Candidate
Arrives on Portal

Upload Resume
PDF or DOCX

Extract Text from Resume

Send Query to API recommend resume

Send Query to API recommend

Merge After API Call

Vectorize Candidate Query

Calculate Cosine Similarity

Apply Policy Weights and Capacity Constraints

Rank and Select Top Internships

Display Personalized
Recommendations