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AI-generated code audit, security review, and software rescue

Fix vibe coded software before it becomes business risk.

AI can produce impressive code quickly. Senior engineers make it secure, maintainable, operable, and fit for real users. Jwtson Solutions helps teams rescue AI-built applications with human experience, security judgment, creativity, and production intuition.

See the rescue processBook a review
AI code review by senior software engineers
Security, architecture, DevOps, and data-flow remediation
Human judgment for risk AI tools cannot own
Clear fixes before launch, audit, funding, or scale

Common gaps in vibe coded apps

The app may work. That does not mean it is ready.

Prompt-driven development can get a prototype moving fast, but production software needs hard-won engineering judgment: where attacks happen, where integrations fail, where users behave unpredictably, and where the business cannot afford ambiguity.

Authentication works, authorization is unclear

The login screen exists, but roles, tenants, permissions, admin paths, and data boundaries were never properly modeled.

Secrets and cloud permissions are too broad

API keys, service accounts, buckets, queues, and database access were wired quickly without least privilege or rotation planning.

Data handling has hidden compliance gaps

Sensitive data flows through logs, prompts, exports, analytics, or third-party services without retention, privacy, or audit controls.

The happy path demos well, edge cases break

AI-generated code often covers the obvious path but misses failure modes, retries, concurrency, validation, and abuse cases.

No one owns the architecture

The app grew through prompts, snippets, and quick fixes, but there is no durable domain model, integration strategy, or refactoring plan.

Security review was postponed

Dependency hygiene, input validation, audit logging, threat modeling, and infrastructure hardening were treated as later work.

Why human engineering still matters

AI is a powerful tool. It is not accountable for your system.

Vibe coding can compress the distance between idea and demo. The gap between demo and dependable software still requires human experience, creativity, knowledge, intuition, taste, and ownership. That is where Jwtson Solutions comes in.

Domain judgment when requirements are ambiguous

Security intuition built from real failure modes

Creative architecture tradeoffs AI tools cannot own

Experience spotting gaps between a demo and a system

Accountability for code that must survive production

Communication with executives, users, auditors, and engineering teams

What we look for first

AI-generated code security review

Architecture and maintainability assessment

Authentication, authorization, and tenant boundary review

Prompt injection, data leakage, and AI workflow risk review

Cloud, DevOps, and infrastructure as code hardening

Serverless architecture and cloud-native modernization plan

Software rescue process

From AI-built prototype to production-ready system.

We focus on the work that reduces real risk: security, architecture, DevOps, cloud configuration, data flows, integrations, tests, and operational confidence.

01

Triage the real risk

We review the codebase, cloud footprint, data flows, dependencies, AI usage, integrations, and current production failure points.

02

Threat model the application

We map authentication, authorization, tenant boundaries, sensitive data, prompt surfaces, external APIs, and likely attack paths.

03

Stabilize what must not break

We add tests, monitoring, rollback paths, CI/CD guardrails, secrets hygiene, and targeted fixes before deeper refactoring begins.

04

Refactor with senior judgment

We reshape the brittle parts: domain models, permissions, integrations, data access, serverless patterns, infrastructure as code, and operational workflows.

05

Verify security and readiness

We validate fixes with regression tests, security checks, review evidence, deployment controls, and clear owner handoff.

Practical remediation

You get clear findings, fixed-risk priorities, and engineering work that holds up.

We do not just produce a scary report. We help you decide what to fix first, what can wait, what should be rebuilt, and where AI code is already good enough to keep.

AI-generated code security review

Architecture and maintainability assessment

Authentication, authorization, and tenant boundary review

Prompt injection, data leakage, and AI workflow risk review

Cloud, DevOps, and infrastructure as code hardening

Serverless architecture and cloud-native modernization plan

Dependency, secrets, logging, and configuration review

Integration review for APIs, TIBCO, MuleSoft, queues, ETL, and legacy systems

Prioritized remediation roadmap with fixed-risk milestones

Vibe coded software FAQ

Questions teams ask before trusting AI-built software.

What is vibe coded software?

Vibe coded software is software created quickly through prompts, AI coding tools, snippets, and intuition without enough architecture, security review, testing, operational planning, or senior engineering ownership.

Can AI-generated code be safe for production?

Yes, but not automatically. AI-generated code needs human review, threat modeling, tests, secure configuration, dependency checks, data-flow review, and production operations discipline before it should be trusted.

What security issues show up in AI-built applications?

Common issues include broken authorization, insecure direct object access, exposed secrets, weak validation, dependency risk, overbroad cloud permissions, missing audit logs, prompt injection, data leakage, and poor tenant isolation.

Do you rebuild the entire application?

Not by default. Jwtson Solutions starts with triage and risk ranking, then fixes the highest-impact security, architecture, DevOps, and data issues while preserving useful product work where it is sound.

Who is this service for?

This is for founders, product teams, enterprises, agencies, and regulated organizations that have an AI-built or rapidly coded application and need senior engineering help before launch, funding, audit, procurement, or scale.

Rescue the useful work. Fix the dangerous gaps.

Have an AI-built app that needs senior engineering review?

Jwtson Solutions can help you find the risk, fix what matters, and move toward production with confidence.

Email Jwtson Solutions