# ChatGPT GPT Revenue Pack

Updated: 2026-05-04T19:52:57.729Z

This is a sales operator artifact. It is not proof of GPT traffic, sent outreach, saved feedback, paid revenue, or GPT Store ranking by itself.

## Objective
Turn ChatGPT GPT discovery and trust-boundary demand into tracked proof clicks, Pro checkout starts, and qualified workflow-hardening conversations.

## Positioning
- State: post-first-dollar
- Headline: Use ChatGPT for discovery, then force risky actions through real checks.
- Short description: ThumbGate turns the published ChatGPT GPT into a proof-backed front door for action checks, typed feedback capture, and local enforcement handoff.
- Summary: ChatGPT demand in ThumbGate should start with one useful action check or typed lesson, then hand the buyer into proof and local enforcement. Verified booked revenue exists. Keep selling one concrete Workflow Hardening Sprint first, then route self-serve buyers to Pro.

## Canonical Identity
- Display name: ThumbGate GPT
- Repository: https://github.com/IgorGanapolsky/ThumbGate
- Homepage: https://thumbgate-production.up.railway.app
- Published GPT: https://chatgpt.com/g/g-69dcfd1cd5f881918ae31874631d6f08-thumbgate
- GPT submission packet: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/gpt-store-submission.md
- Actions install guide: https://github.com/IgorGanapolsky/ThumbGate/blob/main/adapters/chatgpt/INSTALL.md
- Commercial truth: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/COMMERCIAL_TRUTH.md
- Verification evidence: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/VERIFICATION_EVIDENCE.md

## Demand Surfaces
### Published ThumbGate GPT
- Buyer signal: They already live inside ChatGPT and will only continue if the first action check or typed lesson feels immediate.
- Operator use: Primary acquisition surface for ChatGPT users who want to preflight one risky action before installing anything locally.
- Surface URL: https://thumbgate-production.up.railway.app/go/gpt?utm_source=chatgpt&utm_medium=gpt_store&utm_campaign=chatgpt_gpt_open&utm_content=open_gpt&campaign_variant=published_gpt&offer_code=CHATGPT-GPT_OPEN&cta_id=chatgpt_gpt_open&cta_placement=gpt_surface&surface=chatgpt_gpt
- Public URL: https://chatgpt.com/g/g-69dcfd1cd5f881918ae31874631d6f08-thumbgate
- Support: https://github.com/IgorGanapolsky/ThumbGate/blob/main/adapters/chatgpt/INSTALL.md
- Evidence source: public/index.html
- Proof: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/VERIFICATION_EVIDENCE.md

### GPT Store submission packet
- Buyer signal: A stale GPT listing is a conversion leak, so the builder owner needs exact copy and repair instructions, not another brainstorm.
- Operator use: Operator repair surface for refreshing GPT Builder copy, conversation starters, Actions auth, and avatar state without inventing new claims.
- Surface URL: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/gpt-store-submission.md
- Support: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/chatgpt-gpt-instructions.md
- Evidence source: docs/gpt-store-submission.md
- Proof: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/VERIFICATION_EVIDENCE.md

### Live GPT drift audit
- Buyer signal: The public GPT can attract interest, but stale auth or copy will kill conversion before the local install handoff.
- Operator use: Proof surface for why the ChatGPT lane needs repair before more traffic is sent into it.
- Surface URL: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/chatgpt-live-audit-2026-04-24.md
- Support: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/gpt-store-submission.md
- Evidence source: docs/chatgpt-live-audit-2026-04-24.md
- Proof: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/VERIFICATION_EVIDENCE.md

### ChatGPT Actions install guide
- Buyer signal: They need the direct setup path for Bearer auth and action testing before they will trust the memory loop.
- Operator use: Technical handoff surface for buyers or operators who want the GPT to save typed feedback reliably.
- Surface URL: https://github.com/IgorGanapolsky/ThumbGate/blob/main/adapters/chatgpt/INSTALL.md
- Support: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/chatgpt-gpt-instructions.md
- Evidence source: adapters/chatgpt/INSTALL.md
- Proof: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/VERIFICATION_EVIDENCE.md

