# AI Engineering Assistance > Turn AI-generated ideas into production-ready software. We help companies (large and small) finish partially built AI projects, refactor bloated codebases, add security guardrails, and turn generated prototypes into maintainable software. HTML version: https://bowtie.co/ai-engineering-assistance/ ## Capabilities - Finish incomplete AI-generated applications - Refactor and simplify bloated codebases - Reduce token spend - Add testing, documentation, and deployment pipelines - Modernize existing software with AI assistance - Improve performance and maintainability ## Use cases - Finish stalled AI-generated internal tools and customer-facing apps - Stabilize MVPs before launch with testing, documentation, and cleanup - Refactor prompt-built code into maintainable systems your team can own - Ship production-ready workflows and optimize staff allocation ## Outcomes - Senior-led delivery that cleans up complexity instead of adding more - Production hardening for apps, portals, and automations already in motion - Clear scope, measurable milestones, and transparent tradeoffs ## FAQ ### Can you take over an AI-generated codebase we did not write? Yes. We regularly inherit partially built code, audit what is salvageable, and turn it into a deployable product with clear ownership. ### Do you only work on brand new AI products? No. We help with new products, internal tools, modernization projects, and unfinished prototypes that need senior engineering attention. ### Can you work alongside our existing team? Yes. We can lead the cleanup, pair with your internal developers, or deliver scoped milestones independently. ### What does an engagement usually start with? Usually a short discovery and audit so we can identify the highest-risk areas, trim waste, and define the fastest path to production. ## Related - [All services](https://bowtie.co/services/index.html.md) - [Contact Bowtie](https://bowtie.co/contact/index.html.md) - [llms.txt](https://bowtie.co/llms.txt)