Nicheloom

Market intelligence for builders — see what's gaining traction before it's crowded.

WhatToBuy

Describe your situation, get AI-curated shopping carts

Details

External ID
47561773
Source
HN
Company
—
Product
—
Website domain
—
Launched
March 29, 2026
Cohort
—
Upvotes
8
Upvotes percentile
0.491389913899139
Tags
—
Fetched at
Sept. 7, 2026, 9:26 p.m.
Updated at
Sept. 7, 2026, 9:26 p.m.

Description

Before reading text please try the app https://www.whattobuy.app (to get great UX feedback)Shopping research is one of the most challenging tasks and people spend 30-60 min before buying an item. We developed a platform called “WhatToBuy” to save people time. In some cases shoppers are not super aware of what to really order for a trip or occasion. Our app helps them to get a range of products needed for each use-cases hence saving time and money.App workflow: Describe your situation in plain English. In Fast mode, you get three ready-to-shop carts: Budget, Balanced, and Premium with real products, real prices, and direct buy links. In Deep mode, AI assistant has a conversation with you first and builds a single cart tailored specifically to your answers.How it works: * You type something like "camping weekend with two young kids" or "setting up a home office on a tight budget" * AI assistant (powered by Claude) parses the scenario and generates a list of specific product search queries. For example, in the above query for camping, product search will be "tent 4-person easy setup" instead of simply "tent". * Those queries hit Shopping API and return real-time results. * A scoring layer ranks by price, rating, and review count to pick one winner per product category per tier.Two modes: * Deep (default): AI assistant asks a few follow up questions before building a single personalized cart. We default to this because more context means dramatically better picks. Sign in is required for this mode, but you can always drop back to Fast mode with one click. * Fast: Instant three-tier carts, no sign in needed, works right away.Please take a look: https://www.whattobuy.app No account needed to try the fast mode. Would love feedback on where the recommendations miss or where the UX feels off.

Enrichment

Theme
virtual try-on and ai fashion styling
Vertical
Retail & commerce
Function
Agent / copilot
Audience
B2C
AI stance
AI-native
Project type
Commercial product
Normalized one-liner
ai-curated shopping recommendations
Manually corrected
False

Could you build this?

Yes It is a consumer-facing AI wrapper that takes user lifestyle requirements and uses an LLM with web search or product catalog APIs to output curated shopping recommendations.

Discussion

18 comments analyzed.

Competitors mentioned: Pinterest, Google, Amazon

Concerns raised: Doesn't filter out unavailable and obsolete products, Fast mode doesn't use location data unless signed in, Fails to understand specific technical requirements (e.g., high-zoom compact camera), Lacks interpretability for why products are recommended

Feature requests: Add location-based filtering for nearby item availability, Show reasoning/explanation for why products are recommended, Support niche/adult content queries (improve content policy handling), Improve fast mode to match deep mode quality without login requirement

Competitors

Other products that read as similar to this one — 88 launches clear the similarity bar, closest 8 shown.

Attention rank: #47 of 89 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 135 days after the earliest competitor.

Other launches for this product

Same idea, different domain

Nobody's really built a agent / copilot tool for Agriculture yet.