Secret Score™ Evaluation Methodology
We do not publish black-box ratings. Learn how our 8-dimension mathematical model evaluates AI business opportunities for builders.
Weighted Multi-Factor Scoring Equation
Secret Score = (20% × Growth) + (15% × Demand) + (15% × SEO) + (15% × Buildability) + (15% × LowCompetition) + (10% × Monetization) + (5% × Defensibility) + (5% × Timing)
The 8 Rating Dimensions Explained
1. Growth Momentum (20%)
Measures 30-day and 90-day web traffic growth rates using direct analytics & DataForSEO keyword trends. High-momentum growth indicates immediate market pull.
2. Demand Intensity (15%)
Powered by Google Ads official search volume data. Evaluates whether the underlying intent is a urgent problem solver rather than passive casual browsing.
3. SEO Opportunity (15%)
Evaluates Keyword Difficulty (KD <= 30) and organic traffic ratio. Low KD means an indie hacker can quickly rank on Google Page 1 without massive link building budgets.
4. Buildability (MVP) (15%)
Assesses technical feasibility. Products using ready-to-use API endpoints (e.g. Replicate FLUX, Gemini 1.5 Pro, ElevenLabs) receive top scores for 2-5 day delivery times.
5. Low Competition Gap (15%)
Analyzes incumbent domain age and brand dominance. Markets with domain ages < 12 months score higher because incumbents have not established defensible SEO moats.
6. Monetization Clarity (10%)
Evaluates credit-topup and subscription pricing models ($9 - $29/mo) with estimated gross margins exceeding 85% after API compute costs.
7. Defensibility Moat (5%)
Penalizes products vulnerable to native LLM feature updates while rewarding niche workflow integration, proprietary fine-tuning, or deep user data lock-in.
8. Timing & Model Redux (5%)
Measures alignment with new model launch windows (e.g. FLUX.1, Luma Dream Machine, Suno AI) where first-movers capture outsized social and organic distribution.
Data Lineage & Anti-Bias Commitment
All data points feed directly from verified third-party APIs including Google Ads Official Keywords Data, DataForSEO REST API, and Similarweb Traffic Intelligence. We do not accept paid sponsorship to inflate Secret Score™ ratings.
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