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Founder content and audience loop

Drafts content from a founder-owned corpus, gates every publication, and learns only from observed audience response.

Setup capital
Under $100
Monthly cost
$0–100
Setup time
3–6 hours
Weekly effort
5–10 hours
First dollar
1–3 months
Sales burden
Marketplace/async

User-selected scenario, not an expected outcome.

Every consequential external action pauses for explicit human approval.

Autonomy by business phase

Current level 3/5. Potential level 4/5 in 1–3 months.

1

Validate

AI-assisted

AI finds themes in approved founder material.

2

Build

AI-executed with approval

AI drafts variants; the founder approves voice and facts.

3

Acquire customers

AI-executed with approval

Every post and reply requires human approval.

4

Deliver

AI-assisted

AI organizes the content asset and response brief.

5

Collect and operate

Human-led

The founder owns audience relationships and monetization decisions.

AI responsibilities

  • Mine source material
  • Draft variants
  • Flag factual claims
  • Summarize observed metrics

Human responsibilities

  • Own the ideas
  • Verify claims and voice
  • Approve publication and replies
  • Handle sponsors and audience relationships

Approval gates

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

Explicit approval

Publish

Approve the exact post, platform, timing, and any reply before publication.

Acquire customers
Explicit approval

Contract

Approve sponsor, affiliate, or endorsement terms and disclosures.

Collect and operate
Runnable loop

Copy the complete asset

SETUP: Provide only founder-owned or licensed notes, transcripts, examples, and product facts. Define audience, three content pillars, voice constraints, banned claims, disclosure rules, weekly capacity, and a metrics ledger. Do not publish anything automatically.

EACH CYCLE: (1) Select one useful idea from the approved corpus. (2) Preserve the founder's actual reasoning and flag every factual or experiential claim for verification. (3) Draft three platform-appropriate versions with a clear lesson, concrete example, and honest next step. (4) Run voice, source, confidentiality, rights, and claim checks. (5) Queue the exact post for human approval; the human chooses whether and where to publish. (6) Draft replies only when asked and require approval for each. (7) Record actual impressions, saves, replies, qualified conversations, and revenue only from platform or human-supplied data. (8) Update topics and format from observed signals, not invented performance.

STOP on unverifiable claims, unclear rights, confidentiality risk, unsustainable cadence, or the declared negative-response threshold. ESCALATE legal, reputational, regulated, sponsor, affiliate, and endorsement questions.

SETUP
1. Approved corpus
2. Audience and pillars
3. Voice and claims rules
4. Cadence
5. Metrics ledger

RECURRING CYCLE
1. Select source idea
2. Draft three variants
3. Fact and rights check
4. Wait for publication approval
5. Record observed response
6. Update queue

STATE TRACKING
1. Source item
2. Claim status
3. Draft
4. Platform
5. Approval
6. Published URL supplied by human
7. Observed metrics
8. Next action

APPROVAL POINTS
1. Publish — Explicit approval: Approve the exact post, platform, timing, and any reply before publication.
2. Contract — Explicit approval: Approve sponsor, affiliate, or endorsement terms and disclosures.

STOP CONDITIONS
1. Unverifiable claim
2. Rights/confidentiality issue
3. Capacity or negative-signal threshold exceeded

ESCALATION RULES
1. Escalate legal and reputational claims
2. Escalate sponsor and endorsement disclosures

Evidence record

Projected scenarios never appear here as observed outcomes.

Evidence stateDraft

Content loop is complete but has no recorded publishing cycles.

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

  • A material claim cannot be verified
  • Rights or confidentiality are unclear
  • Cadence exceeds capacity
  • Negative response crosses the chosen threshold
  • Defamation or reputational risk
  • Sponsor disclosure
  • Legal or regulated claim

Known failure modes

  • Generic AI voice
  • Invented founder experience
  • Engagement presented as revenue
  • Publishing without review

Prerequisites and changelog

A founder with real expertise or operating notes but limited publishing capacity. · Turn approved source material into a sustainable, evidence-aware publishing cadence.

Before you start

  • Founder-owned source corpus
  • Content pillars
  • A sustainable cadence
  • Subject expertise
  • Editorial judgment
  • Community response

Changelog

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