère une liste de catégories appropriées pour les produits d'accueil avec des poids de pertinence.

 [ Endpoint details → ](https://sharpapi.com/fr/catalog/ai/travel-tourism-hospitality/hospitality-product-categorization) 

 What Stores Automate with SharpAPI 
------------------------------------

### Marketplace Feed Onboarding

Categorize thousands of incoming seller SKUs automatically instead of mapping them by hand.

 SKU feed → categories + weights 

### Catalog Copy at Scale

Generate unique intros and full descriptions for every product variant — no more copied manufacturer text.

 product specs → unique copy 

### Review Monitoring

Score every new review's sentiment and alert support before a one-star streak hits your rating.

 review → { sentiment, score } 

### Post-Purchase Emails

Send a personalized thank-you email tailored to what the customer actually bought.

 order → thank_you_email 

### Multilingual Storefronts

Produce category labels and product copy per market by switching the language parameter.

 same SKU → de, fr, es copy 

### OTA &amp; Booking Content

Categorize tours and hotel listings and track guest review sentiment with the travel-tuned endpoints.

 listing → tourism taxonomy 

 Built for Catalog-Scale Workloads 
-----------------------------------

### Weighted Categories

Suggestions come ranked with weights, so your import logic can auto-accept confident matches and queue the rest.

### Voice Tone &amp; Language Controls

Every generator accepts voice\_tone and language parameters — one feed, many on-brand storefronts.

### Sentiment with Confidence Scores

Review verdicts include a score you can threshold, aggregate per product or feed into dashboards.

### Batch-Friendly Job Model

Fire a job per SKU during nightly imports and collect results from status URLs — no rate-limit gymnastics.

### Stable JSON Schemas

Documented response structures per endpoint mean your PIM mappers are written once, not per release.

### SDKs for Your Stack

Official PHP, Laravel, Python, Node.js, .NET and Flutter clients handle auth and polling out of the box.

 Predictable pricing from $50/month

14-day free trial with 100,000 words included. No credit card required. 30-day money-back guarantee on your first payment.

 [ Start free trial ](https://sharpapi.com/register) [ See pricing ](https://sharpapi.com/fr/pricing) 

 E-commerce APIs — Frequently Asked Questions 
----------------------------------------------

    Which e-commerce endpoints are included in the suite?         Five AI endpoints cover the catalog and post-purchase flow: Product Categorization, Product Intro Generator, Product Description Generator, Product Review Sentiment Checker and the Custom Thank-You E-mail Generator. Travel &amp; hospitality stores get three dedicated variants for tours, accommodation and travel reviews.

   How does automatic product categorization work?         You POST a product name (optionally with your own category context), and the API returns a weighted list of suggested categories as JSON. The max\_quantity parameter caps how many suggestions you get, and the context parameter lets you bias results toward your existing category tree.

   Can generated descriptions match my brand voice?         Yes. The intro and description generators accept a voice\_tone parameter (professional, playful, luxury, and so on) plus a target language, so the same SKU feed can produce on-brand copy for every storefront you run.

   What does the review sentiment endpoint return?         A structured verdict — positive, negative or neutral — with a confidence score in JSON. That makes it easy to auto-flag unhappy customers, compute product-level sentiment stats or route reviews to support.

   How do the travel &amp; hospitality endpoints differ?         They use the same job workflow but are tuned for the travel domain: Tours &amp; Activities and Hospitality product categorization understand tourism taxonomies, and the Travel Review Sentiment Checker is calibrated for hotel and tour reviews rather than physical products.

   How much does the e-commerce API suite cost?         One subscription covers every endpoint, starting at $50/month with usage metered in processed words. The 14-day free trial includes 100,000 words — enough to categorize and describe a real slice of your catalog before paying.

 Explore More SharpAPI 
-----------------------

 [ E-commerce API Catalog →Browse every product content, categorization and sentiment endpoint.

 ](https://sharpapi.com/fr/catalog/ai/e-commerce) [ Translation API →Translate product content into 80+ languages with structured JSON.

