“I think I have a round face and want a more structured frame.”
Use the shopper’s own description and merchant-approved styling guidance — not automated face-shape detection.
Shopper-declared face shapeAI-GUIDED EYEWEAR PRODUCT DISCOVERY
Help shoppers move from a broad frame preference to a focused selection based on style, color, lifestyle, measurements, budget, and valid product options. WardrobeIt helps eyewear ecommerce brands guide shoppers through frame discovery, shopper-declared face-shape preferences, product comparison, frame measurement guidance, lens-information questions, catalog-only recommendations, valid color selection, add-to-cart actions, Merchant Portal controls, and Usage and Outcome Analytics.
Translate style, shopper-declared face shape, color preference, lifestyle, frame shape, and budget into relevant merchant catalog options.
Use merchant-provided frame width, bridge, temple, lens, and overall measurements to help shoppers compare valid options.
Answer frame, material, color, lens-compatibility, delivery, return, and product questions from approved merchant information.
01Eyewear Buying Barriers
Eyewear shoppers do not choose frames through category names alone. WardrobeIt uses conversational product discovery to gather style, lifestyle, and measurement context before narrowing the merchant’s catalog.
Use the shopper’s own description and merchant-approved styling guidance — not automated face-shape detection.
Shopper-declared face shapeBuild a small edit from merchant-defined style attributes, material, color, frame shape, price, and availability.
Personal styleAsk how often they will wear it, whether they prefer versatile or distinctive, and which colors it should work with.
Everyday or occasional useCompare merchant-provided frame width, bridge, temple, and lens measurements — guidance, not a fit guarantee.
Measurement guidanceFrom preference to cart — style, measurements, color, and valid variants stay inside the merchant catalog. Eyewear Virtual Try-On remains planned.
From intent to cartRecommend sunglasses using merchant-approved frame, lens, material, size, and use information.
Complete the Look02Eyewear Shopper Intent
WardrobeIt translates requests like “everyday glasses that feel modern” into structured product requirements and searches only the merchant’s approved catalog.
“I want everyday glasses that feel modern but not too bold. I think my face is more oval, I prefer dark green or tortoiseshell, and my budget is below $220.”
How would you describe your face shape, and do you prefer contrast or visual balance? WardrobeIt uses your description — not automated detection.
Do you prefer minimal, classic, modern, vintage-inspired, bold, or designer-led frames?
How often will you wear it, and do you prefer versatile or distinctive?
WardrobeIt narrows products using professional styling, frame shape, color, measurements, material, availability, and price.
The assistant can explain merchant-approved lens choices and frame compatibility — not a prescription or health claim.
Recommendations use merchant-approved frame, lens, material, feature, size, and use information only.
Compare merchant-listed frame width, bridge, temple, and lens measurements without a fit guarantee.
WardrobeIt explains the risk of choosing a measurement-sensitive product without enough recipient information.
03Catalog-Grounded Eyewear Discovery
Eyewear product pages often contain measurements without explaining how those dimensions differ. WardrobeIt brings relevant measurements into the conversation and helps shoppers narrow valid merchant options — without guaranteeing physical fit.
Live eyewear request
Everyday · Modern restrained · Dark green or tortoise · Medium · Below $220
WardrobeIt combines occasion, style, size, color, budget, material, and availability into one explainable recommendation set.
$198
Softer visual direction
$215
Best overall everyday match
$185
Lower-priced option
Why the center product leads
Wedding, work, travel, party, seasonal events.
Minimal, classic, relaxed, premium, modest.
Individual product or complete-look budget.
Variants and merchant-approved composition.
Closest available product from the same catalog.
04Complete the Look
Eyewear customers may shop for daily optical frames, professional styling, sunglasses, fashion-led frames, lightweight comfort, outdoor use, or gifting. WardrobeIt translates that need into the merchant’s own catalog.
Everyday look ready
4 selected products · editable
05Eyewear Confidence Atelier
Two frames may appear similar while differing across width, bridge, temple length, material, color, lens compatibility, price, and availability. WardrobeIt compares merchant-approved facts — not a live eyewear try-on.
WardrobeIt Assistant
Eyewear Virtual Try-On is a planned category capability. Shoppers evaluate frames through imagery, measurements, color variants, and comparison — not a live try-on or fit guarantee.
WardrobeIt should not currently claim Virtual Try-On for eyewear. Until the category is enabled and validated, shoppers use product imagery, measurements, colors, and comparisons.
