Introducing the Product Dossier: Full Drill-Down Analysis for Every Discovered Product
Introducing the Product Dossier: Full Drill-Down Analysis for Every Discovered Product
Release: v0.1.61
The ranked dashboard now has a destination. With v0.1.61 we're shipping the Product Dossier — a dedicated, data-dense page that surfaces the complete analysis for any product the system has discovered and scored. Click any row, and everything you need to evaluate a build opportunity is in one place.
What's on the Dossier Page
The Four Scored Dimensions
Every product is evaluated across four dimensions. The dossier shows the score for each alongside a plain-language explanation of why it scored that way:
| Dimension | What it measures |
|---|---|
| Replicability | How feasible it is to build a comparable product with our stack |
| Market Demand | Review volume and sentiment as a proxy for active user appetite |
| Revenue Potential | Pricing tier signals and estimated market size |
| Competitive Gaps | What negative reviews reveal about unmet needs |
The explanations are generated from the scraped data, so they reflect the actual evidence rather than generic commentary.
Raw Review Samples
The dossier includes representative review excerpts pulled directly from the source directory. These sit alongside the aggregate scores so you can validate the sentiment analysis against real user language and spot nuance that numbers alone can miss.
Pricing Signals
Pricing tier information and market-size indicators — extracted during the scraping run — are presented on the dossier. This feeds directly into the Revenue Potential score and gives you the raw signal to make your own read.
Extracted Feature List
Features identified from the product's directory listing and associated scraped content are listed on the dossier. This is the factual baseline for understanding what the existing product does before deciding what to replicate or improve upon.
Auto-Drafted Mission Statement
The dossier includes an AI-generated mission statement framed around building a replication of this product. It's designed to be copied directly into the SaaS platform as a starting point — edit as needed, or take it as-is.
Suggested Feature List for Replication
A prioritised list of features recommended for a competing build, synthesised from the full analysis. This goes beyond just mirroring the existing product — it incorporates the gap analysis so the suggested list leans into areas where the existing product is weakest.
Competitor Weakness Analysis
The most actionable section of the dossier: a structured breakdown of pain points and gaps drawn from negative reviews. Where users are frustrated with the existing product, that's your opening. The weakness analysis makes those openings explicit.
How to Access It
From the ranked dashboard, click any product row. The dossier opens immediately — no additional steps. Everything described above is on a single page.
What This Enables
The dossier closes the loop between discovery and action. The pipeline finds products, scores them, and ranks them. The dossier takes you from a rank to a brief — mission statement, feature list, weakness analysis — ready to hand off to a build. All from a single click on the dashboard.