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Niche evidence and opportunity brief

Researches buyer pain, alternatives, demand signals, and practical offer angles without treating search interest as purchase intent.

Setup capital
$0
Monthly cost
$0–20
Setup time
1–2 hours
Weekly effort
2–5 hours
First dollar
Unknown
Sales burden
None

User-selected scenario, not an expected outcome.

Every consequential external action pauses for explicit human approval.

Autonomy by business phase

Current level 2/5. Potential level 3/5 in 1–3 months.

1

Validate

AI-assisted

AI organizes and challenges evidence; the human decides whether the niche is credible.

2

Build

Human-led

This prompt recommends experiments but does not build a business.

3

Acquire customers

Human-led

No outreach or acquisition is performed.

4

Deliver

AI-assisted

AI produces the decision brief and validation plan.

5

Collect and operate

Human-led

The operator owns the decision and any follow-through.

AI responsibilities

  • Gather cited evidence
  • Separate facts from assumptions
  • Compare offer angles
  • Expose uncertainty

Human responsibilities

  • Supply truthful constraints
  • Judge source quality
  • Choose whether to validate
  • Perform all external research interviews

Approval gates

Approval applies to the exact action once. It is not blanket permission.

Runnable prompt

Copy the complete asset

Create an evidence-backed opportunity brief for the niche I provide. Begin by restating my skills, audience access, budget, time, geographic limits, and excluded industries. Research current buyer pains, existing alternatives, observable demand signals, and willingness-to-pay proxies using dated sources. Cite every market fact and label unsupported ideas as assumptions. Do not invent interviews, customers, revenue, or quotes.

Return: (1) the narrowest credible buyer and job-to-be-done, (2) a pain and alternatives map, (3) five demand signals with source/date, (4) three offer hypotheses with deliverable, likely buyer, and cheapest validation method, (5) the strongest reasons not to enter, (6) the riskiest assumptions, and (7) a seven-day validation plan that requires human approval before any outreach or publication. Score evidence quality, not income potential. Stop and say "insufficient evidence" if fewer than three independent sources support the problem.

REQUIRED INPUTS
1. Niche hypothesis
2. Skills
3. Audience access
4. Time and capital limits
5. Excluded markets

OUTPUT CONTRACT
1. Cited evidence table
2. Buyer and job statement
3. Three offer hypotheses
4. Risks and assumptions
5. Seven-day plan

COMPLETION CRITERIA
1. Every factual claim is sourced or marked as an assumption
2. No revenue is presented as expected
3. The decision can be pursue, refine, or stop

Evidence record

Projected scenarios never appear here as observed outcomes.

Evidence stateDraft

Instruction set is complete but has not completed a recorded workflow test.

Experiment count0 recorded

No model test date recorded

Supported modelOpenAI GPT-5

Catalog baseline; exact version must be recorded at first test

Stop and escalate

  • Fewer than three independent evidence sources
  • Evidence is stale, contradictory, or unrelated to purchasing behavior
  • The niche involves regulated advice
  • Research would require private or personal data

Known failure modes

  • Mistaking keyword volume for willingness to pay
  • Inventing buyer quotes
  • Choosing a niche solely because it is trendy

Prerequisites and changelog

A solo founder or independent operator choosing where to focus. · Turn a vague niche idea into an evidence-backed decision and a small validation plan.

Before you start

  • A niche or audience hypothesis
  • A clear skills and access inventory
  • Source evaluation
  • Basic customer discovery

Changelog

  • 1.0.0 · 2026-07-12Initial launch workflow.