### ChatGPT ads trust guide
- Buyer signal: Teams reacting to ChatGPT discovery or ads need a clear boundary story before they will book a workflow-hardening conversation.
- Operator use: SEO and demand-capture surface for buyers who already frame the problem as AI trust, discovery, and execution boundaries.
- Surface URL: https://thumbgate-production.up.railway.app/guides/chatgpt-ads-trust?utm_source=chatgpt&utm_medium=gpt_store&utm_campaign=chatgpt_ads_trust&utm_content=guide&campaign_variant=trust_boundary&offer_code=CHATGPT-ADS_TRUST&cta_id=chatgpt_ads_trust&cta_placement=guide_surface&surface=chatgpt_gpt
- Support: https://github.com/IgorGanapolsky/ThumbGate/blob/main/public/guides/chatgpt-ads-trust.html
- Evidence source: public/guides/chatgpt-ads-trust.html
- Proof: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/VERIFICATION_EVIDENCE.md

## Follow-On Offers
- ThumbGate Pro: $19/mo or $149/yr
  Buyer: Solo ChatGPT-first operators who proved one useful action check or saved lesson and want the personal dashboard plus proof-ready exports.
  CTA: https://thumbgate-production.up.railway.app/checkout/pro?utm_source=chatgpt&utm_medium=gpt_store&utm_campaign=chatgpt_gpt_pro_follow_on&utm_content=pro&campaign_variant=pro_follow_on&offer_code=CHATGPT-PRO_FOLLOW_ON&cta_id=chatgpt_pro_follow_on&cta_placement=post_install&plan_id=pro&surface=chatgpt_post_install
- Workflow Hardening Sprint: Intake-led sprint, then Team at $49/seat/mo with 3-seat minimum after qualification
  Buyer: Teams that already use ChatGPT for discovery or checkpointing and need a real execution boundary before risky workflows run.
  CTA: https://thumbgate-production.up.railway.app/?utm_source=chatgpt&utm_medium=gpt_store&utm_campaign=chatgpt_gpt_team_follow_on&utm_content=workflow_sprint&campaign_variant=teams_follow_on&offer_code=CHATGPT-TEAMS_FOLLOW_ON&cta_id=chatgpt_team_follow_on&cta_placement=post_install&surface=chatgpt_post_install#workflow-sprint-intake

## Operator Queue
### ChatGPT-first operator with one risky action to check before it runs
- Evidence: public/index.html, docs/landing-page.html, and the published GPT URL all position the GPT as the fastest front door for action checks and typed feedback capture.
- Proof trigger: They can paste one risky command, deploy, refund, PR action, or file edit they want checked before execution.
- Proof asset: https://chatgpt.com/g/g-69dcfd1cd5f881918ae31874631d6f08-thumbgate
- Next ask: https://thumbgate-production.up.railway.app/go/gpt?utm_source=chatgpt&utm_medium=gpt_store&utm_campaign=chatgpt_queue_open_gpt&utm_content=open_gpt&campaign_variant=gpt_first_operator&offer_code=CHATGPT-QUEUE_OPEN_GPT&cta_id=chatgpt_queue_open_gpt&cta_placement=operator_queue&surface=chatgpt_gpt
- Recommended motion: Open the GPT, prove one useful decision or lesson, then route the serious operator to Pro.

### GPT Builder owner whose public listing or Actions auth is stale
- Evidence: The 2026-04-24 live audit records empty Action instructions, missing usable avatar metadata, and auth-sensitive capture behavior that can block trust.
- Proof trigger: They care about whether typed feedback actually saves and whether the public GPT points users into a trustworthy next step.
- Proof asset: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/chatgpt-live-audit-2026-04-24.md
- Next ask: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/gpt-store-submission.md
- Recommended motion: Repair GPT Builder copy and auth first, then use the GPT lane to generate proof-backed paid intent.

### Team using ChatGPT for discovery but needing a boundary before risky execution
- Evidence: The ChatGPT ads trust guide and homepage copy frame ThumbGate as the boundary between conversational discovery and local execution.
- Proof trigger: They already have one workflow, one owner, and one approval-boundary failure they do not want to repeat.
- Proof asset: https://github.com/IgorGanapolsky/ThumbGate/blob/main/public/guides/chatgpt-ads-trust.html
- Next ask: https://thumbgate-production.up.railway.app/?utm_source=chatgpt&utm_medium=operator_outreach&utm_campaign=chatgpt_queue_sprint&utm_content=workflow_sprint&campaign_variant=trust_boundary_team&offer_code=CHATGPT-QUEUE_SPRINT&cta_id=chatgpt_queue_sprint&cta_placement=operator_queue&surface=chatgpt_workflow_queue#workflow-sprint-intake
- Recommended motion: Trust guide -> workflow intake -> Workflow Hardening Sprint.

