Put AI to work inside your own product, on one bill.

Wrap a model in a workflow your audience will pay for: inputs in, polished output out, history saved. The AI runs through Codata.io, so there's no separate AI account, key or invoice.

Best for: online sellers · marketers · niche SaaSDifficulty: mediumFirst build: product description writer

What Codata IO runs for you

AI in your appStart free. Model calls draw from your usage at provider price plus a small fee, on one Codata IO bill.

DatabaseEvery generation saved with its inputs, ready to copy, favorite or reuse.

Sign-inPer-user history and per-user usage limits, from day one.

Hosting and custom domainYour tool on your own domain, live in minutes on Builder and Pro.

Step 01

Connect your agent

Sign up free at codata.io and copy your MCP address from onboarding. Add it once to Claude, Cursor, Codex, Copilot, ChatGPT, Lovable or Replit, then log in to Codata IO when prompted:

https://mcp.codata.io/mcp

Step 02

Paste the starter prompt

Starter prompt · what to build

Build an AI product description writer for [audience, e.g. small online shops selling handmade goods].
The user signs in with Codata IO, adds a product (name, optional photo, 3 to 5 key features, target customer) and picks a tone (Friendly, Premium or Playful). The app returns 3 description options, each with an SEO title and a short version for social posts.
Use Codata IO AI for the model calls. Don't put any AI key in the browser or the code.
Save every product and generation (inputs, outputs, date) and show a history page where users can copy, favorite or delete past results.

Design layer · keep it in the same prompt

DESIGN (follow exactly)
Style: a focused writing tool for busy sellers; a quiet interface so the output is the hero.
Layout: two panels on desktop: the input on the left (a photo drop zone next to the product name, a key-features field with one feature per line, tone chips and a "Write 3 descriptions" button), results on the right; stacked on mobile.
Results: 3 cards, each with the SEO title in bold, the description, a word count, and Copy / Favorite buttons.
Loading: skeleton cards with "Drafting..." while the AI works.
History: a searchable list, newest first, with favorites pinned to the top.
Empty state: a "Try an example" button that fills in a sample product (e.g. a handmade ceramic mug).
Colors: off-white background, white cards with soft 1px borders, near-black text, and ONE accent color: [your brand color, e.g. #2F5BFF] for buttons and highlights only.
Type: one clean sans-serif (e.g. Geist or Plus Jakarta Sans), 16px body text, generous line spacing.
Use Tailwind with shadcn/ui components. Add empty, loading and error states, and make every tap target at least 44px.
Build the main screen first with these exact specs and show it to me. After my OK, connect it to Codata IO.

Step 03

Add one feature at a time

Follow-up · usage limits

Add a daily usage limit per user (e.g. 20 generations), tracked in Codata IO, with a friendly message when it's reached.

Follow-up · quality loop

Add a thumbs up / down on each result and save the rating so I can see which outputs users like.

Step 04

Go live

Launch prompt

Check that no AI key is exposed, users only see their own history, and the usage limit can't be bypassed. Then deploy on Codata IO hosting and give me the live URL.

Pro tip

Give the AI memory: save each seller's brand voice and best-performing descriptions in Codata IO, and pass them into every generation. Outputs get better the more people use it.

Start free. Live in under an hour.

No card required · Pay only when it runs

Start free at codata.io