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John Yesh
John Yesh

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Meet the AI Agent That Builds, Analyzes & Tailors Your Resume — Jumproo's Full-Screen Copilot

#career #ai #jobsearch #productivity

Most "AI resume builders" are just forms with a Generate button. Jumproo's AI Agent is a full-screen conversational assistant that creates resumes, analyzes them, finds matching jobs, and bulk-generates tailored CVs — all through chat.

Here's everything it does.

Jumproo AI Agent — Choose between Create CV, Edit CV, or Analyze CV

5 Workflows, One Chat Interface

When you launch the agent, you choose a workflow:

Workflow What It Does
Create CV Build a resume from scratch with AI guidance
Edit CV Upload existing resume, improve section by section
Analyze CV Score against a job description with 5-dimension breakdown
Career Career guidance and planning
Interview Interview preparation and practice

Each workflow guides you through a structured conversation. No forms to fill out — just talk naturally.

Workflow 1: Create CV (7-Step Guided Builder)

The Create flow walks you through building a resume in 7 steps:

Step 1: Target Role

The agent asks about your target role and industry to tailor everything that follows.

Step 2: Template Picker

Browse and select from 33+ templates — rendered as an interactive visual grid right in the chat:

Jumproo template gallery — select any of 33+ templates directly from the agent chat

Step 3: Contact Information

Inline form for name, email, phone, location, headline. The agent suggests a professional headline based on your target role.

Step 4: Experience

This is where the magic happens. Instead of filling out fields, you tell the agent about your work:

You:     I was a senior engineer at Shopify for 3 years.
         I led the checkout team and rebuilt the payment
         processing pipeline.

Agent:   What metrics can you share about the pipeline rebuild?

You:     We reduced transaction failures by 40% and cut
         processing time from 850ms to 120ms.

Agent:   ✅ Added to your resume:
         "Led architecture redesign of Shopify's payment
          processing pipeline, reducing transaction failures
          by 40% and cutting processing latency from 850ms
          to 120ms — impacting $150B+ in annual GMV."
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The agent uses the XYZ formula:

  • X = What you accomplished
  • Y = How it was measured (metrics)
  • Z = How you did it

Every bullet starts with an action verb and quantifies impact.

Step 5: Education

Structured education entry with degree, school, dates, and honors.

Step 6: Skills

AI-suggested skill categorization based on your experience. The agent groups your skills into logical categories (Programming Languages, Frameworks, Cloud, etc.).

Step 7: Preview & Export

Full resume preview rendered in the chat + download buttons for PDF, DOCX, and TXT.

Workflow 2: Edit CV (Import & Improve)

Upload your existing resume and the agent improves it section by section:

  1. Upload — Drag & drop PDF, DOCX, or paste text
  2. Section Review — Agent analyzes each section
  3. Improvement Cards — Shows before/after suggestions
  4. Apply Changes — Accept, modify, or reject each suggestion
  5. Export — Download the improved version

The agent shows before/after comparison cards for each improvement:

❌ Before: "Responsible for managing the engineering team"

✅ After:  "Led a 12-person engineering team across 3 squads,
            delivering 8 product releases on schedule and
            achieving 99.97% uptime for core services"
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Workflow 3: Analyze CV (ATS Scoring + Job Matching)

This is the most powerful workflow. Upload your resume and get three analysis options:

Full ATS Analysis

Paste a specific job description → get scored across 5 dimensions:

ATS Score breakdown — Score 54, with Hard Skills, Soft Skills, Results, Keywords, and Formatting bars

Dimension What It Measures
Hard Skills Technical tools and certifications from the JD
Soft Skills Leadership, communication, teamwork
Measurable Results Numbers, percentages, dollar amounts
Keyword Optimization Exact phrase matching
Formatting ATS-compatible structure

Plus: matched keywords, missing keywords, strengths, gaps, and specific rewrite suggestions.

Quick Scan (No JD Needed)

Don't have a specific job in mind? Quick Scan:

  • Auto-detects your target role from your resume
  • Matches against 8-10 role profiles (including aspirational roles)
  • Gives you scores for each potential role match
  • Shows strengths, gaps, and improvement suggestions

Job Matching & Discovery

The agent finds jobs that match your resume:

  • Searches Adzuna and Remotive job boards
  • Supports 8+ countries (US, UK, Canada, Australia, Germany, India, France, Netherlands, Singapore)
  • Auto-detects your location from your resume
  • Shows 6 matching jobs with keyword overlap analysis
  • Extracts which of your skills match each listing

Bulk CV Generator (The Killer Feature)

Found 5 jobs you want to apply to? The agent generates a tailored resume for each one — in parallel.

How It Works

  1. Select up to 5 jobs from the matching results (or paste your own JDs)
  2. The agent generates tailored versions of your resume for each
  3. Real-time progress streaming — watch each CV being generated
  4. Download each tailored version as PDF or DOCX

Progress Tracking

Each job shows live status:

  • Queued — Waiting to start
  • Generating — AI is tailoring your resume
  • Done — Ready to download
  • Error — Something went wrong (auto-retry)

Up to 3 CVs generate concurrently. Cached results load instantly.

Watch the Bulk Generation in Action

Watch bulk demo video →

Rich Interactive Components

The agent isn't just text. It renders rich UI components inline in the chat:

Component What It Shows
Template Picker Interactive visual grid of 33+ templates
Inline Forms Structured inputs for contact, experience, education, skills
Suggestion Cards Before/after improvement comparisons
Resume Preview Scaled live preview of your resume
Analysis Results Full scoring dashboard with radar chart
Quick Scan Card Role matching scores
Job Picker Job listings with match scores
Generation Progress Per-job progress bars with inline viewer
Export Buttons PDF / DOCX / TXT download buttons
Checkout Plan selection and payment (if upgrading)

Template Selection in Agent

The agent supports all 33+ templates with one-click selection:

  • Modern ATS, Simple Clean, Minimalist
  • Classic Professional, Executive, Corporate Edge
  • Two-Column, Bold Header, Metro, Carbon, Sidebar
  • Creative, Gradient, Neon
  • LaTeX Academic, Research
  • Federal (USAJobs), NHS (UK Healthcare), UK Civil Service, APS (Australia)
  • Student, Career Changer, Compact
  • And more...

Switch templates anytime — your content carries over automatically.

Full Demo Video

See the complete agent experience — from creating a resume to analyzing it against a job description:

Watch full demo →

Pricing

Feature Free Basic ($3.50/mo) Pro ($4.50/mo)
Agent Chat 5 min trial Unlimited Unlimited
Create CV Yes Yes Yes
Edit CV Yes Yes Yes
Analyze CV Yes (capped scores) Full scores Full scores
Quick Scan Yes (capped) Full Full
Job Matching — Yes Yes
Bulk CV Generator — — Up to 5
All Templates Yes Yes Yes
PDF + DOCX Export Yes Yes Yes

Multi-currency pricing available (USD, AUD, GBP, CAD, INR). Student discounts: 35-55% off.

BYOK option: Bring your own Anthropic API key for just $2/mo.

Try the Agent

Launch the AI Agent →

No signup required to start. The agent guides you through everything.

What feature would you add to an AI resume agent? Drop it in the comments.

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