Product comparison
Compare shape, width, bridge, temple, material, color, price, and availability using approved merchant facts.
Compare top options →
Measurements and variants
Use merchant frame width, bridge, temple, lens measurements, and available colors — not a fit or appearance guarantee.
Compare product details →Available size
Merchant-described: Medium · 136 mm
Product & store Q&A
Materials, measurements, lens compatibility, delivery, and returns stay inside merchant-approved facts — not optical or clinical advice.
Ask about this product →06Inspiration to Cart
WardrobeIt connects frame discovery with measurement review, color selection, alternatives, product questions, cart activity, and the merchant’s native checkout.
This frame is the closest match for preferred shape, medium width, tortoiseshell color, and stated budget.
Best everyday match
Tortoiseshell is currently listed as an available color for this product.
Compare listed width, bridge, temple, material, and lens compatibility with a frame that already fits comfortably.
Frame case
Carry pairing
Aviator Sunglasses
Second pair
If a color or measurement is unavailable, WardrobeIt shows the difference and never silently replaces the selected product.
Delivery and returns appear only from the merchant’s approved shipping options and stated product-exclusion requirements.
Selection ready
Soft Rectangular Acetate · Tortoiseshell · 1 optional accessory
07Merchant Control
A useful eyewear assistant depends on complete measurements, accurate attributes, valid catalog information, approved optical guidance, and measurable shopper activity.
Recommend only connected merchant products, use current variant information, and never recommend competitor, marketplace, or open-web inventory.
Improve discovery through accurate frame shape, color, material, width classification, style direction, lens compatibility, and current variants.
Answer only from current merchant-approved measurements, materials, lens compatibility, care, delivery, and store policies.
Prevent invented UV, polarization, prescription, face-shape detection, guaranteed fit, and unauthorized optical claims.
Review supported recommendations, comparisons, measurement questions, and cart actions without treating observational metrics as causal revenue.
Assistant configuration
Catalog readiness
Review missing measurements, unavailable colors, and incomplete lens or care information.
Visualization
Not live for eyewear · use imagery, measurements, and comparison until the category is enabled
Complete the Look
Recommendations remain catalog-grounded and shopper-editable.
Product Q&A
Materials · care · size guidance · shipping · returns · approved answers
Cart actions
Product · variant · availability · shopper confirmation · native checkout
08Eyewear Shopper Intelligence
Eyewear conversations can reveal the shapes, colors, measurements, lifestyle uses, budgets, and questions that appear across measured shopping journeys.
Review requested frame shapes, colors, measurement questions, compared products, and catalog gaps without treating observational metrics as causal revenue.
products, styles, and colors receiving attention frequent size and fit questions commonly discussed budget ranges
products or variants shoppers could not find recommendation clicks product comparisons
cart additions Merchant outcome signals Faster guided product discovery
Greater shopper confidence from product facts, measurements, colors, and policy information before cart activity.
Higher multi-product cart activity Track when supported coordinated products move into the cart without presenting that activity as guaranteed revenue growth. Better visibility into seasonal demand
Review size-guide visibility, product-specific measurements, and merchant-approved fit notes.
Use the signal to review current availability and the quality of approved alternatives.
Inspect unanswered questions, unavailable variants, imagery, price context, and product-page clarity.
Use observed engagement to review merchandising, while keeping advanced automated recommendations future-labelled.
Measurement note: assisted activity shows that WardrobeIt participated in the recorded journey. It does not prove incremental revenue without an appropriate testing method.
09Complete Eyewear Journey
Every stage keeps eyewear intent, measurements, colors, and cart context connected in one journey.
Intent, budget, and eyewear requirements captured.
Catalog-grounded matches surfaced with reasons.
Relevant merchant products coordinate the purchase.
Q&A, comparison, measurements, and product imagery — eyewear try-on remains planned.
Available width, color, and product configurations.
One product or a supported coordinated selection.
Supported usage activity appears in the portal.
10TURN FRAME PREFERENCES INTO CLEARER PRODUCT DECISIONS
Connect WardrobeIt with your eyewear catalog and approved merchant knowledge to understand shopper preferences, explain frame measurements, compare suitable products, confirm available colors, answer buying questions, and move selected frames toward the cart.
Discover frames by style, lifestyle, and measurements
$215.00 Merchant-set price