v0.1.16 — Introducing the Ranked Products Dashboard

The main dashboard is now live in v0.1.16. Here is what it does and why it was built this way.

What shipped

A single, data-dense table that lists every analysed proptech product ranked by composite opportunity score. No cards. No summary tiles. Just rows, columns, and scores — everything visible at once.

The table carries ten columns per product:

Product Name and Category for identification
Composite Score — the primary ranking signal, weighted across all four dimensions
Replicability, Market Demand, Revenue Potential, and Competitive Gap — the four sub-scores that feed the composite
Review Count and Crawl Date for source quality signals
Pricing Tier to immediately flag Free vs. Enterprise plays

Why a table, not cards

Cards are good for showcasing one thing at a time. This dashboard exists to compare dozens of products simultaneously. A table lets your eye move across an entire row to read all scores at once, and down a column to compare a single dimension across products. Cards would require clicking in and out of each product to make the same comparison — too slow for a research workflow.

Sorting and filtering

Every column header is a sort trigger. The default is composite score descending so the best opportunities are always at the top, but you can re-sort by any dimension — for example, sort by Competitive Gap descending to find markets where incumbents have the worst reviews, regardless of overall opportunity score.

Two filters (Category and Pricing Tier) and a product name search let you narrow the table before sorting. A common workflow: filter to a category you have domain knowledge in, sort by Replicability, and identify what you could build fastest.

What comes next

From any row, you can click through to the full product dossier — scraped reviews, auto-drafted mission statement, suggested feature list, and competitor weakness analysis. That detail layer was shipped in earlier releases and is now the natural destination after a dashboard scan.

Access is restricted to the internal team. The app opens directly to login — no public page.