WHITEPAPER
v1.0 Beta

Klutt3rbox: ADHD-Friendly Object Management

A Visual Cataloging System for Neurodivergent Brains

TL;DR

Problem: ADHD brains struggle with object permanence. If you can't see it, it doesn't exist.

Solution: Snap a photo. AI catalogs it. Fuzzy search finds it later.

Stack: Flutter + Supabase + GPT-5 Vision

Status: Live Beta @ klut3rbox.vercel.app

The Problem: Executive Dysfunction Meets Physical Reality

ADHD and Object Permanence

  • Out of sight = out of mind: Items in drawers, boxes, closets become invisible
  • Executive dysfunction: Organizing systems are too complex to maintain
  • Decision paralysis: "Where should this go?" becomes a 20-minute crisis
  • Search failure: Remembering exact labels/categories is nearly impossible

Traditional Solutions Fail

Label makers - require upfront organization decisions
Spreadsheets - too much friction to update
Memory - lol
"Just be more organized" - neurotypical advice that ignores brain differences

The Solution: Visual-First, AI-Powered Cataloging

Core Workflow (3 steps, <10 seconds)

1
Snap

Take a photo of the item/drawer/box

2
Tag

AI auto-generates description + searchable tags

3
Find

Fuzzy search retrieves it later ("blue cable thingy")

Key Innovation: Friction Removal

No categories required - just take the photo
AI does the thinking - GPT Vision understands context
Forgiving search - matches intent, not exact words
Visual retrieval - see the photo, remember where it is

Architecture: Built for Speed & Simplicity

Frontend: Flutter (cross-platform, fast iteration)
Backend: Supabase (PostgreSQL + Auth + Storage)
AI: GPT-5 Vision (image understanding + tagging)
Search: PostgreSQL full-text + fuzzy matching

Why These Choices?

Flutter

  • • Single codebase → iOS, Android, Web
  • • Fast development (perfect for ADHD hyperfocus sprints)
  • • Native performance without native complexity

Supabase

  • • PostgreSQL = powerful search capabilities
  • • Real-time sync = instant updates across devices
  • • Row-level security = privacy by default
  • • Free tier = sustainable for indie launch

GPT-5 Vision

  • • Understands context ("red toolbox in garage")
  • • Generates natural language tags
  • • Improves search recall dramatically
  • • Costs pennies per image

UX Decisions: ADHD-Specific Design

Principle: Low Friction Beats Perfection

1. Visual-First Interface

  • • Grid of photos - recognize items at a glance
  • • Minimal text - less cognitive load
  • • Thumbnail previews - fast scanning

2. Forgiving Input

  • • No required fields - just the photo
  • • Optional notes - add context if you want
  • • AI fills gaps - auto-tags from image

3. Smart Search

  • • Typo tolerance - "screwdrivr" works
  • • Synonym matching - "Phillips head" = "crosshead screwdriver"
  • • Partial matches - "blue" finds "light blue cable"
  • • Visual results - see the photo, not just text

4. No Forced Organization

  • • No folders/categories - flat structure reduces decisions
  • • Tags, not hierarchy - multiple ways to find the same item
  • • Search over browse - don't force navigation paths

Use Cases: Real-World Applications

🔧 Tool Management

"I know I have that hex key somewhere..." → Search "hex key" → see photo → drawer 3, left side

📦 Storage Bins

Label says "Holiday Decorations" but photo shows Halloween costumes + random cables. Klutt3rbox knows the truth.

💊 Medical Supplies

"Where did I put the thermometer?" → Search "thermometer" → bathroom cabinet, 2nd shelf

🎨 Craft/Hobby Supplies

Fabric scraps, paint tubes, LEDs, wire... Visual catalog beats vague labels.

📚 Loaned Items

"Did I lend that book to Sarah or Mike?" → Photo + note: "Loaned to Sarah, Dec 2025"

🏠 Home Inventory

Documenting possessions for insurance, emergency prep, or estate planning.

Roadmap: What's Next

Updated Jan 2026

Phase 1: Core Experience

Current
  • Photo capture + upload
  • GPT Vision auto-tagging
  • Fuzzy search
  • Cross-platform (iOS, Android, Web)

Phase 2: Enhanced Intelligence

Q1 2026
  • • Location tracking (rooms, shelves, containers)
  • • Barcode/QR scanning for products
  • • Expiration date tracking (batteries, medicine)
  • • Sharing (family accounts, loaned items)

Phase 3: Ecosystem Integration

Q2 2026
  • • Shopping list generation ("I'm out of AA batteries")
  • • Warranty/receipt storage
  • • Maintenance reminders (tool sharpening, battery replacement)
  • • Home inventory for insurance

Phase 4: Community Features

Q3 2026
  • • Template catalogs (toolbox setups, camping gear)
  • • Public item databases (product info lookup)
  • • Open source self-hosting
  • • API for third-party integrations

Why This Matters: Beyond Personal Use

Neurodivergent Tech Needs More Solutions

  • • ADHD is underserved - most productivity tools assume neurotypical brains
  • • Visual processing is underutilized - text-first design dominates
  • • AI enables accessibility - removes cognitive barriers

Broader Applications

  • • Aging populations - memory support
  • • Small businesses - inventory without enterprise software
  • • Emergency preparedness - know what supplies you have
  • • Estate planning - document possessions for heirs

Traditional organization assumes you'll maintain a system.

Klutt3rbox assumes you won't—and works anyway.

That's the difference between "should work" and "actually works for ADHD brains."

Built in public by Cristopher King

Last Updated: January 2026 • Version: 1.0 Beta