Health Care Product Categorization

The health care vertical represents one of the most critical and carefully regulated product categories in e-commerce, encompassing everything from essential medical supplies and diagnostic equipment to mobility aids, respiratory care devices, and everyday wellness products. With thousands of product types spanning home health care, durable medical equipment, first aid supplies, health monitoring devices, and therapeutic products, accurate categorization is absolutely essential for connecting patients, caregivers, healthcare professionals, and wellness-conscious consumers with the health products they need. Our AI-powered categorization API automatically classifies health care products into the correct taxonomy categories across all major e-commerce platforms, ensuring your products reach the right audience while maintaining compliance with marketplace health product guidelines.

Health care products require exceptionally precise and compliant categorization due to the sensitive nature of medical and wellness products and the regulatory requirements that govern their sale and marketing. A blood pressure monitor requires entirely different taxonomy placement than a pulse oximeter, and a manual wheelchair categorizes completely differently than a mobility scooter or a rollator walker. The distinction between over-the-counter health products and prescription medical devices, consumer wellness products and professional healthcare equipment, and durable medical equipment versus disposable supplies all influence proper categorization and marketplace compliance. Our sophisticated machine learning models understand all these nuances with remarkable precision, having been trained extensively on millions of health product listings across every major marketplace to deliver exceptional classification results for medical supply retailers, home health care providers, pharmacies, and wellness product companies alike.

Whether you're selling blood glucose monitors on Amazon, listing CPAP supplies on Shopify, managing a Google Shopping feed for first aid products, or categorizing mobility equipment for medical supply channels, our API handles the full complexity of health care taxonomy mapping with precision, speed, and reliability. We support automatic classification into Google Product Taxonomy, Amazon Browse Nodes, Shopify Standard Product Taxonomy, and eBay categories, ensuring your health products are properly categorized regardless of product type, brand, or distribution channel. The API recognizes medical device terminology, health monitoring specifications, therapeutic applications, and regulatory indicators to deliver accurate results even for the most specialized health care equipment in your catalog.

Biometric Monitors

Classify blood pressure monitors, pulse oximeters, glucose meters, heart rate monitors, thermometers, and health tracking devices into precise subcategories. Our API recognizes monitoring types, connectivity features, medical grade specifications, and FDA classifications for accurate health device categorization.

Mobility & Accessibility

Categorize wheelchairs, mobility scooters, walkers, rollators, canes, crutches, transfer aids, and accessibility equipment with precision. The API distinguishes between manual and powered mobility devices, pediatric and adult sizes, and indoor versus outdoor ratings for optimal marketplace placement.

Respiratory Care

Automatic classification for CPAP machines, nebulizers, oxygen concentrators, inhalers, respiratory masks, and breathing aids. Our system recognizes device types, therapy applications, power requirements, and accessory categories for comprehensive respiratory product categorization.

First Aid

First aid kits, bandages, wound care supplies, antiseptics, burn care, and emergency medical supplies categorized accurately for consumer, workplace, and professional channels. The API identifies kit types, supply categories, and compliance certifications for proper classification.

Supports & Braces

Knee braces, back supports, wrist splints, ankle braces, compression garments, and orthopedic supports classified with precision. Our models recognize body regions, support levels, conditions treated, and whether products are consumer wellness or medical-grade devices.

Hearing & Therapy

Hearing aids, hearing amplifiers, light therapy lamps, TENS units, physical therapy equipment, and therapeutic devices categorized for appropriate health and wellness categories. The API recognizes therapy types, prescription versus OTC status, and professional versus home use classifications.

Health Care Taxonomy Hierarchy

Health care products follow a detailed and compliance-sensitive hierarchical taxonomy structure across all major e-commerce platforms. Products must be classified from the Tier 2 category of "Health Care" through Tier 3 categories like "Biometric Monitors" or "Mobility & Accessibility" and further into specific Tier 4 subcategories such as "Blood Pressure Monitors," "Wheelchairs," or "CPAP Machines." Understanding this hierarchy is essential for proper product placement, regulatory compliance, and maximum discoverability by patients, caregivers, and healthcare professionals. Our API navigates this complexity automatically, analyzing product descriptions, specifications, and medical terminology to select the most specific and appropriate category path.