## Outreach Drafts
### DM or email — ChatGPT-first solo operator
If you already use ChatGPT as the first place you ask for help, the fastest useful test is not another landing page. It is one risky action check or one typed thumbs-down inside the live ThumbGate GPT: https://thumbgate-production.up.railway.app/go/gpt?utm_source=chatgpt&utm_medium=operator_outreach&utm_campaign=chatgpt_outreach_open_gpt&utm_content=open_gpt&campaign_variant=gpt_first_touch&offer_code=CHATGPT-OUTREACH_OPEN_GPT&cta_id=chatgpt_outreach_open_gpt&cta_placement=outreach_draft&surface=chatgpt_outreach . If that first interaction feels real, then it is worth talking about the local enforcement layer.

### Pain-confirmed follow-up — Operator who already confirmed one repeated failure
Now that the repeated failure is concrete, move from generic GPT usage to proof plus the paid operator lane. Use the verification pack first, then route them to the personal dashboard path only if they want durable exports and reviewable proof: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/VERIFICATION_EVIDENCE.md then https://thumbgate-production.up.railway.app/checkout/pro?utm_source=chatgpt&utm_medium=operator_outreach&utm_campaign=chatgpt_outreach_pro&utm_content=pro&campaign_variant=proof_after_pain&offer_code=CHATGPT-OUTREACH_PRO&cta_id=chatgpt_outreach_pro&cta_placement=outreach_draft&plan_id=pro&surface=chatgpt_outreach .

### Founder note — Platform, ops, or AI product lead
I am not pitching ChatGPT as the execution surface. I am pitching a cleaner boundary between ChatGPT discovery and the risky workflow that follows. If your team already has one owner and one approval-boundary failure tied to AI-assisted work, the next useful step is the Workflow Hardening Sprint intake: https://thumbgate-production.up.railway.app/?utm_source=chatgpt&utm_medium=operator_outreach&utm_campaign=chatgpt_outreach_sprint&utm_content=workflow_sprint&campaign_variant=trust_boundary_team&offer_code=CHATGPT-OUTREACH_SPRINT&cta_id=chatgpt_outreach_sprint&cta_placement=outreach_draft&surface=chatgpt_outreach#workflow-sprint-intake .

## 90-Day Measurement Plan
- North star: chatgpt_gpt_to_paid_intent
- Policy: Treat ChatGPT GPT opens as acquisition evidence only after a tracked proof click, Pro checkout start, or qualified workflow conversation exists.
- Minimum useful signal: One tracked Pro checkout start or one qualified team conversation sourced from the ChatGPT GPT lane.
- Strong signal: Three tracked paid-intent events across Pro checkout starts or workflow sprint conversations.
Tracked metrics:
- chatgpt_gpt_opens
- chatgpt_actions_setup_doc_clicks
- chatgpt_submission_packet_clicks
- chatgpt_proof_clicks
- chatgpt_pro_checkout_starts
- chatgpt_sprint_intake_submissions
- chatgpt_qualified_team_conversations
Guardrails:
- Do not claim GPT installs, traffic, saved lessons, or paid revenue without direct command evidence.
- Do not imply ChatGPT native rating buttons save ThumbGate lessons.
- Do not send more paid traffic into the GPT lane until Actions auth and listing copy match the repair docs.
- Keep pricing aligned with COMMERCIAL_TRUTH.md.
- Keep proof claims aligned with VERIFICATION_EVIDENCE.md.
Milestones:
- days_0_30: Repair GPT Builder drift, align the public GPT copy with the canonical packet, and keep tracked GPT/open-guide links consistent. Decision rule: Do not broaden ChatGPT promotion until the GPT lane has a clean first-touch path and the repair audit is addressed.
- days_31_60: Promote whichever ChatGPT follow-on motion converts better: solo Pro or workflow sprint. Decision rule: If GPT opens rise without proof clicks or checkout starts, move proof and local-enforcement handoff higher in the GPT and guide surfaces.
- days_61_90: Decide whether ChatGPT remains a discovery lane or becomes a stronger team qualification lane. Decision rule: Only intensify ChatGPT-specific outbound once qualified conversations or paid-intent events are visible.
Do not count as success:
- GPT opens without proof clicks
- proof clicks without a tracked paid-intent event
- unverified traffic, revenue, or GPT-store claims

## Proof Links
- https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/COMMERCIAL_TRUTH.md
- https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/VERIFICATION_EVIDENCE.md
