Fundamentals-first stock scoring with plain-English business-quality analysis

Fundamentals-first stock scoring with plain-English business-quality analysis targets a $4.8B = 24M potential paying retail/prosumer investors × $200 ACV total addressable market with medium saturation and a year-over-year growth rate of 10% YoY estimated growth for investment analytics and fintech SaaS driven by retail investing and AI (industry estimates 2023-2025).

Key trends driving demand: Retail investing growth — more individual investors seek research tools, creating demand for paid analytics that reduce decision friction.; Explainable AI adoption — investors increasingly demand transparent model outputs and audit trails, which opens the door for explainability-first products.; Shift from momentum to fundamentals among long-term investors — volatility and meme-driven trading have created a counter-movement toward fundamentals-focused tools.; API and data availability — structured filings, market data, and alternative datasets are easier and cheaper to license, lowering the barrier to build sophisticated analytics..