AI Wrapper Apps
AI wrapper apps: turn a prompt that works into a product people pay for
You’ve found a prompt or a workflow that saves hours. Now you want other people to pay for it. We build the product around it on Claude, Gemini or OpenAI: sign-up, credits and limits, billing, an admin panel, and the data that makes it hard to copy.
Sound familiar?
Problems we fix
If you have a prompt that works but no product around it, these will sound familiar.
The prompt works, the product doesn’t
It works brilliantly in ChatGPT. There’s just no app, no accounts and no way to charge for it.
Runaway API costs
Without limits and caching, three heavy users can quietly eat your whole margin.
Easy to copy
A thin wrapper can be cloned in a weekend. The moat is your data, your workflow and your audience.
Billing and usage headaches
Plans, credits and limits end up taking longer to build than the AI feature itself.
What we build
What you get
MVP with accounts
Sign-up, onboarding and the core AI flow, ready to put in front of your first users.
Prompt pipelines
Versioned prompts and multi-step chains you can tune and roll back without a developer.
Usage metering & limits
Credits, quotas and caching that keep model costs predictable as you grow.
Subscriptions & billing
Plans and payments tied to real usage, so pricing and costs stay in step.
Admin panel
Users, plans, prompts and spend in one place, without opening the code.
Your own data advantage
Built on your own content and know-how, so it does what a generic chatbot can’t.
How we build AI apps
From working prompt to paying customers
The AI part of an AI product is often the easy bit. The work is in everything around it: accounts, limits, billing and the reasons people choose you over a generic chatbot.
- 1
Find the paid core
We agree the one flow people will pay for and strip everything else out of version one.
- 2
Harden the prompt
Your prompt turned into a tested pipeline: versioned, measured against real examples and safe to change.
- 3
Add accounts and limits
Sign-up, onboarding, credits and quotas, so heavy users can’t eat your margin.
- 4
Connect billing
Plans and payments tied to real usage, with clear upgrade paths.
- 5
Build your admin panel
So you can change a plan, refund a user or edit a prompt yourself, without waiting on a developer.
- 6
Launch and learn
Usage and cost tracking from day one, so you can see what people do and what it costs you.
Cost & timeline
What affects the price
AI apps are scoped after a free call, usually as a fixed price for the first release. These are the things that shape it.
- How much is in version one
- One sharp flow launches faster and teaches you more than a feature-packed first release.
- Billing model
- A single subscription is simpler than credits, usage-based pricing or team plans.
- Your own data
- Building on your content or knowledge base adds preparation, and makes the product much harder to copy.
- Platforms
- Web only, or mobile, browser extensions and integrations as well.
- After launch
- A handover, or an ongoing team improving the product as you learn from users.
Industries
AI apps by industry
AI Wrapper Apps FAQs
How do you control API costs?
With usage limits, caching, smaller models for simple steps and per-plan quotas.
Can we switch AI models later?
Yes. Model calls sit behind one layer, so switching between Claude, Gemini and OpenAI is a configuration change.
Who owns the product?
You do: the code, the accounts and the customer data.
How do we price an AI product?
Start from your cost per use, add the value you deliver, and pick a model your customers understand, such as plans, credits or seats. We build usage tracking in from day one so you can see real margins and adjust.
Can we launch quickly and improve later?
Yes, and you should. We help you cut the first version down to the one flow people will pay for, then add features based on how they actually use it.
What stops someone copying our product?
Not the prompt. Your own data, workflow, audience and brand do. We build those in from the start, so you aren’t a thin layer over someone else’s model.
Which payment provider do you use?
Usually Stripe, connected to usage and plans. If you already use another provider, we work with it.
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Learn more →Let’s turn your prompt into a product.
Bring the prompt and who it’s for. On a free 30-minute call we’ll outline the accounts, billing and admin you need, then follow up with a fixed-scope estimate.
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