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Mad Dog Alpha AI

We provide a cloud-based AI analytics SaaS that helps users process, visualize, and research complex data streams automatically.

Fintech · Founded 2025 · United States

Fintech
AI
Analytics

Visit mdalpha.ai ↗Founder interest ↓

Can you vibecode this?

Yes

Customers pay for AI-generated stock research reports with buy/sell decisions, making this a pure software product.

Build This with Leapd →

The business

Total revenue

$9K+

Verified recently

Monthly revenue

$800+/mo

↓ Declining · 60-day average

Peak month

~$3K

Best single month

Growth

−35%

Early months vs recent

Profit margin

70%

For owners

Own Mad Dog Alpha AI? List it for sale.

Founders read this page looking for a business to build like your $800+/mo one — some would rather buy one that already works. They skip the line, you get a clean exit. $25 one-time, no commission.

Why it works

Value proposition
Turns any stock ticker into a buy/sell decision with targets and confidence.
Problem
Stock research is time-consuming and rarely ends with a clear decision.
Audience
Retail investors who want fast, structured stock analysis.
Business model
Free tier with 2 reports per month; paid plans unlock more reports via Stripe.

Good to know2 free reports/monthFree to startBeta

Can you vibecode this?

Yes

The whole product, with AI coding tools and public APIs.

Moat

Proprietary data

Why people pay Mad Dog Alpha AI

The business shows a public track record of cumulative returns (+22.1%, +10.6% excess) and a model performance history. A fresh copy has no performance record, which is the one thing retail investors check before trusting a buy/sell signal.

Product complexity
Low
A web app that generates structured stock research reports from a ticker input is standard software.
Data
Moderate
Live market data and financial fundamentals require a third-party market data API feed.
Integrations & infrastructure
Low
AI model calls and market data APIs are standard public integrations with customer or platform credentials.
Human operations
Low
Report generation is fully automated; no human fulfillment is involved.
Regulation / hardware
Low
Reports are framed as general market commentary, not personalized advice, keeping regulatory exposure low.

Build this business

Use the build specification below with any AI coding tool, or build it directly with Leapd.

Build This with Leapd →

Leapd builds

Stock research web app with report feed, watchlist and model performance tracker
Subscription billing with a free tier via Stripe
Anthropic connection
A landing page

Leapd runs

Meta ads
LinkedIn and X posts
SEO and AI-search visibility
A daily report of what shipped

Opportunity check

Partly: Proven market: First paying customers
Passes: Proven model: Free tier: 2 reports/month; paid plans for higher report volume, 70% margin
Passes: Proven demand: 2K+ visitors a month
Passes: Buildable: Leapd builds it end to end

build-spec.txt

Build a web app that generates AI-powered stock research reports from a ticker input and sells access via a freemium subscription.

Product:
- User accounts with a personal research library and watchlist
- Ticker input that triggers a full AI-generated report with a buy/sell/wait decision, price target, confidence score and risk summary
- Report feed showing recent reports across all tickers with bullish/bearish/wait labels
- Model performance tracker showing cumulative and excess return of past report decisions
- Opportunity radar surfacing tickers flagged by the model
- Free plan limited to 2 report generations per month

Billing:
- Free tier with 2 reports per month; paid subscription unlocks higher report volume, charged monthly with Stripe.

Integrations:
- Anthropic for AI report generation, connected via API with the customer's own credentials.

Data:
- Live stock market data and financial fundamentals, connected via a market data API.