AI APIs for E-commerce — Product Content, Categories & Sentiment [ SharpAPI ![SharpAPI logo](https://sharpapi.com/build/assets/resources/images/logo200-C65na0V3.png) ](https://sharpapi.com/zh) 打开主菜单 Products Solutions [ Resume Parsing API ](https://sharpapi.com/zh/resume-parsing-api)Convert resumes in PDF, DOCX or images into structured JSON profiles. [ Resume Job Match Score ](https://sharpapi.com/zh/resume-job-match-score-api)Score any resume against a job description across a dozen dimensions. [ Invoice Parsing API ](https://sharpapi.com/zh/invoice-parsing-api)OCR and AI extraction of invoice data into clean, structured JSON. [ Translation API ](https://sharpapi.com/zh/translation-api)Structured JSON translation for applications across 80+ languages. [ AI for HR Tech ](https://sharpapi.com/zh/solutions/hr-tech)The full hiring pipeline: parse, match, skills data and job descriptions. [ AI for E-commerce ](https://sharpapi.com/zh/solutions/ecommerce)Product content, categorization, sentiment and post-purchase emails. [ Skills Taxonomy API ](https://sharpapi.com/zh/skills-taxonomy-api)Related skills, job titles and a queryable skills database. [ 自定义工作流程 ](https://sharpapi.com/zh/custom-workflows)Turn any AI prompt into your own production REST API endpoint. API 目录 - [ 电子商务 ](https://sharpapi.com/zh/catalog/ai/e-commerce) - [ 内容与营销自动化 ](https://sharpapi.com/zh/catalog/ai/content-marketing-automation) - [ 人力资源技术 ](https://sharpapi.com/zh/catalog/ai/hr-tech) - [ 旅游、旅游业和酒店业 ](https://sharpapi.com/zh/catalog/ai/travel-tourism-hospitality) - [ 搜索引擎优化 ](https://sharpapi.com/zh/catalog/ai/seo) - [ 会计与金融 ](https://sharpapi.com/zh/catalog/ai/accounting-finance) - [ 实用程序 API ](https://sharpapi.com/zh/catalog/utility) [ Browse all APIs → ](https://sharpapi.com/zh/catalog) [ 定价 ](https://sharpapi.com/zh/pricing) [ 联盟计划 ](https://sharpapi.com/zh/affiliate_program) [ 博客 ](https://sharpapi.com/zh/blog) [ 联系 ](https://sharpapi.com/zh#contact) [ GitHub ](https://github.com/sharpapi/ "GitHub") 简体中文 [ 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) [ 登录 ](/dashboard) [ 注册 → ](/register) [ SharpAPI ![SharpAPI logo](https://sharpapi.com/build/assets/resources/images/logo200-C65na0V3.png) ](https://sharpapi.com/zh) 关闭菜单 Products Solutions [ Resume Parsing API ](https://sharpapi.com/zh/resume-parsing-api) [ Resume Job Match Score ](https://sharpapi.com/zh/resume-job-match-score-api) [ Invoice Parsing API ](https://sharpapi.com/zh/invoice-parsing-api) [ Translation API ](https://sharpapi.com/zh/translation-api) [ AI for HR Tech ](https://sharpapi.com/zh/solutions/hr-tech) [ AI for E-commerce ](https://sharpapi.com/zh/solutions/ecommerce) [ Skills Taxonomy API ](https://sharpapi.com/zh/skills-taxonomy-api) [ 自定义工作流程 ](https://sharpapi.com/zh/custom-workflows)API 目录 [ 电子商务 ](https://sharpapi.com/zh/catalog/ai/e-commerce) [ 内容与营销自动化 ](https://sharpapi.com/zh/catalog/ai/content-marketing-automation) [ 人力资源技术 ](https://sharpapi.com/zh/catalog/ai/hr-tech) [ 旅游、旅游业和酒店业 ](https://sharpapi.com/zh/catalog/ai/travel-tourism-hospitality) [ 搜索引擎优化 ](https://sharpapi.com/zh/catalog/ai/seo) [ 会计与金融 ](https://sharpapi.com/zh/catalog/ai/accounting-finance) [ 实用程序 API ](https://sharpapi.com/zh/catalog/utility) [ Browse all APIs → ](https://sharpapi.com/zh/catalog) [ 定价 ](https://sharpapi.com/zh/pricing) [ 联盟计划 ](https://sharpapi.com/zh/affiliate_program) [ 博客 ](https://sharpapi.com/zh/blog) [ 联系 ](https://sharpapi.com/zh#contact) 简体中文 [ 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) [ 注册 ](/register) [ 登录 ](/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 & 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/zh) 2. [AI APIs for E-commerce](https://sharpapi.com/zh/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 & 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. 