Pineware
Services

AI-Native Engineering

We review AI-generated codebases and build products with requirements-led agent workflows.

Assessment

AI-Generated Code Assessment

We review AI-generated code for architecture, security, data flow, dependencies, and deployment risk. You get prioritized findings with concrete fixes, ordered by what matters first.

Security review and vulnerability scan
Code quality and technical debt review
Architecture and pattern review
Performance and scalability risks
Prioritized report with concrete fixes
Discuss your codebase
Development

AI-Native Development

We build full-stack products with LLMs and agents where they make sense: local model setup, RAG, agent workflows, and product UI that fits your stack.

Full-stack product development
LLM and agent workflow design
Requirements, task plans, and review loops
Cloud and local model infrastructure
Direct engineering support from the founders
Discuss your project
Process

How we work

Every engagement starts with clear requirements. From there we review, build, test, and explain the work in plain terms.

01

Submit your repo

Share read-only access and a brief description of your project and main concerns.

02

We review

Our engineers review the code end to end: security, architecture, data flows, error handling, and dependency risks.

03

You receive your report

You get prioritized findings, risk ratings, concrete recommendations, and a call to walk through the report.

Assessment covers
Security vulnerabilities (OWASP Top 10 and beyond)
Authentication and authorisation review
Database schema and query safety
Architecture patterns and scalability risks
Dependencies, secrets exposure, and CI/CD gaps
FAQ

Common questions

01

Can't I just ask ChatGPT to review my code?

A model catches obvious issues but often misses system context: auth boundaries, data flow, deployment assumptions, and risks introduced by generated code. We review the whole repo and explain the risks in priority order.

02

What do I need to provide?

Read-only repo access, a brief project description, and anything specific you are worried about. No credentials or production access needed.

03

How long does an assessment take?

We deliver within 48 hours of receiving repo access. Most engagements include a follow-up call within the same week.

04

What if my app is built with no-code or Lovable/Bolt?

We audit the underlying codebase, not the tool that generated it. If it produces code you can deploy, we can audit it.

Ready to get started?

Schedule a conversation about your codebase, infrastructure, or product idea.

Get in touch