Can StepSharp work from my existing AI-generated code?

Yes. The first step is to assess the current build and keep the parts that are sound. A full rebuild is only recommended when the existing foundation makes repair less reliable or more costly.

What if I only have a frontend or clickable demo?

That is a common starting point. The engagement can add the backend, data, authentication, payments, integrations and operational tooling the product needs.

Will you automatically rebuild everything?

No. The rescue plan separates reusable work from the gaps that block production so effort stays focused on the actual requirement.

Can StepSharp help deploy the finished product?

Yes. Deployment and release preparation can be included alongside testing, performance, security and maintainable handover.

AI-built products / Production readiness

You built it with AI. We make it production-ready.

Built a website or app with Cursor, Lovable, Bolt, Replit or Claude Code? We audit what is there, finish the missing parts and prepare it for real users.

Discuss your project Explore capabilities

Business context

A working demo is not always a working product.

Core flows can look complete while business rules and error handling still break in real use.

The interface may exist before authentication, payments, data, admin tools or integrations are properly connected.

Repeated AI-generated changes can leave inconsistent code, security gaps and avoidable technical debt.

What StepSharp delivers

Capability shaped
around the requirement.

Each engagement is scoped around the system, workflow and operating context—not a pre-packed feature list.

Codebase assessment

Review the existing build, identify what can stay and map the gaps that block a dependable release.

Functional completion

Finish backend behaviour, business logic, authentication, payments, data and integrations required by the product.

Security and data handling

Strengthen trust boundaries, access control, validation and the handling of sensitive information.

Quality and performance

Fix defects and verify responsive behaviour, accessibility, performance and critical user flows.

Production release

Prepare deployment, monitoring and a maintainable handover instead of leaving another fragile prototype.

How the work moves

A verified delivery flow.

01
Share the build
Bring the current code, live preview and the outcome you need.
02
Assess the gaps
Separate the parts worth keeping from missing or unsafe production requirements.
03
Repair and complete
Finish the product in focused increments without rebuilding working parts by default.
04
Test and release
Verify the critical paths, deploy the agreed scope and hand over a maintainable product.

Technical capability

Technologies named
in the service scope.

These are grouped capability references—not a claim that every engagement uses every technology.

AI build tools

Cursor
Lovable
Bolt
Replit
Claude Code

Production engineering

Frontend
Backend
APIs
Authentication
Payments
Databases

Release quality

Security review
Testing
Performance
Accessibility
Deployment

Relevant contexts

Where this capability applies.

01AI-built SaaS and MVPs
02Ecommerce storefronts
03Internal tools and portals
04Marketplaces and booking products
05Websites that need a real backend

Service FAQs

Useful questions,
direct answers.

Start with the work

Discuss your vibe coding rescue project.

Begin with a conversation about the requirement, constraints and operational context.

Discuss your project Contact StepSharp

AI-built products / Production readiness

You built it with AI. We make it production-ready.

Built a website or app with Cursor, Lovable, Bolt, Replit or Claude Code? We audit what is there, finish the missing parts and prepare it for real users.

Discuss your project Explore capabilities

Business context

A working demo is not always a working product.

Core flows can look complete while business rules and error handling still break in real use.

The interface may exist before authentication, payments, data, admin tools or integrations are properly connected.

Repeated AI-generated changes can leave inconsistent code, security gaps and avoidable technical debt.

What StepSharp delivers

Capability shaped
around the requirement.

Each engagement is scoped around the system, workflow and operating context—not a pre-packed feature list.

Codebase assessment

Review the existing build, identify what can stay and map the gaps that block a dependable release.

Functional completion

Finish backend behaviour, business logic, authentication, payments, data and integrations required by the product.

Security and data handling

Strengthen trust boundaries, access control, validation and the handling of sensitive information.

Quality and performance

Fix defects and verify responsive behaviour, accessibility, performance and critical user flows.

Production release

Prepare deployment, monitoring and a maintainable handover instead of leaving another fragile prototype.

How the work moves

A verified delivery flow.

01
Share the build
Bring the current code, live preview and the outcome you need.
02
Assess the gaps
Separate the parts worth keeping from missing or unsafe production requirements.
03
Repair and complete
Finish the product in focused increments without rebuilding working parts by default.
04
Test and release
Verify the critical paths, deploy the agreed scope and hand over a maintainable product.

Technical capability

Technologies named
in the service scope.

These are grouped capability references—not a claim that every engagement uses every technology.

AI build tools

Cursor
Lovable
Bolt
Replit
Claude Code

Production engineering

Frontend
Backend
APIs
Authentication
Payments
Databases

Release quality

Security review
Testing
Performance
Accessibility
Deployment

Relevant contexts

Where this capability applies.

01AI-built SaaS and MVPs
02Ecommerce storefronts
03Internal tools and portals
04Marketplaces and booking products
05Websites that need a real backend

Service FAQs

Useful questions,
direct answers.

Start with the work

Discuss your vibe coding rescue project.

Begin with a conversation about the requirement, constraints and operational context.

Discuss your project Contact StepSharp

Software & AI Engineering

Production-Ready Software

Global Project Delivery

You built it with AI. We make it production-ready.

A working demo is not always a working product.

Codebase assessment

Functional completion

Security and data handling

Quality and performance

Production release

Share the build

Assess the gaps

Repair and complete

Test and release

AI build tools

Production engineering

Release quality

01Can StepSharp work from my existing AI-generated code?+

02What if I only have a frontend or clickable demo?+

03Will you automatically rebuild everything?+

04Can StepSharp help deploy the finished product?+

Discuss your vibe coding rescue project.

You built it with AI. We make it production-ready.

A working demo is not always a working product.

Codebase assessment

Functional completion

Security and data handling

Quality and performance

Production release

Share the build

Assess the gaps

Repair and complete

Test and release

AI build tools

Production engineering

Release quality

01Can StepSharp work from my existing AI-generated code?+

02What if I only have a frontend or clickable demo?+

03Will you automatically rebuild everything?+

04Can StepSharp help deploy the finished product?+

Discuss your vibe coding rescue project.