HaloCV
An AI-assisted job application workspace combining ATS analysis, document generation and application tooling.
Internal engineering and research portfolio
An Omnific Hand internal product used to prove delivery capability.
Problem statement
Job seekers need to compare CVs against role requirements, identify ATS gaps and produce supporting application material without juggling separate tools and generic AI chat threads.
Engineering objective
- Mapped resume upload, job-description comparison and ATS scoring workflows.
- Defined keyword gap analysis and section-level improvement guidance.
- Scoped CV, cover-letter generation and outreach drafting in one workspace.
- Planned export, templates and history without claiming live customer traction.
Solution
A job-application workspace for resume scanning, ATS compatibility analysis, keyword gap review, CV and cover-letter generation, copy rating, humanisation and cold outreach drafting with PDF export and templates.
- Resume upload and job-description comparison with ATS match scoring.
- Keyword gap analysis and CV comparison views.
- Cover-letter generation, analysis, copy rating and humanisation tools.
- History, templates, job-platform directory and PDF export.
How it works
Web application with document upload and structured analysis flows.
AI-assisted generation and review for CV and cover-letter content.
ATS keyword and compatibility analysis against role descriptions.
Template, history and export paths for application workflows.
Controls and constraints
- User documents handled within application workflow boundaries.
- No claim of customer data or production hiring outcomes.
- Outputs require human review before submission to employers.
Key capabilities
- ATS compatibility and keyword gap analysis.
- CV and cover-letter generation and review tools.
- Application history, templates and PDF export.
- Job-platform directory and outreach drafting support.
Product and system views
An AI-assisted job application workspace combining ATS analysis, document generation and application tooling.
What the system enables
- Demonstrates applied AI for structured job-application workflows rather than generic chat.
- Shows how to combine analysis, generation and review in one product surface.
Validation and testing
- Repository documents end-to-end application workflows and feature scope.
- Live environment available for capability review.
Limitations
- Not presented as a product with paying customers.
- ATS scoring reflects heuristic compatibility analysis, not employer-specific systems.
- Generated content requires human review before use.
Explore related delivery capabilities
This case study shows the kind of engineering work Omnific Hand can bring to automation, data, AI and digital delivery projects.