Private AI fit memory — powered by Cognee

Your taste remembers
what size charts forget.

Mizaaj turns your tags, screenshots, size charts, and try-on notes into a private fit memory — so every shopping decision feels personal.

End-to-end private
You approve every memory
Mizaaj
Private memory loaded
Clerk secured

Ask Mizaaj.

Get fit advice from your saved taste, try-on history, and any item evidence you attach.

Start with the thing you are unsure about.
Ask about size, drape, fabric feel, or what Mizaaj should remember.
Should I size up?Will this match my taste?What should I remember?
Ask what fits your taste… Ask
The problem

Fit is personal. Shopping sites treat it like a chart.

01

Every brand sizes differently

A medium in one label is a large in another. Charts never tell you that.

02

Your try-on feedback disappears

The 'sleeves ran long' realization dies in a group chat and never returns.

03

Reviews are public noise, not your memory

Strangers' bodies, strangers' taste. None of it maps to how you actually wear clothes.

How it works

Three quiet moves.

A capture-first workflow that fits between browsing and buying — never in the way.

Step 01

Attach evidence

Add product screenshots, tags, size charts, labels, and try-on photos while you shop.

Step 02

Ask Mizaaj

Ask about size, drape, comfort, fabric, or whether the item matches your saved taste.

Step 03

Approve memory

Turn only the useful parts of a chat or capture into private memory linked to the right product.

Private memory pipeline

Memory that stays attached to the item.

Mizaaj keeps evidence, extracted facts, approved memories, and answers separate, then uses Cognee to recall the right context when you ask.

Stage 1
Raw evidence
Screenshots, labels, size charts, receipts, try-on photos
Stage 2
Extracted draft
Brand, product, size labels, fabric, fit signals
Stage 3
User approval
You choose what becomes memory
Stage 4
Grounded answer
Mizaaj recalls the relevant product history
Personal taste graph

A quiet map of what feels like you.

Not preferences you set once. Signals Mizaaj learns from every capture and every confirmation.

Brand patterns
How each label's cut treats your frame.
Regional size labels
UK, EU, US, JP — reconciled to you.
Silhouette memory
Boxy, relaxed, tailored — what actually works.
Fabric feel
Weight, stretch, drape, how it moves in wear.
Body fit signals
Shoulder drop, sleeve break, waist gap.
Return reasons
The 'why it went back' pattern you keep repeating.
Preferred drape and comfort
The quiet things you never articulate.
Inside Mizaaj

Four surfaces. One quiet loop.

Ask, Capture, Memory, Profile — the core loop for attaching evidence, asking questions, and saving only what matters.

Ask · workspace
private
Ask Mizaaj.
Get fit advice from your saved taste, try-on history, and any item evidence you attach.
Start with the thing you are unsure about.
Ask about size, drape, fabric feel, or what Mizaaj should remember.
Should I size up?Will this match my taste?What should I remember?
Ask what fits your taste… Ask
Capture · new evidence
private
Capture it now.
Drop a tag photo, a size label, or a try-on shot. Mizaaj extracts the facts before you forget.
Tag
UK L · EUR L
Fabric
98% cotton
Try-on
Front + side
The Bear House — Black T-shirt3 images
Extracting size labels…indexed
Memory · item detail
private
Selected product
The Bear House — Black T-shirt
UK LEUR L
Evidence timeline
Linked conversation
Fresh check after the size-label fix
indexed
Treat this as a calibration buy. Start with UK L. Save what shoulder, chest, and drape actually matched.
Product fact
Labels UK L, EUR L
Size mapping
Bear House → your L
Uncertainty
No try-on saved yet
3 memory cards Evidence used
Profile · fit taste
private
Private to your account
Build your fit taste.
Add the body context and comfort signals Mizaaj should weigh before it answers.
Recall engine
Cognee Cloud
Display name
Sid
Height
Height in cm
Fit signals Mizaaj should remember
shoulder tightnesschest clingstomach clingsleeves run longfabric feels flimsyprefers relaxed drape
Cognee Cloud · Connected Save profile
Privacy

Only what you approve
becomes memory.

Mizaaj keeps raw evidence, extracted drafts, and confirmed memories separate. Your fit memory stays private, personal, and built around your taste.

Raw evidence
Kept as you captured it. Never shared.
Extracted drafts
AI-parsed facts, held quietly until you decide.
Confirmed memory
Only what you approve enters your taste graph.

Shop with your own memory.

Stop starting from zero every time you buy clothes online.