
Mad Dog Alpha AI
What this SaaS is
Provides AI-powered equity research and analytics for processing, visualizing, and researching financial data.
- AI-powered equity research
- Automated data processing
- Data visualization
- Financial data research
- Regulatory risk niche— Trading / gambling / crypto / medical. One letter from a regulator can shut it down.
Numbers that matter
Tech stack
Score breakdown
How the composite score above splits across seven independent signals. Each axis is graded 0-100. Hover for details.
Payback at the stated margin, asking multiple vs the category median, and profit margin. The heaviest axis: what you pay for what it earns.
Revenue trend over the last ~90 days from our daily snapshots (30-day figure when history is short), capped so one spike can't dominate, minus a penalty for erratic revenue.
Paying customers, revenue scale and traffic (log scales), plus live-site health (reachable pricing page, core pages, maintained site).
AI-disruption risk, organic search presence, recurring B2B revenue; penalties for thin AI wrappers and no-code lock-in.
How turnkey the takeover is: diversity of marketing channels, Merchant-of-Record status, team.
Higher = safer. Business age, breadth of the customer base (concentration risk), recurring vs one-off revenue, known payment provider.
Structured market read across TAM, saturation, 3-year trend, and hype cycle, blended with our category momentum signal.
Market read
- TAMmid
The fintech sector has a significant user base but is not overly expansive for B2C analytics.
- Saturationmature
Many players exist in AI analytics, indicating a mature market with established competitors.
- 3y trendgrowing
Increased interest in AI-driven solutions suggests a growing trend in the last three years.
- AI disruptionvulnerable
The product's reliance on common analytics features makes it vulnerable to disruption by simpler solutions.
- Hype cyclemainstream
AI analytics is widely adopted, placing it in the mainstream phase of the hype cycle.
Run the numbers
Before you make an offer
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