ConvCopy

AI product descriptions wired for conversions, not just SEO.

Score: 7.8/10MLEasy BuildReady to Spawn
Brand Colors

The Opportunity

Problem

Small ecommerce business owners struggle to write SEO-optimized product descriptions that convert sales while matching their unique brand voice.

Solution

Input product specs, and ConvCopy crafts descriptions using proven sales triggers like urgency, benefits, and storytelling. Integrates light SEO while prioritizing psychological hooks that drive carts. A/B test variants directly in your workflow.

Target Audience

Small ecommerce business owners managing online stores

Differentiator

Conversion-focused psychology engine over pure SEO – measures sales impact.

Brand Voice

supportive

Features

Trigger Library

must-have10h

Select sales psych triggers (scarcity, social proof, etc.)

Benefit Extractor

must-have8h

Auto-converts features to customer benefits

Conversion Generator

must-have12h

Builds desc with hooks + light SEO

Variant Creator

must-have9h

3 A/B versions per gen

Performance Predictor

must-have11h

AI predicts add-to-cart lift

Store Analytics Sync

nice-to-have12h

Connect Shopify for real post-upload metrics

Bulk Processor

nice-to-have8h

Upload product CSV, get filled desc

Voice Adapter

nice-to-have6h

Adapt to brand via 1-2 examples

Total Build Time: 76 hours

Database Schema

users

ColumnTypeNullable
iduuidNo
emailtextNo

Relationships:

  • β€’ one-to-many with generations, stores

generations

ColumnTypeNullable
iduuidNo
user_iduuidNo
product_featurestextNo
descriptiontextNo
conv_scoreintNo

Relationships:

  • β€’ belongs to users

stores

ColumnTypeNullable
iduuidNo
user_iduuidNo
shopify_urltextYes
connected_attimestampYes

Relationships:

  • β€’ belongs to users

API Endpoints

POST
/api/generate-conv

Create conversion-focused desc

πŸ”’ Auth Required
GET
/api/variants/:id

Fetch A/B variants

πŸ”’ Auth Required
POST
/api/stores/connect

OAuth Shopify connect

πŸ”’ Auth Required

Tech Stack

Frontend
Next.js 14 + Tailwind + shadcn/ui
Backend
Next.js + Supabase
Database
Supabase Postgres
Auth
Supabase Auth
Payments
Stripe
Hosting
Vercel
Additional Tools
OpenAIShopify API

Build Timeline

Week 1: Core gen & triggers

22h
  • βœ“ Auth
  • βœ“ Generator MVP

Week 2: Variants & predictor

28h
  • βœ“ A/B
  • βœ“ Scoring

Week 3: Flows & bulk

25h
  • βœ“ Exports
  • βœ“ Dashboard

Week 4: Integrations

20h
  • βœ“ Shopify connect
  • βœ“ Payments
Total Timeline: 4 weeks β€’ 105 hours

Pricing Tiers

Free

$0/mo

No variants

  • βœ“20 gens/mo

Pro

$29/mo
  • βœ“300 gens
  • βœ“Variants
  • βœ“Predictor

Enterprise

$79/mo
  • βœ“Unlimited
  • βœ“Analytics sync
  • βœ“Team seats

Revenue Projections

MonthUsersConversionMRRARR
Month 11801.8%$95$1,140
Month 61,1004.5%$1,494$17,928

Unit Economics

$16
CAC
$340
LTV
4.5%
Churn
91%
Margin
LTV:CAC Ratio: 21.3xExcellent!

Landing Page Copy

Descriptions That Convert – AI Powered by Sales Psychology

Forget SEO alone: Hooks that fill carts. Test, predict, win.

Feature Highlights

βœ“Psych triggers
βœ“Benefit-focused
βœ“A/B ready
βœ“Sales predictor

Social Proof (Placeholders)

"'Doubled conversions!' – Emma, Ecom Pro"

First Three Customers

Shopify partner forum posts with free access; Twitter polls on copy pains + DM responders; $75 ads in FB ecom groups.

Launch Channels

Product Huntr/shopifyTwitter #ecommerceAppSumo

SEO Keywords

conversion product descriptionssales copy AI ecommerceA/B product copy generator

Competitive Analysis

Hypotenuse.ai

hypotenuse.ai
$29+/mo
Strength

Ecom focus

Weakness

SEO heavy, weak psych

Our Advantage

Conv psych + prediction

🏰 Moat Strategy

User metrics data refines predictor; Shopify app lock-in.

⏰ Why Now?

Ecom CRO tools exploding; AI sales copy maturing.

Risks & Mitigation

marketmedium severity

Owners prioritize SEO over conv

Mitigation

Educate via case studies

executionlow severity

Shopify API limits

Mitigation

Fallback manual

Validation Roadmap

pre-build4 days

Survey on conv pains

Success: 70% interest

mvp14 days

Beta with 10 users

Success: Avg 20% conv lift reported

Pivot Options

  • β†’General sales copy
  • β†’Landing page gen
  • β†’Email copy tool

Quick Stats

Build Time
105h
Target MRR (6 mo)
$1,800
Market Size
$400.0M
Features
8
Database Tables
3
API Endpoints
3