The 14-day launch checklist for AI wrapper builders.

TL;DR

Checklist TL;DR for AI wrapper builders

Who this checklist is for

Your wrapper outputs are good, the Twitter demo went well, signups are real, conversion is sub-1%, COGS is eating margin. This checklist is the next 14 days.

The 10 ordered moves

1. 1

   Drop 'GPT-powered' from the homepage

   Foundation

   30 min

   Buyers can already use GPT. 'GPT-powered marketing tool' converts at zero; 'a marketing brief generator for B2B SaaS founders' converts. Lead with the workflow, the output, or the cohort, not the underlying model.

2. 2

   Name the specific workflow and cohort in the H1

   Foundation

   45 min

   Pick the smallest cohort that searches for your specific workflow. 'AI-powered writing tool' is a category; 'AI-generated B2B SaaS marketing briefs for Series A founders' is a position. Wrong Person traffic is the most common diagnosis on AI wrapper landing pages.

3. 3

   Build the Stack Slide on the pricing page

   Offer

   2 hrs

   Every paid tier lists the offer-stack: the wrapper, prompt library, templates, support, dashboards, integrations. Dollar-anchor each line. AI wrapper pricing pages without a Stack lose to 'I'll just use ChatGPT'; with a Stack, they reframe to value-versus-DIY.

4. 4

   Price for COGS safety, not for benchmark

   Offer

   3 hrs

   If your API costs are 60%+ of revenue, the business doesn't compound. Reprice. Move to credit-based, raise the floor, or limit per-tier output. Most AI wrapper businesses fail at the pricing layer, not the engineering layer. COGS safety is the load-bearing constraint.

5. 5

   Publish one specific dated 'output proof' case study

   Proof

   4 hrs

   One named user, one specific use case, one dated output, one measurable outcome. 'Maya used the brief generator on 2026-03-14, shipped the landing page 3 days later, $4K MRR added by month-end' beats every demo video. The Reluctant-Hero pattern is load-bearing proof for AI wrappers.

6. 6

   Build the activation-moment trigger

   Offer

   3 hrs

   Identify the one in-product moment where the user clearly sees output quality (their first generation, the first prompt that beat raw GPT). Trigger a celebration + paid-tier upsell at that exact moment. Activation-moment surfacing is the highest-conversion event in the funnel.

7. 7

   Add the conditional money-back guarantee

   Offer

   45 min

   'If the first 10 generations don't measurably beat your raw GPT outputs, full refund plus a free prompt library.' Specific, dated, falsifiable. Most AI wrapper buyers are testing the wrapper-versus-raw-GPT proposition; a conditional guarantee on that exact question lifts conversion 20–40%.

8. 8

   Wire credit-based pricing if usage is variable

   Follow-up

   5 hrs

   Flat subscription bleeds margin when power users 10x average usage. Credit-based pricing protects COGS, lets you upsell credit packs (high-margin), and pre-qualifies serious users. Step 7 is the unit-economics step; it's tedious but it's the foundation everything else stands on.

9. 9

   Build the in-trial Soap Opera + activation Seinfeld

   Follow-up

   4 hrs

   First 5 days: a Soap Opera Sequence with Attractive Character, failed-with-raw-GPT story, the wrapper's specific edge, the offer, the urgency. After day 5: Seinfeld pattern of useful tips + soft pitch. Trial-to-paid lifts 30–80% with both in place.

10. 10

    Run the diagnostic on your AI wrapper landing page

    Foundation

    10 min

    Once items 1–9 ship, run the free 90-second diagnostic on the URL. The triage labels whether the page now reads as Wrong Person / Weak Offer / Weak Belief – specifically, whether a cold buyer can see why this wrapper beats raw GPT for their cohort.

How the buckets work

• Foundation · 3 steps · The hero, the headline, the cohort definition. Where the page either earns the next four seconds or loses the reader.
• Offer · 4 steps · The Stack, the guarantee, the pricing structure. What turns the reader from interested into ready-to-pay.
• Proof · 1 step · Dated, named, specific evidence. What turns ready-to-pay into actually-paid.
• Follow-up · 2 steps · Soap Opera, Seinfeld, OTOs, post-purchase sequences. What turns one customer into compounding revenue.

Questions AI wrapper builders ask before starting

Read the cohort breakdown first

The diagnostic page for AI wrapper builders walks the Hook / Story / Offer triage on the cohort's vocabulary, money mechanics, and most common mistakes. Pair it with this checklist for context.