AI Fashion Guided Selling & Size Recommendation Agent
Guides fashion shoppers toward the right products, sizes, outfits, alternatives, and purchase links using occasion, budget, style, fit, color, season, and inventory data.
- Generate data-driven size recommendations to reduce return rates.
- Build complete outfit bundles to increase average order value.
- Audit product catalogs for sizing gaps and return-risk signals.
$10
/moSubscription · cancel anytime
Secure checkout via Stripe
- Always the latest version
- Delivered live to your agent via MCP
- Cancel anytime, access ends at period end
Included in download
- Downloadable skill package
- Works with Compatible with ChatGPT Custom GPTs, ChatGPT Agents
- 2 permissions declared
Sample input
A shopper needs a wedding guest outfit under $250 for early autumn. Customer details: - height: 5'4" - usual size: M - preferred style: elegant - preferred colors: navy, emerald, burgundy - fit preference: comfortable but polished - product links: available - inventory data: available - size chart: available Create a personalized recommendation with: - top product recommendation - recommended size - size confidence - fit reasoning - complete outfit - alternative options - purchase links - return-risk note
Sample output
=== PERSONALIZED FASHION RECOMMENDATION === Shopping goal: Wedding guest outfit Occasion: Early autumn wedding Budget: Under $250 Style preference: Elegant Color preference: Navy, emerald, or burgundy Fit preference: Comfortable but polished Customer height: 5'4" Usual size: M Top recommendation: Emerald midi wrap dress Recommended size: M Size confidence: Medium Why this works: A midi wrap silhouette is a strong wedding guest option because it feels polished without being overly formal. Emerald works well for early autumn, and the wrap shape gives more flexibility around the waist than a rigid fitted dress. Fit reasoning: Based on the shopper’s usual size M and the adjustable wrap silhouette, M is the first size to try. If the fabric has no stretch, if the customer is between sizes, or if more bust coverage is preferred, size L may be the safer choice. Complete outfit: - emerald midi wrap dress - nude or metallic block heels - small gold earrings - structured clutch - lightweight shawl or tailored coat for cooler weather Alternative options: 1. Navy satin midi dress for a more classic evening look. 2. Burgundy A-line dress for a softer romantic style. 3. Emerald pleated dress for a more relaxed fit through the waist and hips. Purchase links: - Emerald midi wrap dress: [product link] - Nude block heels: [product link] - Gold earrings: [product link] - Structured clutch: [product link] Return-risk note: Medium. The recommendation is based on usual size and height, but confidence would improve with bust, waist, hip, and the product’s exact fabric-stretch information. If the item is final sale or non-stretch, recommend confirming measurements before purchase. Next question: Would you like the outfit to feel more classic, romantic, or modern?
AI Fashion Guided Selling & Size Recommendation Agent
Guides fashion shoppers toward the right products, sizes, outfits, alternatives, and purchase links using occasion, budget, style, fit, color, season, and inventory data.
$10
/moSubscription · cancel anytime
Secure checkout via Stripe
- Always the latest version
- Delivered live to your agent via MCP
- Cancel anytime, access ends at period end
Included in download
- Downloadable skill package
- Works with Compatible with ChatGPT Custom GPTs, ChatGPT Agents
- 2 permissions declared
- Instant install
Sample input
A shopper needs a wedding guest outfit under $250 for early autumn. Customer details: - height: 5'4" - usual size: M - preferred style: elegant - preferred colors: navy, emerald, burgundy - fit preference: comfortable but polished - product links: available - inventory data: available - size chart: available Create a personalized recommendation with: - top product recommendation - recommended size - size confidence - fit reasoning - complete outfit - alternative options - purchase links - return-risk note
Sample output
=== PERSONALIZED FASHION RECOMMENDATION === Shopping goal: Wedding guest outfit Occasion: Early autumn wedding Budget: Under $250 Style preference: Elegant Color preference: Navy, emerald, or burgundy Fit preference: Comfortable but polished Customer height: 5'4" Usual size: M Top recommendation: Emerald midi wrap dress Recommended size: M Size confidence: Medium Why this works: A midi wrap silhouette is a strong wedding guest option because it feels polished without being overly formal. Emerald works well for early autumn, and the wrap shape gives more flexibility around the waist than a rigid fitted dress. Fit reasoning: Based on the shopper’s usual size M and the adjustable wrap silhouette, M is the first size to try. If the fabric has no stretch, if the customer is between sizes, or if more bust coverage is preferred, size L may be the safer choice. Complete outfit: - emerald midi wrap dress - nude or metallic block heels - small gold earrings - structured clutch - lightweight shawl or tailored coat for cooler weather Alternative options: 1. Navy satin midi dress for a more classic evening look. 2. Burgundy A-line dress for a softer romantic style. 3. Emerald pleated dress for a more relaxed fit through the waist and hips. Purchase links: - Emerald midi wrap dress: [product link] - Nude block heels: [product link] - Gold earrings: [product link] - Structured clutch: [product link] Return-risk note: Medium. The recommendation is based on usual size and height, but confidence would improve with bust, waist, hip, and the product’s exact fabric-stretch information. If the item is final sale or non-stretch, recommend confirming measurements before purchase. Next question: Would you like the outfit to feel more classic, romantic, or modern?
