Niche data refinery what founders report, what it costs, how to start

How Niche data refinery works

1. Pick one niche + one city and track 100 businesses in a sheet
2. Produce 10 outputs (pricing map, competitor gaps, review complaints, hiring signals …)
3. Sell to people already selling into the niche (agencies, consultants)
4. Graduate: report → dashboard → API → MCP → pay-per-lookup

• Cloudflare rails: AI Crawl Control, Pay per Crawl, HTTP 402 payment-required pricing for any resource 1 Marketing claim · grade C (self-reported) · 13 Oct 2026
• Example buyer: A med-spa marketing agency charging clients $5k/month would pay $300–800/month for local market intelligence 1 Marketing claim · grade C (self-reported) · 13 Oct 2026

What founders report earning

Pay figures are what platforms advertise or what workers report, each with its date. They are not typical or guaranteed earnings: yours depend on your skills, hours, location and how much work is available.

What it costs to start

• Pricing to agencies: $300–800/mo per agency client (example) 1 Marketing claim · grade D (unconfirmed) · 13 Oct 2026

How to start

1. Build the sheet manually first to learn what matters
2. Pre-sell a monthly report to 3 agencies

Is it still working in 2026?

Evidence: None No recent case we know of. ? How many founders reported success with this model in the last 12 months. More in the glossary

What to watch

• Manual collection at first
• Keeping data fresh is ongoing work

Lawsuits and complaints are allegations unless a court has ruled. We report their status with dates and sources and update it when it changes.

Where people come from

• DataAnnotation Step 1 · Paid tasks Uses the same skills: research, coding.
• Handshake AI Fellowship Step 1 · Paid tasks Uses the same skills: research, coding.
• Meridial Step 1 · Paid tasks Uses the same skills: research, coding.
• Done-for-you marketing agent systems Step 3 · Service Uses the same skills: sales, coding, data science.
• Mindrift Step 1 · Paid tasks Uses the same skills: coding, research.
• Niche directory website Step 4 · Asset Natural next step The data behind a directory can be sold to businesses in the niche.
• Outlier Step 1 · Paid tasks Uses the same skills: research, coding.
• Local reselling arbitrage with agent alerts Step 2 · Your skill Uses the same skills: sales, research.
• SME Careers Step 1 · Paid tasks Uses the same skills: research, coding.