The interactive diagram below illustrates how the Health Care category branches into its primary Tier 3 categories, each of which contains specialized Tier 4 subcategories for granular product classification. For example, "Biometric Monitors" branches into Blood Pressure Monitors, Glucose Meters, Pulse Oximeters, and Thermometers. "Mobility & Accessibility" includes Wheelchairs, Walkers, Scooters, and Transfer Aids. Our AI understands the relationships between these categories and selects the most specific applicable classification based on the product's medical function, user population, and regulatory status, ensuring your health products land in precisely the right category for optimal visibility.

Health Care Category Hierarchy (Tier 2 - Tier 3)

Tier 3 Health Care Categories

The following Tier 3 categories represent the primary classification branches within the Health Care vertical. Each category contains multiple Tier 4 and Tier 5 subcategories for detailed product classification that matches how patients, caregivers, and healthcare professionals search for health products online:

Acupuncture
Bed Pans
Biometric Monitor Accessories
Biometric Monitors
Condoms
Conductivity Gels & Lotions
Contraceptive Cases
First Aid
Fitness & Nutrition
Hearing Aids
Incontinence Aids
Light Therapy Lamps

Each Tier 3 category branches into comprehensive subcategory hierarchies. For instance, "Biometric Monitors" includes Blood Pressure Monitors, Glucose Meters, Pulse Oximeters, Heart Rate Monitors, and Smart Scales. "Mobility & Accessibility" contains Manual Wheelchairs, Power Wheelchairs, Mobility Scooters, Walkers, Rollators, and Transfer Equipment. Our API automatically determines the complete category path for your health products based on their specific medical function, specifications, and intended user population.

API Integration for Health Care Products

Integrating health care product categorization into your existing medical supply workflow or health product business is straightforward with our RESTful API. Simply send your product's name, brand, and description, and receive accurate category classifications for Google Shopping, Amazon, Shopify, and eBay instantly. The API supports batch processing for high-volume catalog management and returns confidence scores with each prediction to help health product retailers optimize their listings.

Python
import requests

def categorize_health(product_description, api_key):
    """Categorize health care products across multiple taxonomies"""
    base_url = "https://www.productcategorization.com/api/ecommerce/ecommerce_category6_get.php"

    params = {
        "query": product_description,
        "api_key": api_key,
        "data_type": "google"
    }
    response = requests.get(base_url, params=params)
    return response.json()

# Example: Categorize a blood pressure monitor
result = categorize_health(
    "Omron Platinum Blood Pressure Monitor Upper Arm Cuff Bluetooth Wireless",
    "your_api_key_here"
)
print(f"Category: {result['category']}")
# Output: Health & Beauty > Health Care > Biometric Monitors > Blood Pressure Monitors
JavaScript
async function categorizeHealth(productDescription, apiKey) {
    const baseUrl = 'https://www.productcategorization.com/api/ecommerce/ecommerce_category6_get.php';
    const params = new URLSearchParams({
        query: productDescription,
        api_key: apiKey,
        data_type: 'google'
    });

    const response = await fetch(`${baseUrl}?${params}`);
    return response.json();
}

// Example: Categorize a mobility scooter
categorizeHealth(
    'Pride Mobility Go-Go Elite Traveller 4-Wheel Scooter Electric Portable',
    'your_api_key'
).then(result => {
    console.log('Category:', result.category);
    // Output: Health & Beauty > Health Care > Mobility > Mobility Scooters
});
cURL
curl -X GET "https://www.productcategorization.com/api/ecommerce/ecommerce_category6_get.php" \
  -d "query=ResMed AirSense 11 AutoSet CPAP Machine Auto-Adjusting Pressure Sleep Apnea" \
  -d "api_key=your_api_key_here" \
  -d "data_type=google"

# Response:
# {"category": "Health & Beauty > Health Care > Respiratory Care > CPAP Machines", "confidence": 0.98}
10M+
Products Categorized
99.2%
Accuracy Rate
5,574
Categories Supported
200+
Languages Supported

Try Health Care Categorization

Enter a health care product description below to see our AI classify it across multiple marketplace taxonomies in real-time.

Best Practices for Health Care Categorization

Health care products require specific details and medical industry terminology to achieve optimal categorization accuracy while maintaining marketplace compliance. The following best practices have been developed from categorizing millions of health products across major marketplaces and will help ensure your medical and wellness products are classified correctly.

