Kwality AI — The decision layer for the physical economy
The Problem

Marketing is dialed. Pre-production is chaos.

You've got Shopify, ads, and brand figured out. But behind the scenes? Samples slip. Approvals stall. Nobody realizes until it's air-freight-or-miss-the-drop time.

Style trackinglives in Excel hell
Vendor updatesscattered across WhatsApp & WeChat
Sample statusburied in email threads
Accountability"Who was following up on this?"

This silently burns 6–8% of revenue annually.

Missed launches. Emergency air freight. Extra sampling rounds. Margin erosion you don't see until it's too late.

The Kwality Difference

Not another tool. A layer on top of what you already use.

Kwality doesn't replace your Excel, your email, or your vendor chats.

It sits on top of them — watching, understanding, and flagging.

Think of it as an AI COO who never forgets, never waits too long, and never loses context.

Watches your existing tools — Excel, email, vendor chats
Flags delays before they become expensive
Sends follow-ups when vendors go silent
Escalates decisions early — not after the damage
What Kwality Understands
Production language — natively.
FLUENT
Lab dips, tech packs, bulk approval, ETAs
SMS/fit samples, PP samples, TOP samples
FOB, landed cost, CMT, minimums

Why Now

AI can finally read unstructured data — emails, chats, spreadsheets. This wasn't possible 3 years ago.

What Kwality AI Does

The Follow-Up Layer You're Missing

No tool owns "follow-ups, decisions, and accountability" in pre-production. Until now.

Real-Time Style Tracking

Maintains a single source of truth across all your styles — without manual updates. Pulls from your existing spreadsheets and vendor communications.

"Spring Collection: 18/24 on track, 4 at risk (trim delays), 2 blocked (awaiting approval)"

Delay Detection & Alerts

Detects risk before delays become expensive. Flags when dates slip, approvals stall, or vendors go silent — automatically.

"Lab dip approval pending 6 days — factory needs response by Friday or bulk start pushes 2 weeks."

Catches the problems you'd find out about too late.

Automated Follow-Ups

Sends polite, persistent follow-ups to vendors when they go quiet. Escalates to you when human intervention is needed.

"No response from trim supplier in 5 days. Auto follow-up sent. Escalating to you if no reply by Thursday."

Production Intelligence

Learns your production patterns over time. Identifies which vendors are reliable, which styles always slip, and where your process breaks.

Vendor reliability scores
Approval bottleneck patterns
Seasonal timing insights
Risk prediction by style type
Simple & Non-Invasive

How It Works

Three steps to visibility. Keep using Excel, keep using WhatsApp — just let Kwality watch.

Step 01

Connect What You Already Use

Kwality reads from your existing workflow:

Gmail / Outlook
Google Sheets / Excel
WhatsApp / WeChat exports
Your PLM (if you have one)

No migration. No new workflows.

Step 02

We Learn Your Production

Kwality builds a model of your specific operation — your vendors, your timelines, your approval patterns. Not generic benchmarks.

Every brand operates differently. Kwality learns yours.

Step 03

Get Alerts Before Problems

Real-time monitoring with actionable alerts:

Delay risk detected
Vendor went silent
Approval blocking production
ETA slipped

You decide what to act on.

Human-in-the-Loop by Design

Assistive, not autonomous.

Kwality watches and flags — but you make the calls. Your vendor relationships are too important for runaway AI.

You Control What AI Does

You set the boundaries. Kwality only monitors and alerts within the permissions you grant.

Vendor Comms Need Your OK

Auto follow-ups are polite nudges. Anything with real stakes waits for your approval first.

Full Audit Trail

Complete transparency. Every alert, follow-up, and recommendation is logged for your review.

Signal, Not Noise

Kwality stays quiet when things are on track. You only hear from us when something needs attention.

Activity Log
Mon 09:15ALERT: Lab dip approval pending 5 days
Mon 09:16AUTO: Sent gentle reminder to factory
Wed 14:22RESOLVED: Lab dip approved by design team
Thu 08:45RISK: Trim supplier silent for 4 days
Thu 08:46ESCALATE: Needs your attention

"Vendor relationships are built on trust. AI shouldn't jeopardize that."

That's why you stay in control.

The Hidden Cost

Production surprises aren't random. They're predictable.

"We overbought styles that didn't do as well as we thought and didn't make enough of others that sold through in a week."

— Faherty Brand Founders (79 stores, $250M revenue)
$30K+Avg. Air Freight Costper emergency
2-3 wksTypical Delay Discoverytoo late
15-25%Styles at Riskper season
< 72 hrsRecovery Windowwhen caught early
Who Kwality Is For

Built for DTC apparel operators.

Especially those at $5M–$50M where systems that worked early start breaking — but ERPs feel like overkill.

Founders & CEOs

You built the brand. Now you're stuck pinging factories at 11pm. Get your time back.

COOs & Heads of Ops

You own pre-production but lack visibility. Finally see what's slipping before it's too late.

Production & Supply Chain Leads

You're the one chasing vendors. Let AI handle the follow-ups so you can focus on relationships.

Works With Your Stack

Connects to what you already use.

No new systems to learn. Kwality reads from your existing email, spreadsheets, and vendor chats — and works alongside your current workflow.

Email & Calendar

Gmail, Outlook, Google Calendar

Spreadsheets

Google Sheets, Excel, Airtable

Vendor Comms

WhatsApp, WeChat exports

Read-first architecture.

Kwality reads and recommends — never sends emails or messages without your explicit approval. You stay in control.

Safe by Default
Why This Exists Now

PLMs track data. Kwality tracks what's falling through the cracks.

PLMs & ERPs

Built for data entry & reporting.

Great for structured workflows. But they can't read your emails or chase vendors.

Kwality AI

Built for follow-ups & accountability.

Reads unstructured data. Understands production language. Flags risks early.

Before the sample slips another week.

Before the approval blocks production.

Before you're paying for air freight.

Free Pilot

Let us be your production radar for 30 days.

We'll review your vendor emails, chat exports, and production trackers weekly — and flag what's at risk before it costs you.

Free. No commitment. Just real visibility into your pipeline.

01

Quick Setup Call (15 min)

We learn your production workflow and what to look for. You share access to emails/trackers.

02

Weekly Risk Report

Every week for 30 days, we send you what's at risk, what's stalled, and what needs follow-up.

03

Decide If It's Useful

After 30 days, you tell us if it helped. No pressure. No credit card. We just want your feedback.

Limited to 5 brands this quarter. No payment required.