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You Vibe, We Validate

Turn AI‑generated prototypes into secure, scalable, production-ready software fast. We audit, harden, and help you cut AI costs without losing quality.

At Citrus Kanji, we help non-technical founders and indie devs who've built software through instinct and AI tools get a professional second set of eyes on their code. If you've ever said, "I vibe-coded this in a weekend" or worried about your AI expenses, you're in the right place.

We specialize in code reviews, security audits, and production-hardening for codebases that need to go from "it runs" to "it's reliable, scalable, and secure." Whether your project is a SaaS app, a marketing site with custom workflows, or an internal tool, we help you understand the real risks and opportunities in your stack.

Our process is direct and jargon-free, designed to meet you where you are. No shame, no gatekeeping, just technical clarity and actionable advice.

Save yourself from costly mistakes like exposing user data, getting breached, or having to rewrite your entire app due to misconfigured infrastructure or AI gone rogue.

Start with a free consult

How We Help

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Consultation

Quick screenshare to map your stack, AI tooling, and known risks. We'll propose a scoped audit.

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Code Audit & Review

Security, architecture, and maintainability reviews with an urgent/short/long roadmap and clear remediation steps.

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Production-Ready Fixes

Implementation package: security hardening, deployment automation, and selective refactors to make your app reliable.

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AI Cost Savings

Reduce AI spend through prompt optimization, model routing, batching, and caching—practical tactics with measurable savings.

Get In Touch

We'll be in touch soon

To make a consult actionable from the first meeting, please bring or be ready to provide:

  • AI usage: which models/tools you use and one or two representative prompts or examples.
  • Top issues: recent incidents, bugs, or anything you consider high risk.
  • Deployment info: hosting, CI/CD provider, and how you currently deploy builds.
  • Code or access: a repo link (GitHub) or a ZIP of key files (README, package.json, Dockerfile, or build scripts).
  • Outcome criteria: desired improvements, timeline, and any constraints.
Sounds good, let's chat!