AngleForge

Generate 360° product views and angles from a single photo.

Score: 7.7/10ArgentinaMedium BuildReady to Spawn
Brand Colors

The Opportunity

Problem

Small ecommerce business owners struggle to create professional-quality product photos without expensive equipment or photographers.

Solution

Upload one product image, AI predicts and generates multiple angles, rotations, and variants for complete ecommerce galleries. Eliminates need for multi-shot setups or turntables. Instantly boosts conversion with dynamic photo sets.

Target Audience

Small ecommerce business owners selling physical products online without professional photography setups

Differentiator

Physics-based AI for accurate angle extrapolation, unique for products with complex shapes like clothing/bags.

Brand Voice

professional

Features

Single Photo Upload

must-have5h

AI analyzes shape/depth from one image.

Multi-Angle Generation

must-have25h

Creates 8+ views (front, side, back, 45°).

Variant Creator

must-have18h

Generate color/swatches from original.

Gallery Export

must-have8h

ZIP download or Shopify direct upload.

Edit History & Re-generate

must-have10h

Tweak and re-run AI.

360° Spin GIF

nice-to-have15h

Auto-generate interactive spins.

Bulk Angle Sets

nice-to-have12h

Process 5 products at once.

Template Angles

nice-to-have8h

Pre-sets for shoes, apparel, etc.

Total Build Time: 101 hours

Database Schema

users

ColumnTypeNullable
iduuidNo
emailtextNo
plantextYes
created_attimestampNo

Relationships:

  • one-to-many with galleries

galleries

ColumnTypeNullable
iduuidNo
user_iduuidNo
original_urltextNo
anglesjsonbYes
product_typetextYes
created_attimestampNo

Relationships:

  • foreign key to users.id

subscriptions

ColumnTypeNullable
iduuidNo
user_iduuidNo
stripe_customer_idtextNo
current_period_endtimestampYes

Relationships:

  • foreign key to users.id

API Endpoints

POST
/api/generate-angles

AI multi-angle creation

🔒 Auth Required
GET
/api/galleries

List user galleries

🔒 Auth Required
POST
/api/export

Generate ZIP download

🔒 Auth Required
POST
/api/stripe/webhook

Handle subscription events

Tech Stack

Frontend
Next.js 14 + Tailwind + shadcn/ui + Three.js for previews
Backend
Next.js API
Database
Supabase
Auth
Supabase Auth
Payments
Stripe
Hosting
Vercel
Additional Tools
Replicate/HuggingFace for angle gen AI

Build Timeline

Week 1: Setup & UI

20h
  • Auth
  • Upload UI
  • Dashboard

Week 2: AI MVP

30h
  • Single angle gen
  • Preview

Week 3: Full angles

25h
  • Multi-view
  • Variants

Week 4: Exports & payments

20h
  • ZIP export
  • Stripe

Week 5: Polish

20h
  • GIFs
  • Templates

Week 6: Launch prep

15h
  • Tests
  • SEO
Total Timeline: 6 weeks • 130 hours

Pricing Tiers

Free

$0/mo

Watermark

  • 3 galleries/mo
  • Low-res angles

Pro

$20/mo
  • Unlimited
  • HD
  • Variants

Enterprise

$60/mo
  • All + API, 100+ bulk

Revenue Projections

MonthUsersConversionMRRARR
Month 12501.5%$75$900
Month 61,8003.5%$1,260$15,120

Unit Economics

$10
CAC
$300
LTV
6%
Churn
90%
Margin
LTV:CAC Ratio: 30.0xExcellent!

Landing Page Copy

One Photo to Full Product Gallery

AI creates every angle—save hours on photoshoots.

Feature Highlights

8+ angles auto
Color variants
Shopify-ready
Pro results fast

Social Proof (Placeholders)

"'Doubled my listings overnight.' - Amazon seller"
"'Magic for apparel.' - @fashionstore"

First Three Customers

Target r/etsysellers with demo GIFs; email 20 Shopify stores via Hunter.io; offer free Pro month for reviews.

Launch Channels

Product Huntr/EtsySellersShopify forumsTwitter #ecommerce

SEO Keywords

generate product angles AI360 product views ecommercemulti angle product photossingle photo product galleryshopify 360 images

Competitive Analysis

Pebblely

pebblely.com
$19/mo
Strength

Lifestyle gens

Weakness

No angle prediction

Our Advantage

Angle-specific from single shot

🏰 Moat Strategy

Dataset of product 3D scans for training; network of user-submitted validations.

⏰ Why Now?

Rise of 3D product views on Shopify/Amazon + accessible AI vision models.

Risks & Mitigation

technicalmedium severity

Inaccurate angles for irregular shapes

Mitigation

Product type selectors + manual tweaks

Validation Roadmap

pre-build5 days

Landing page + waitlist

Success: 100 signups

mvp10 days

10 beta testers

Success: 80% NPS >8

Pivot Options

  • 3D model exporter
  • AR product previews
  • Video spin generator

Quick Stats

Build Time
130h
Target MRR (6 mo)
$1,500
Market Size
$400.0M
Features
8
Database Tables
3
API Endpoints
4