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goalDraftExperimental now

Niche directory to qualified-lead handoff

Makes uneven autonomy visible: AI can research, build, gather permitted data, and draft outreach; humans approve contact and own closing.

Setup capital
$100–500
Monthly cost
$25–200
Setup time
20–40 hours
Weekly effort
10+ hours
First dollar
1–3 months
Sales burden
Human closing

User-selected scenario, not an expected outcome.

AI prepares. A human approves outreach, makes calls, and closes.

Autonomy by business phase

Current level 3/5. Potential level 4/5 in 3–6 months.

1

Validate

AI-assisted

AI researches the niche; the human decides whether evidence is sufficient.

2

Build

AI-executed with approval

AI can plan and build the directory under review.

3

Acquire customers

AI-executed with approval

AI qualifies and drafts outreach, but every contact requires approval.

4

Deliver

AI-assisted

AI prepares the lead packet; a human calls or closes.

5

Collect and operate

Human-led

Humans own contracts, collection, disputes, and ongoing quality.

AI responsibilities

  • Research the niche
  • Plan and build the directory
  • Gather permitted public data
  • Qualify leads
  • Draft outreach and handoff packets

Human responsibilities

  • Approve niche and data rights
  • Approve purchases and deployment
  • Approve every outreach message
  • Call and close
  • Own contracts

Approval gates

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

Explicit approval

Purchase

Approve domain, data, hosting, or tooling spend.

Build
Explicit approval

Deploy

Approve public deployment and rollback plan.

Build
Explicit approval

Publish

Approve listing data, claims, and takedown process before publication.

Build
Explicit approval

Outreach

Approve each recipient and exact message before sending.

Acquire customers
Explicit approval

Call

A human owns every call and closing conversation.

Deliver
Explicit approval

Contract

A human approves terms and signs contracts.

Collect and operate
Runnable goal

Copy the complete asset

/goal

Goal: validate and build one niche directory that ends at a qualified-lead handoff. First research the buyer, supplier, search behavior, alternatives, geographic scope, monetization hypothesis, and reasons the directory may fail. Require at least three independent demand signals and document the right to use every data source.

Create the directory schema, update policy, correction/takedown path, qualification rubric, and a domain shortlist. Wait for approval before any domain, data, hosting, or tool purchase. Build with sample data, then import only permitted public records with source URL, access date, and QA status. Review duplicates, accuracy, and sensitive fields before approving deployment and publication. Qualify leads against explicit criteria and draft individualized outreach, but do not send it. Queue each recipient and exact message for human approval. Produce a handoff packet with evidence, fit, open questions, and suggested call; a human must call, close, contract, and collect. Stop on weak evidence, unclear data rights, poor quality, deliverability risk, or the $500 ceiling.

MILESTONES
1. Validate niche: Three independent signals, failure case, and human go/no-go decision are recorded.
2. Design and build: Schema, rights log, takedown path, sample site, and QA process are complete.
3. Populate and review: Permitted records have sources and pass duplicate/accuracy checks.
4. Qualify and hand off: Approved lead packet reaches a human; AI does not send or close.

COMPLETION CRITERIA
1. Niche decision is evidence-backed
2. Every listing has provenance
3. Deployment/publication approved
4. Every outreach requires approval
5. Closing remains human-led

BUDGET CEILING
$500 USD

EXTERNAL-ACTION GATES
1. Purchase — Explicit approval: Approve domain, data, hosting, or tooling spend.
2. Deploy — Explicit approval: Approve public deployment and rollback plan.
3. Publish — Explicit approval: Approve listing data, claims, and takedown process before publication.
4. Outreach — Explicit approval: Approve each recipient and exact message before sending.
5. Call — Explicit approval: A human owns every call and closing conversation.
6. Contract — Explicit approval: A human approves terms and signs contracts.

STOP CONDITIONS
1. Weak niche evidence
2. Unclear data rights
3. Failed QA
4. Deliverability risk
5. $500 ceiling reached

Evidence record

Projected scenarios never appear here as observed outcomes.

Evidence stateDraft

Reference workflow is complete but has no recorded directory experiment.

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

  • Niche evidence is weak
  • Data rights are unclear
  • Qualified supply is inadequate
  • Deliverability threshold is breached
  • Budget ceiling reached
  • Removal or privacy request
  • Regulated listing
  • Defamation risk
  • Contract dispute

Known failure modes

  • Scraping without rights
  • Low-quality duplicate listings
  • Automated spam
  • Treating leads as closed revenue

Prerequisites and changelog

An operator building a focused directory and lead-generation business. · Validate a niche, build a useful directory, qualify leads, and stop at a controlled human handoff.

Before you start

  • A vertical hypothesis
  • Permission to use listed data
  • A human able to call or close
  • Research
  • Web publishing
  • Data QA
  • Sales qualification

Changelog

  • 1.0.0 · 2026-07-12 — Initial launch workflow and reference autonomy case.