Building an AI-Powered Resume Customization Tool for Standardized CV Formatting
Creole Studios developed Kos-CV, an internal EdTech + AI/ML web application designed to simplify resume customization, standardization, and formatting across the organization. The platform allows users to upload existing resumes, edit key personal and professional details, and automatically convert the content into a clean, brand-aligned KOS resume format. By combining a structured editing workflow with OpenAI-powered resume processing, Kos-CV helps internal teams save time, reduce manual formatting effort, and maintain consistency across resumes.
Hong Kong
23K – 25K USD
4 – 5 months
Web Application, Mobile Responsive
About Kos-CV
Standardizing Resume Creation with AI-Assisted Formatting
Kos-CV was built as an internal resume customization and formatting platform for teams that regularly need polished, consistent, and professionally structured resumes. Instead of manually editing different resume styles, layouts, and document formats, users can upload an existing resume and update relevant information through an easy-to-use interface.
The system then transforms the uploaded content into the standardized KOS resume format, ensuring every resume follows a consistent layout, tone, structure, and presentation style. This makes the resume preparation process faster, cleaner, and more reliable for internal and external use.
Project Challenges
Developing Kos-CV required solving challenges across resume parsing, AI structuring, document formatting, usability, and deployment.
Unstructured Resume Inputs: The platform needed to extract key information from resumes with different formats, layouts, and file types.
AI Resume Understanding: OpenAI had to identify sections, normalize content, and convert unstructured resume data into editable fields.
Standardized KOS Formatting: Every generated resume needed to follow the same approved KOS structure, regardless of the original format.
Human Review Workflow: Users needed to review, correct, and approve AI-extracted information before generating the final resume.
Reduced Manual Formatting: The system had to automate repetitive layout and formatting work while preserving user control.
Reliable Internal Deployment: Kos-CV required stable Next.js architecture, Vercel hosting, Postgres storage, and maintainable DevOps processes.
How Did We Help?
Creole Studios developed Kos-CV as an AI-powered internal platform that converts inconsistent resume inputs into standardized, professional KOS-formatted resumes.
Full-Stack Platform Development
AI Resume Parsing
Section Identification
Content Standardization
Human Review Workflow
KOS Resume Generation
Cloud Deployment and DevOps
The Outcome
Kos-CV successfully delivered an internal AI-powered resume standardization tool that reduced manual formatting work and improved consistency across organizational resumes. The platform enabled users to upload existing resumes, edit extracted details, and quickly generate clean, KOS-compliant outputs with a unified structure and presentation style. By combining OpenAI-powered resume understanding with a controlled editing workflow, the tool improved resume quality while keeping users in control of the final content. The completed solution helped internal teams save time, reduce inconsistencies, and maintain a professional, brand-aligned resume format for repeated use.
Kos-CV Team
“Creole Studios helped us build a practical and efficient internal resume customization tool that significantly simplified our formatting process. The platform is easy to use, reliable, and has helped our team create consistent, professional resumes much faster. Their full-stack and DevOps support made the entire delivery smooth and dependable.”