AIR
Small-cap discovery scores, never restated
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Ranked lists of under-followed US companies where documented progress is outpacing market attention. AIR rebuilds scores every trading day for ~1,800 companies worth roughly $500M–$15B, from SEC EDGAR filings and end-of-day prices only. Five deterministic perspectives roll into one AIR Score; a language model explains, never scores. On the last day of each month it publishes a point-in-time snapshot — the Paper Trail — that is never restated. Free, no ads, no account needed to browse.
PH · launched Sep 29, 2026 · 2 upvotes (top 26%) · 0 views
Niche: stock and market analysis software · 355 launches, 42 in the last 7 days ▲ +11% · Explore this niche →
Category and tags
- Fintech
- Analytics & BI
- Prosumer
- Not AI
- Commercial product
- Fintech
- Investing
- Artificial Intelligence
Visit website ↗ Source listing ↗
More like this: all 355 launches in stock and market analysis software →
Could you build this?
Partial While the front-end display and daily scoring cron jobs are straightforward, building a robust, non-hallucinating pipeline that ingests and parses thousands of raw SEC EDGAR 10-K/10-Q filings alongside market data requires substantial data engineering.
What it would actually take: A production version needs an automated ingestion engine for SEC EDGAR XBRL and HTML filings, financial data feeds for daily prices, and a deterministic normalization pipeline to extract accurate fundamentals across 1,800+ companies. The stack would likely use Python (e.g., edgar-tools, polars), PostgreSQL/ClickHouse, and automated validation tests to ensure zero restatements or parsing errors.
Competitors
Other products that read as similar to this one : 266 launches clear the similarity bar, closest 8 shown.
Attention rank: #66 of 267 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 320 days after the earliest competitor.
- TickerWhale · ph · 2026-09-21 · 1 upvotes · similarity 0.47
- Greedy Insider 2.0 · ph · 2026-10-29 · 1 upvotes · similarity 0.47
- ColdRead · ph · 2026-10-14 · 1 upvotes · similarity 0.44
- OpenMarketAlerts · ph · 2026-10-21 · 2 upvotes · similarity 0.43
- WarrenLeaks · ph · 2026-10-30 · 2 upvotes · similarity 0.43
- TickerFile · ph · 2026-09-25 · 1 upvotes · similarity 0.43
- TrustScore USA · ph · 2026-10-18 · 1 upvotes · similarity 0.43
- MatterOfStocks · ph · 2026-10-14 · 1 upvotes · similarity 0.42
The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.