AI-Native Consumer App Factory

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App Factory

We build, test, and scale AI-native consumer apps at factory speed. 5-day builds. $2K market tests. Kill fast, scale winners.

99%
of consumer apps fail
5 days
our build time per app
$2K
ad test to validate demand
~10%
graduate rate — winners scale fast
Our Model

The Factory Pipeline

Research, build, test, and scale — in weeks, not quarters.

RESEARCHAI deep research
→
SPECAI-native design
→
BUILD5 days
→
LAUNCHSame-day deploy
→
TEST$2K ad spend
→
GO / KILLDay 14 decision
8
apps launched per month
~10%
graduate to scaling phase
$41K
total monthly burn rate
The Build Machine

Production-Grade in 5 Days

Built by parallel AI agents. Every app ships with an embedded AI assistant.

Development Engine
Claude Opus 4.6
Anthropic's most capable coding model
Architecture
Team Agent
6–7 parallel agents per build
Next.js 15
App Router + PWA
Cloud SQL
PostgreSQL 15
Prisma
ORM + Migrations
Firebase Auth
Auth + SSO
Vertex AI
Gemini 2.5 Flash/Pro
Stripe
Billing + Webhooks
Cloud Run
Serverless Deploy
Serwist PWA
Offline + Install

Every App Includes

  • Embedded AI assistant (streaming responses)
  • Stripe subscription (3-tier pricing)
  • PWA with offline support + install prompts
  • Firebase auth (Google, email, anonymous)
  • Mobile-first responsive design

Automated Provisioning

  • Single command: GCP project + DB + DNS + SSL
  • GitHub repo + CI/CD pipeline created
  • Firebase project configured
  • Stripe products + webhooks wired
  • Cold-start elimination (min-instances=1)
First App · Live & Deployed

BookScout

Shazam for Bookshelves

8.1/10
ROAS Score (#1 of 425)
<12s
Full pipeline latency
$0.005
Cost per scan
See Full Showcase →
Unit Economics

Near-Zero Variable Costs. Only Marketing Matters.

85–90% gross margins. The entire business question reduces to one thing: ROAS.

~$0.02
AI cost per interaction (Gemini)
~$35–65
Hosting per app per month (Cloud Run)
85–90%
Gross margin on every subscription

The ROAS Equation

ROAS = Revenue from Ads / Ad Spend
<70%
Kill
70%
Optimize
100%+
Scale

At $4.99/mo with 8-month avg lifetime: LTV = $39.92

The Ask

$500K Seed Round

~12 months runway at $41K/month burn.
Path to profitability by Month 6–8.

Use of Funds

Team — $264K
Ads — $192K
Infra & Tools — $36K

Path to Profitability

Month 3
First graduated apps generating revenue
Month 6
Portfolio revenue covers ad spend
Month 8
Revenue offsets full burn rate

Eugene Lisovskiy

eugene@levelupbasket.com

levelupbasket.com