Sketch and text to app code workbench

Reduce manual coding effort while keeping generated code reviewable and owned. For product teams and agencies turning sketches or plain-language descriptions into working app code without manual coding, convert sketches, plain-language descriptions, images, framework targets and platform requirements into reviewer-approved working app code linked to build evidence. The benefit is a testable hypothesis, measured through accepted build-ready code per developer hour and corrections after code review; do not assume that AI output alone produces business value.

Confirm the buyer's problem and scope, collect sketches, plain-language descriptions, images, framework targets and platform requirements, then follow this sequence: 1. Convert hand-drawn sketches into working code. 2. Convert plain text and images into functioning applications. 3. Generate code from visual or text inputs with AI assistance. 4. Export generated code for iOS, Android and web. 5. Generate code compatible with React, Next.js, React Native and Flutter. Resolve uncertain cases with qualified reviewers, approve reviewer-approved working app code linked to build evidence, and measure accepted build-ready code per developer hour and corrections after code review against a documented baseline.

How the AI works

Use AI to interpret permitted inputs, suggest structured mappings and generate candidate outputs for the stated task modules. Use deterministic code for arithmetic, schema validation, hard constraints and reproducible tests. Review source-linked explanations and uncertainty before accepting results. One fixed framework target and one platform export set; final code review, security checks and release decisions remain with qualified developers. A model suggestion is never a verified fact, professional decision or authorization to act.

Safeguards

Preserve code ownership, source attribution, license accuracy and usage permissions. Developers approve substantive changes and release scope. One fixed framework target and one platform export set; final code review, security checks and release decisions remain with qualified developers. Keep all consequential actions under authorized human control and do not fabricate missing inputs, permissions, professional judgments or market evidence.

What to build first

Pilot scope: One fixed framework target and one platform export set; final code review, security checks and release decisions remain with qualified developers. Implement one approved input format, a bounded representative case set and the first two task modules: convert hand-drawn sketches into working code; convert plain text and images into functioning applications. Support the remaining modules with operator review: generate code from visual or text inputs with AI assistance; export generated code for iOS, Android and web; generate code compatible with React, Next.js, React Native and Flutter. Include source references, corrections, basic organization access, approval states, export and value measurement. Use managed operator assistance for unresolved exceptions. The cost estimate covers this narrow prototype, not unrestricted multi-tenant scale, complex production integrations, specialist certification or physical operations.

What it can connect to

Buyer-owned repositories, design files, API specifications and permitted data sources. Cloud code storage, design-file import/export and app store destinations. Start with file exchange and validate destination specifications before promising direct publishing. Start with authorized file exchange. Validate current provider access, usage rights and schema behavior before promising a connector.

The screens in detail

Primary screens: Input brief and sketches, Editable code and preview, Client proof and delivery. Use a thumbnail gallery for projects, a large central editing canvas with code and live preview side by side, and a right-hand panel for references, framework targets and comments. Let users compare generated versions side by side. Display draft, changes requested and approved states. Provide a client preview link with comments anchored to the relevant screen or code block. Make the task-specific outcome reviewer-approved working app code linked to build evidence visible beside its evidence, review state and value baseline.