From opportunities to targeted applications
Centralize freelance opportunities and prepare contextual applications with AI assistance.
Business problem
Opportunity searches scatter information across multiple sources. Assessing a role and tailoring an application requires comparing requirements, skills and context.
My role
Personal project: design and development of a workflow for opportunity discovery, qualification and application preparation.
How it works
The presented workflow collects and normalizes opportunities, provides explainable matching, prepares contextual documents and leaves validation and tracking to the user.
An architecture decision
Separating collection, scoring and document preparation makes each step reviewable. Human validation keeps the final decision with the user before any application is sent.
Limitations and project status
Matching quality depends on the source listings and profile. AI suggestions require review and cannot guarantee suitability or a recruiter response.
Working on a similar challenge?
Tell me about your process, constraints and goal. Let’s discuss an approach that fits.
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