网站 参数 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. [ 使用您自己的 API 密钥继续 ](https://sharpapi.com/register?from=ecommerce_product_categories) 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. 网站 参数 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. [ 使用您自己的 API 密钥继续 ](https://sharpapi.com/register?from=ecommerce_product_intro) 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. 网站 参数 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. [ 使用您自己的 API 密钥继续 ](https://sharpapi.com/register?from=ecommerce_product_description) 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. 网站 参数 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. [ 使用您自己的 API 密钥继续 ](https://sharpapi.com/register?from=ecommerce_review_sentiment) 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. 网站 参数 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. [ 使用您自己的 API 密钥继续 ](https://sharpapi.com/register?from=ecommerce_thank_you_email) 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. 网站 参数 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. [ 使用您自己的 API 密钥继续 ](https://sharpapi.com/register?from=tth_review_sentiment) 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. 网站 参数 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. [ 使用您自己的 API 密钥继续 ](https://sharpapi.com/register?from=tth_ta_product_categories) 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. 网站 参数 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. [ 使用您自己的 API 密钥继续 ](https://sharpapi.com/register?from=tth_hospitality_product_categories) 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 响应 ``` 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. ### 产品描述生成器 [ Endpoint details → ](https://sharpapi.com/zh/catalog/ai/e-commerce/product-description-generator) ### 产品介绍生成器 生成有影响力的产品描述。 [ Endpoint details → ](https://sharpapi.com/zh/catalog/ai/e-commerce/product-intro-generator) ### 产品分类 为产品生成合适的类别及其相关性评分。 [ Endpoint details → ](https://sharpapi.com/zh/catalog/ai/e-commerce/product-categorization) ### 产品评论情感检查器 分析客户评论并返回情感评分。 [ Endpoint details → ](https://sharpapi.com/zh/catalog/ai/e-commerce/product-review-sentiment-checker) ### 自定义感谢电子邮件生成器 生成详细的感谢信息在购买之后，不包括标题、问候语和发件人信息。 [ Endpoint details → ](https://sharpapi.com/zh/catalog/ai/e-commerce/custom-thank-you-e-mail-generator) Selling travel instead of products? ### Travel, Tourism & Hospitality Variants The same automation, tuned for tours, accommodation listings and travel reviews. ### 旅游评论情感检查器 解析旅游/酒店产品评论，并提供其情感分数在0-100%之间。 [ Endpoint details → ](https://sharpapi.com/zh/catalog/ai/travel-tourism-hospitality/travel-review-sentiment-checker) ### 旅游和活动产品分类 生成适合旅游和活动产品的类别列表，并附上相关性权重。 [ Endpoint details → ](https://sharpapi.com/zh/catalog/ai/travel-tourism-hospitality/tours-activities-product-categorization) ### 酒店产品分类 生成适合款待产品的类别列表，并附有相关权重。 [ Endpoint details → ](https://sharpapi.com/zh/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 & 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 & 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/zh/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 & 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 & hospitality endpoints differ? They use the same job workflow but are tuned for the travel domain: Tours & 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/zh/catalog/ai/e-commerce) [ Translation API →Translate product content into 80+ languages with structured JSON. ](https://sharpapi.com/zh/translation-api) [ Travel & Hospitality APIs →Review sentiment and product categorization tuned for travel businesses. ](https://sharpapi.com/zh/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. 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