ShopAI

AI Agent and EvalsIn progressMulti-agent
GitHub

A shopAI that will help you to plan your outfits, suggest online places with top matches and visualize how the combined outfit looks on your body type

Skills: Multi-Agent, AI Design, Eval Design

Chapters

Opportunity

ShopAI ships as an embedded B2B layer inside existing marketplaces, not as a standalone shopping app. The partner keeps the catalog, checkout and customer; ShopAI adds the styling intelligence on top.

PartnerWhy it fitsIntegration point
MyntraBrand-led, higher price points, occasion and wedding wear demandOccasion entry on home, "Style this" on product page
MeeshoValue shoppers, unbranded catalog where trust is the main gap, regional-language usersSocial proof and try-on at cart, vernacular occasion prompts

Why shoppers drop off

Both leaks come from the same root: shoppers cannot judge fit, suitability or value with confidence, so they defer or leave.

Drop-offReasonWhat the shopper is thinkingRoot cause
Discovery (80%)Not finding the right item"Nothing here matches what I have in mind"Keyword search can't express intent like an occasion
Discovery (80%)Wrong size or price"Loved it, but not in my size or budget"Filters applied too late in the journey
Discovery (80%)Long discovery, decision fatigue"I've scrolled 200 items, I'll decide later"Too many options, no curation
Discovery (80%)Churn to competition"Let me check if it's cheaper elsewhere"No confidence this is the best option
Cart (50%)Needs and priorities change"Do I really need this now?"No urgency or occasion anchor
Cart (50%)"Will this look good on me?""It looks great on the model, not sure on me"No way to visualize on own body
Cart (50%)Not right for the occasion"Is this too much for a day function?"No styling guidance or social proof

How ShopAI maps to each drop-off

ShopAI answers each drop-off with one capability, timed to the moment the doubt appears.

10
09 Metrics and Analytics

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10 Experiments

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13. AI Costs

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