Pineware
Services

AI-Native Engineering.

From architecture assessment to full-scale AI-native development. We apply spec-driven methodology and senior oversight to every engagement.

Assessment

AI-Generated Code Assessment

A rigorous architectural review of AI-generated codebases. We identify structural flaws, security risks, integration gaps, and scalability limits — delivered as a prioritized action plan with concrete remediation steps.

Security review & vulnerability scan
Quality assessment & technical debt audit
Architecture & pattern validation
Scalability & performance analysis
Detailed report with prioritized action plan
Discuss your codebase
Development

AI-Native Development

Full-cycle development with LLMs and autonomous agents at the core. We design and deploy local LLM infrastructure, RAG systems, and agent-driven workflows that integrate cleanly into your stack — secure, scalable, and cost-effective.

Full-stack enterprise-grade solutions
AI expertise & proprietary prompt stacks
Significantly lower development costs
Cloud-native scalable infrastructure
Direct senior engineering support
Discuss your project
Process

How we work

Every engagement follows our spec-driven methodology. Clear specifications, automated execution, and senior oversight at every step.

01

Submit your repo

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

02

We review

Our engineers go through your code end-to-end: security, architecture, data flows, error handling, and dependency risks.

03

You receive your report

A comprehensive report with prioritised findings, risk ratings, and concrete recommendations — plus a call to walk through it.

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?

AI tools don't know what they don't know. They won't flag what they generated, miss context-specific risks, and can't reason across your full system. We do.

02

What do I need to provide?

Read-only repo access (GitHub/GitLab), a brief description of the project, and anything specific you're 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 scheduled 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 to discuss your codebase, infrastructure, or AI-native development needs.

Get in touch