Editorial Policy
How MicroNicheBrowser creates, verifies, and maintains content. Our commitment to data accuracy, transparency, and editorial integrity.
MicroNicheBrowser is a data-first product. Every claim we publish is grounded in real signals collected from real platforms. This page explains exactly how we build, verify, and maintain that content so you can use it with confidence.
All content published on MicroNicheBrowser is backed by real data from our proprietary database of 1,550+ analyzed niches spanning 11+ platforms. We never fabricate statistics, invent trend lines, or publish projections unsupported by actual collected data. Every number on this site traces back to a real database query run against real scraped signals.
Blog posts, Market Wire reports, and niche analyses are AI-assisted using Claude (Anthropic). Every piece is grounded in real database queries — not generated from Claude’s training data alone. Statistics, rankings, and niche scores are pulled directly from our PostgreSQL database at publish time and injected into the generation prompt as verified facts.
AI does not decide what is true. AI organizes and communicates what the data says. If the data doesn’t support a claim, the claim doesn’t get published.
Our rating daemon collects signals 24/7 across 11 platforms. Social data is gathered via ScrapeCreators. Keyword research is powered by DataForSEO.
Our 5-dimension scoring model evaluates every niche across Opportunity, Problem Severity, Feasibility, Timing, and Go-to-Market readiness. Scores use continuous log curves calibrated so that only approximately 1% of analyzed niches score 70 or above — the VALIDATED threshold. This deliberate strictness prevents grade inflation and ensures a validated niche genuinely stands out.
If you find an error in our data, scoring, or published content, contact us at [email protected]. We investigate all reports promptly, correct confirmed errors, and note the correction at the bottom of the affected page when the change is material.
Our data and content are updated on a continuous basis, not in periodic batch refreshes:
- Rating daemon scores niches 24/7 — approximately 40 niches per hour
- NightCrawler scrapes fresh social signals nightly (1 AM–7 AM ET)
- Blog posts publish daily at 6 AM ET, grounded in that day's database state
- Market Wire reports publish 3x weekly with current scoring data
- Evidence is refreshed continuously as NightCrawler discovers new posts and threads
- Company
- Amble Media Group LLC
- Location
- Green Valley, MD
- Phone
- 240-549-8018
- [email protected]
See the data yourself
Browse 1,550+ analyzed niches with full scoring breakdowns and live evidence.