For the modern merchandiser

Fashion as a
portfolio business.

Autonomous fashion brands, run by agents that get fashion.

You spot the opportunity and call the shots. Hopit's agents run the rest — trend to design to ad test to manufacturing to catalog. No design studio. No two-hundred-person org.

I — The Thesis
01 — Fashion is a portfolio business

The best merchandisers don't
make art. They run a portfolio.

You already think like an investor — reading demand, placing bets, managing a book of products against a season. What's held you back was never taste. It was the machinery behind every bet.

A brand at scale used to mean a building: designers, buyers, planners, catalog ops, growth marketers. Every hand-off slow, every seat expensive, and most of the judgment in between just pattern-matching against data no one has time to read.

Hopit's agents absorb that machinery. You keep the taste and the calls. The agents take the rest — so a portfolio that used to need two hundred people runs on a team you can count on one hand.

Merchandiser's workbench — moodboard, swatches, and references

From a hunch to a hero product. Every step in between, run by agents.

II — How It Works
02 — Trend to shelf, on one team

Five moves.
One operator.

The whole loop — from a hunch to a listing that sells. Agents do the work; you make the calls.

  1. 01

    Trend

    Spot what's about to sell

    Agents read culture, search, and the market and surface the openings worth a bet — before they hit a weekly report.

  2. 02

    Design

    Generate the options

    A direction becomes ready-to-review designs in hours, not sprints. You pick the keepers; the agents iterate.

  3. 03

    Test

    Prove it with spend

    Concepts go in front of real audiences as ad creative. Conversion decides what's worth making — not opinion.

  4. 04

    Make

    Commit with confidence

    Only winners go to manufacturing, with quantities and timing backed by demand signal instead of gut alone.

  5. 05

    Catalog

    Get found and sell

    Every product lands as a clean, search-ready listing tuned for discoverability, CTR, and organic traffic from day one.

Value timing

The full loop pays off over a season — design, manufacturing, and sales run on an 8–10 week cycle. Discoverability and marketing don't wait: catalog and ad wins land in your first weeks, while the rest of the portfolio loop compounds behind them.

III — The Products
03 — What runs under the loop

One pipeline.
Four products.

Behind every move is one connected system: it reads the market, cleans up your catalog, sharpens your ad spend, and powers search that actually understands fashion. Tap any product to see what it does for you.

01SHIPPED

Commercial Intelligence

Agents track how the market is moving in near real time: what's selling, where, at what price, against which competitor — plus trend signal from the edges of culture. It's the read that tells you which bets are worth placing.

Feeds in
Public catalogs, retail signals, cultural and trend streams.
Flows out
The product, price, and trend signal every other move runs on.
IV — In Production
04 — Outcomes, not features

Measured in revenue,
not features.

What a merchandiser feels in the first season: products that get found, spend that converts, and calls made in days instead of quarters.

+XX% CTR lift on listings after catalog cleanup
X× Faster from idea to a live, sellable listing
−XX% Wasted spend cut by testing before you make
XXdays To your first measurable catalog & marketing win

Placeholder figures — swap in real numbers from your deployments.

V — Under the Hood
05 — The tech that makes it work

Agents that actually
get fashion.

Not general models bolted onto fashion. They're trained on silhouette, fabric, fit, and season — so the work holds up to a merchandiser's eye. And it's already running at scale.

12M+ Products indexed across live deployments
3 Marketplaces running Hopit today
200K /wk Trend signals processed and ranked weekly
~24ms Median search latency at production scale

Aggregated across live deployments. Customer names to follow as permissions land.

Your data stays yours. Models trained on your catalog, sales history, and design assets run on your infrastructure and belong to you. We don't pool client data or train shared models across brands.

VI — Research, Open
06 — Research, open and closed

The infrastructure is open.
The advantage is yours.

Search

MODA

Open · MIT

The first open, end-to-end benchmark for fashion search. Model checkpoints on HuggingFace.

Catalog

MODA NER

Internal

Fashion entity recognition — silhouette, fabric, fit, season — turning messy copy into structured records.

Trend

Fashion Trends

Internal

Trend velocity from cultural signal — what's rising before it hits a weekly report.

We open-source what generalizes — embedding models, retrieval pipelines, agentic frameworks. What's competitive to your catalog stays inside your walls.

07 — Get a demo

See it on
your catalog.

Send us your catalog and we'll show you the discoverability and marketing wins hiding in it — before we ever talk about the full loop. Built for merchandisers who run fashion like a portfolio.