Niche Data Refinery

Pick one messy industry vertical, aggregate and clean fragmented public data into structured, agent-readable intelligence sold to agencies and software companies serving that niche.

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01 THE IDEA

The Niche Data Refinery is a business that takes a single vertical (e.g., med spas, roofing, real estate investing, e-commerce) where valuable data is scattered across Google Maps, reviews, job posts, Instagram, pricing pages, and PDFs, and refines it into clean, structured datasets. The output can be local pricing maps, competitor gap reports, hiring signal reports, and monthly market movement summaries — initially delivered as spreadsheets or reports, then evolved into dashboards, APIs, and MCP tools.

The key insight is that the first customer is not the end-business owner but the agencies, consultants, and software companies already selling into that niche. A med spa marketing agency paying $5K/month per client will happily pay $300–$800/month for local market intelligence that helps them close more clients and deliver better results. Over time, the spreadsheet becomes a product: report → dashboard → API → MCP tool → agent-pay-per-lookup.

02 THE NUMBERS

EXPECTED ARR

$60K – $600K

INITIAL INVESTMENT

$3K + 120h

MONTHLY BURN

$800 + 40h

AUTOMATION

6/10

COMPETITORS

7 · GROWING →

SKILLS

web scraping / data engineering, domain knowledge in chosen vertical, B2B sales outreach, data structuring and API design

03 THE VERDICT

This is the most immediately executable of the three ideas with near-zero startup capital, a clear early customer (agencies, not end businesses), and a natural productization path from spreadsheet to SaaS to agent-pay-per-lookup. The moat builds quickly through proprietary data accumulation and vertical-specific structuring that generic tools won't bother doing. Start in one city, one niche, 100 businesses — the constraint is a feature, not a bug.

Verdict: BUILD. Don't have the ~120 hours it takes? Get matched with a vetted builder who does — we review every brief by hand and intro you to up to 3 builders.

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INTROS ONLY — NO FEES, NO ESCROW. THE PROJECT IS YOURS.

ALREADY BUILT — BY THE COMMUNITY

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04 THE FIELD

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