Specify Product Type and Function
Always clearly indicate the specific product type and its primary health function: blood pressure monitor, pulse oximeter, wheelchair, CPAP machine, knee brace, etc. Include the medical condition or health need the product addresses when appropriate. Specific product type identification is critical for proper categorization in the health vertical where precise classification affects regulatory compliance.
Include Brand and Model Information
Always include the brand name and specific model when available: "Omron Platinum BP5450," "ResMed AirSense 11," "Drive Medical Nitro Euro." Brand recognition helps our AI identify product lines, quality tiers, regulatory status, and appropriate subcategory placement based on the manufacturer's established reputation in medical device categories.
Specify Technical Specifications
Include relevant technical specifications: weight capacity for mobility equipment, cuff size for blood pressure monitors, pressure ranges for CPAP devices, or measurement accuracy for diagnostic equipment. Technical specifications help distinguish between product variants and ensure customers find products suitable for their specific health needs.
Indicate User Population
Specify the intended user population when relevant: pediatric, adult, bariatric, elderly, or professional use. Include size indicators (small, medium, large) or measurements for equipment that varies by user. User population information helps route products to specialized subcategories where target customers search for age-appropriate or size-specific health products.
Distinguish Consumer vs Professional
Indicate whether products are designed for home health care or professional medical settings. Terms like "medical grade," "clinical," "FDA cleared," "professional use," or "hospital quality" signal professional categories. Consumer-focused descriptors like "home use," "portable," "personal," or "OTC" indicate consumer health product categories for proper marketplace placement.
Include Connectivity and Features
For smart health devices, specify connectivity features: Bluetooth, WiFi, app compatibility, or cloud sync capabilities. Include smart features like automatic readings, memory storage, trend tracking, or alert functions. Connected health device features help categorize products appropriately within the growing digital health marketplace segments.

Frequently Asked Questions

What types of health care products can your API categorize?
Our API categorizes the complete range of health care products including biometric monitors (blood pressure monitors, glucose meters, pulse oximeters, thermometers), mobility equipment (wheelchairs, scooters, walkers, canes, transfer aids), respiratory care (CPAP machines, nebulizers, oxygen concentrators), first aid supplies (kits, bandages, wound care), supports and braces (knee braces, back supports, compression garments), hearing aids and amplifiers, physical therapy equipment, incontinence supplies, and home health care products. We support over 5,574 categories across Google, Amazon, Shopify, and eBay taxonomies.
How does the API handle medical device classifications?
Our machine learning models recognize medical device terminology, FDA classification indicators, and regulatory status signals that distinguish between different types of health products. The API identifies consumer wellness products, over-the-counter health devices, durable medical equipment, and professional medical devices based on product descriptions, specifications, and regulatory language. Products are routed to appropriate categories based on their intended use, user population, and regulatory requirements.
Can the API accurately categorize mobility and accessibility equipment?
Yes, we have comprehensive support for mobility and accessibility equipment. This includes manual wheelchairs, power wheelchairs, transport chairs, mobility scooters (3-wheel and 4-wheel), walkers, rollators, canes, crutches, transfer aids, wheelchair accessories, and home accessibility equipment. The API recognizes weight capacities, power sources, portability features, and user-specific requirements to ensure accurate categorization across both consumer and medical supply channels.
How accurate is health care product categorization compared to other verticals?
Health care products achieve 99.2% accuracy in our testing, which is among the highest across all product verticals. This exceptional accuracy stems from health products having distinctive medical terminology, recognized brand names, clear functional descriptions, and standardized specifications that provide strong classification signals. The medical industry's standardized terminology for devices, conditions, and therapeutic applications contributes to reliable classification results.
Does the API support health monitoring and connected health devices?
Yes, our API accurately categorizes the growing category of connected health and smart health monitoring devices. This includes Bluetooth-enabled blood pressure monitors, smart glucose meters, WiFi-connected scales, fitness and health trackers, sleep monitoring devices, and telehealth equipment. Products with connectivity features are classified into appropriate smart health device subcategories while also being recognized for their primary health monitoring function. We support both consumer wellness devices and medical-grade connected health equipment.

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