Nicheloom

Market intelligence for builders — see what's gaining traction before it's crowded.

AIR

Small-cap discovery scores, never restated

Details

External ID
1263608
Source
PH
Company
—
Product
AIR
Website domain
producthunt.com
Launched
Sept. 29, 2026
Cohort
—
Upvotes
2
Upvotes percentile
0.7405388069275176
Tags
Fintech, Investing, Artificial Intelligence
Fetched at
Sept. 30, 2026, 1:01 a.m.
Updated at
Sept. 30, 2026, 1:01 a.m.

Description

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.

Enrichment

Theme
financial intelligence and trading tools
Vertical
Fintech
Function
Analytics & BI
Audience
Prosumer
AI stance
Not AI
Project type
Commercial product
Normalized one-liner
small-cap stock scoring for investors
Manually corrected
False

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 — 121 launches clear the similarity bar, closest 8 shown.

Attention rank: #19 of 122 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 320 days after the earliest competitor.

Other launches for this product

Same idea, different domain

Nobody's really built a analytics & bi tool for Legal yet.