About This Skill
Fashion AI Sales Advisor & Size Recommendation Agent helps online clothing stores, fashion brands, premium boutiques, Shopify stores, WooCommerce stores, and ecommerce teams guide shoppers toward better purchase decisions. Many fashion shoppers abandon a store because they are unsure which product, size, color, style, or outfit combination to choose. This skill solves that problem by acting like a digital fashion sales advisor and personal stylist. It recommends products based on occasion, budget, height, usual size, optional measurements, preferred fit, style direction, season, color preferences, product data, size charts, fit notes, customer reviews, return-risk signals, and inventory availability. The agent can suggest the best size, explain fit reasoning, provide confidence levels, offer safer alternatives, build complete outfits, recommend shoes and accessories, respect the shopper’s budget, avoid unavailable products, and provide purchase links when product URLs are available. It is especially useful for fashion ecommerce stores, boutique brands, premium clothing shops, Shopify stores, WooCommerce stores, and online retailers that receive many sizing questions, high return rates, and abandoned carts caused by customer indecision. The skill includes guided-selling flows, size recommendation logic, category-specific fit rules, occasion-based styling playbooks, inventory-aware recommendation logic, return-risk reduction, complete outfit building, ecommerce integration fields, QA scorecards, pilot launch planning, ROI formulas, and sales proposal language. It is designed to improve customer confidence, increase conversion rate, raise average order value, reduce sizing support tickets, and lower avoidable size-related returns.
Use Cases
- Generate data-driven size recommendations to reduce return rates.
- Build complete outfit bundles to increase average order value.
- Audit product catalogs for sizing gaps and return-risk signals.
- Create personalized shopping scripts for VIP boutique customers.
Known Limitations
This skill provides fashion styling guidance, product recommendation logic, size recommendation reasoning, outfit-building workflows, return-risk analysis, ecommerce advisor specifications, and implementation planning. It does not guarantee perfect fit, guarantee lower returns, replace a professional tailor, replace human customer support for complex cases, place orders, process payments, or verify live inventory unless connected to approved store systems. Real performance depends on product data quality, size chart accuracy, fit notes, inventory accuracy, customer measurements, brand sizing consistency, product photography, customer expectations, return policy, customer support quality, and ongoing optimization. Size recommendations should always be presented as guidance, not certainty. If product data, size charts, fit notes, or measurements are missing, the agent should clearly state the uncertainty and recommend a safer next step.
How to Install
mkdir -p ~/.claude/skills && curl -sL https://www.agensi.io/api/install/ai-fashion-guided-selling-size-recommendation-agent -o /tmp/ai-fashion-guided-selling-size-recommendation-agent.zip && unzip -o /tmp/ai-fashion-guided-selling-size-recommendation-agent.zip -d ~/.claude/skills && rm /tmp/ai-fashion-guided-selling-size-recommendation-agent.zipFree skills install directly. Paid skills require purchase - use the download button above after buying.
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Permissions
File Scopes
This skill uses file access to read user-provided product catalogs, size charts, fit notes, product descriptions, inventory exports, product URLs, customer reviews, return reason reports, ecommerce support FAQs, brand voice guidelines, styling rules, and analytics summaries. It uses write access to create structured Markdown/text outputs such as fashion guided-selling blueprints, personalized product recommendation logic, size recommendation frameworks, outfit-building rules, return-reduction audits, ecommerce advisor specifications, QA scorecards, Shopify/WooCommerce implementation notes, sales proposals, pilot plans, ROI estimates, and SKILL.md files. Product catalog, inventory, size chart, review, return report, and ecommerce platform access should only be enabled in approved implementation environments with read-only or least-privilege permissions. The default safe setup does not require unrestricted network access, terminal access, environment-variable access, payment access, production write access, customer database write access, automated discounting permissions, or autonomous order placement.
Tags
Compatible with ChatGPT Custom GPTs, ChatGPT Agents, Claude-style workflows, Cursor, Claude Code, Codex CLI, OpenCode, Replit, Shopify planning workflows, WooCommerce workflows, ecommerce product-feed review, boutique styling workflows, fashion customer support, conversion optimization projects, product recommendation workflows, and other AI systems that support structured Markdown instruction files such as SKILL.md. It can also be used manually in any AI chat by pasting the instructions or uploading the SKILL.md file. For live ecommerce use, product recommendations, inventory status, prices, size charts, and purchase links should come from approved store systems or verified product data.