Ganza - Smart Resume & Job Application System.

From Master CV to Tailored Applications in Minutes

Upload your CVs once, get role-specific resume drafts, edit with guided recommendations, and export polished DOCX versions.

Built for iterative job searchExplainable fit scoringDOCX export ready

The problem

Job applications are repetitive and noisy.

  • Tailoring each application manually takes too long.
  • Resume versions drift and become inconsistent.
  • It is hard to know if a role is worth prioritizing.

The solution

Structured workflow with editing control.

  • One canonical profile, not dozens of stale resume copies.
  • Know why a role fits before you spend time applying.
  • Edit with recommendations instead of rewriting from scratch.

Shipped features

Everything you need to tailor applications with control.

Master CV Management
Merge multiple CV versions, deduplicate bullets, and maintain one canonical profile.
Job Analysis
Get a fit score plus clear strengths and risks for every role you evaluate.
Gap Analysis in Editor
Apply targeted recommendations directly while refining your tailored CV.
Custom CV Generation
Create role-specific CV drafts using your Master CV and job context.
Template-Based DOCX Export
Export the finalized CV with validated DOCX templates for consistent output.
Real-Time Workflow Updates
Track live progress while analysis and generation steps run in the background.

How it works

Three steps from setup to submission-ready CV.

Step 1

Set up once
Upload CV files and build your Master CV.

Step 2

Add a job
Paste a job link or description and run analysis.

Step 3

Refine and export
Apply recommendations, edit content, and download DOCX.

Operational transparency

See the Workflow, Not Just the Output

  • - Workflow history with model names, token usage, and step durations
  • - Status tracking from analyzing through offer, rejected, or archived
  • - Cost summaries and CSV export for spend visibility

Apply with confidence, faster.

Keep one source of truth, tailor per role, and track every application in one place.