Build a useful AI task, not a fake reply.

A small AI product needs a well-defined input, a useful output and an honest account of failures and limits. Uvilno.ai.ask and Uvilno.ai.json provide real bounded inference through a project-scoped service, while Uvilno.db can store validated results for the signed-in visitor. Design around the current 600-output-token response ceiling and the creator-funded usage allowance. Start with a narrow task that fits those constraints rather than promising unlimited essays, specialist advice or invisible background work.

Explore three briefs

Free to start. Source stays private until unlock. See pricing.

AI Wrapper and Micro-SaaS Builder with Real In-App AI

Updated

A good fit when the scope is clear.

Founders testing compact AI utilities such as study prompts, brief analysis, categorization or structured content helpers.

Use the route plan to decide what belongs in your first build. Bring your own facts, review the saved result, and expand only when the core journey works.

What should actually work.

  • Call actual Uvilno.ai.ask/json requests and show errors or limits without substituting canned successful output.

  • Validate JSON shape and required domain fields before rendering cards or saving results through Uvilno.db.

  • Let a visitor review, save, rename and remove their own results while retaining honest inference and persistence states.

Know the service boundaries.

  • App AI is funded by the creator’s metered studio allowance and is rate-limited; source unlock does not provide unlimited inference.
  • Stripe is currently in test mode. Live billing, subscription entitlements, refunds and fraud controls need further reviewed configuration.
  • Do not use a general AI wrapper for regulated decisions or promise factual correctness. Exported AI/auth/data calls remain hosted dependencies.

Three places to begin.
Make one yours.

Choose a direction, change the details, and carry the brief into Uvilno. Sign in, name your project, then review the brief in chat before you explicitly send the first build.

Replace the details with your own. Opening a brief does not start a build or use generation capacity.

From a brief to a result you can review.

Uvilno supports static websites and eligible multi-file Next.js projects. The output, connector setup, and execution limits depend on your project’s actual engine and scope.

  1. Plan the journey

    Name the routes, inputs, and expected behavior. Plan mode lets you review and explicitly approve a direction before building.

  2. Build and refine

    Review the isolated live preview, check desktop and phone layouts, and ask for focused changes. Recoverable builds can retain saved draft progress within their retention limits.

  3. Keep the work

    Use Inspect & Edit for supported mapped text, link, and color changes. Unlock source when ready to inspect, export, or use source GitHub sync.

Questions worth settling first.

Are generated AI answers real model responses?

When the managed AI connector is enabled, Uvilno.ai calls the project-scoped inference endpoint. It requires a real app visitor session, uses the creator’s allowance and returns safe errors on failure. A marketing site about an AI company does not automatically run inference.

Does Uvilno.ai.json guarantee my business schema?

It returns parsed, bounded JSON checked for structural safety. A schema description is not arbitrary JSON-schema validation; the generated app must validate its required domain fields before use.

Can I charge real customers immediately?

The current managed checkout is test mode. Live charging requires live configuration, onboarding and a reviewed entitlement workflow. Test payment confirmation is not a real purchase.

What does Uvilno cost, and when can I access source?

Free is $0. A permanent project source unlock is $4.99 once. Plus is $10/month with 2 new project unlocks per paid month; Pro is $20/month and Ultra is $59/month, with unlimited new source unlocks during the paid period. Generation remains usage-limited; the meter shows remaining capacity from 100% to 0%. Already unlocked projects remain downloadable after cancellation.

Take the next decision with you.

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