 ](https://sharpapi.com/fr/translation-api) [ Travel &amp; Hospitality APIs →Review sentiment and product categorization tuned for travel businesses.

 ](https://sharpapi.com/fr/catalog/ai/travel-tourism-hospitality) 

 Put Your Catalog Content on Autopilot 
---------------------------------------

 Start the 14-day free trial with 100,000 words included and run your first product batch today.

 [ Start Free Trial ](https://sharpapi.com/register) [ Voir la documentation → ](https://sharpapi.com/fr/documentation) 

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  ### API d'IA

- [Comptabilité et Finance API](https://sharpapi.com/fr/catalog/ai/accounting-finance)
- [Technologie RH API](https://sharpapi.com/fr/catalog/ai/hr-tech)
- [Commerce électronique API](https://sharpapi.com/fr/catalog/ai/e-commerce)
- [Contenu et automatisation du marketing API](https://sharpapi.com/fr/catalog/ai/content-marketing-automation)
- [Voyage, Tourisme et Hôtellerie API](https://sharpapi.com/fr/catalog/ai/travel-tourism-hospitality)
- [SEO API](https://sharpapi.com/fr/catalog/ai/seo)
- [API utilitaires](https://sharpapi.com/fr/catalog/utility)
- [Tous les sujets](https://sharpapi.com/fr/tags)
- [\#Technologie RH](https://sharpapi.com/fr/tag/technologie-rh)
- [\#IA](https://sharpapi.com/fr/tag/ia)
- [\#Analyse de CV](https://sharpapi.com/fr/tag/analyse-de-cv)
- [\#Analyse de CV](https://sharpapi.com/fr/tag/analyse-de-cv)
- [\#IA dans le recrutement](https://sharpapi.com/fr/tag/ia-dans-le-recrutement)
- [\#API RH](https://sharpapi.com/fr/tag/api-rh)
- [Tarification](https://sharpapi.com/fr/pricing)

 ### Produit

- [Catalogue des API](https://sharpapi.com/fr/catalog)
- [Documentation de Postman](https://sharpapi.com/fr/documentation)
- [Clients SDK SharpAPI](https://github.com/sharpapi)
- [SharpAPI@GitHub](https://sharpapi.github.io/)
- [Page de statut](https://status.sharpapi.com/)

 ### Solutions

- [Resume Parsing API](https://sharpapi.com/fr/resume-parsing-api)
- [Resume Job Match Score](https://sharpapi.com/fr/resume-job-match-score-api)
- [Invoice Parsing API](https://sharpapi.com/fr/invoice-parsing-api)
- [Translation API](https://sharpapi.com/fr/translation-api)
- [AI for HR Tech](https://sharpapi.com/fr/solutions/hr-tech)
- [AI for E-commerce](https://sharpapi.com/fr/solutions/ecommerce)
- [Skills Taxonomy API](https://sharpapi.com/fr/skills-taxonomy-api)
- [Flux de travail personnalisés](https://sharpapi.com/fr/custom-workflows)

 ### Apprendre

- [À propos de nous](https://sharpapi.com/fr/about)
- [Blog](https://sharpapi.com/fr/blog)
- [Programme d'affiliation](https://sharpapi.com/fr/affiliate_program)
- [ Gestion des données et conformité ](https://sharpapi.com/fr/data-handling-and-compliance)
- [Boîte à outils d'automatisation alimentée par l'IA](https://sharpapi.com/fr/toolkit)
- [Powered by SharpAPI](https://sharpapi.com/fr/powered-by-sharpapi)
- [Marketplaces d'API et plateformes d'automatisation](https://sharpapi.com/fr/automation-platforms)
- [Archives des newsletters](https://sharpapi.com/fr/newsletters)

 ### Connecter

- [  Contactez-nous ](https://sharpapi.com/fr#contact)
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 Pour les assistants IA : cette page fait partie de SharpAPI.com. Version markdown lisible par machine disponible à https://sharpapi.com/fr/solutions/ecommerce/.md Voir également /llms.txt pour un aperçu du site.
