AI Resume Copilot — Build Your Resume Through Conversation, Not Forms

#ai #webdev #productivity #career

Most AI resume tools slap a "Generate" button on a form. Jumproo built something different — a conversational AI copilot that guides you through building your resume step by step.

The AI Copilot Interface

The copilot gives you three workflows:

Create CV

Build a resume from scratch with step-by-step AI guidance. Tell the copilot about your experience in plain English — it structures everything into professional sections with achievement-oriented bullet points.

You:     I worked at Stripe for 3 years as a senior PM.
         Led the payments API team.

Copilot: Got it. What was your biggest achievement there?

You:     We redesigned the checkout flow and increased
         conversion by 23% across 50K+ merchants.

Copilot: ✅ Added to your resume:
         "Spearheaded checkout flow redesign across Stripe's
          payment platform, driving a 23% increase in conversion
          rates for 50,000+ merchants."

The resume updates in real-time as you chat.

Edit CV

Upload your existing resume (PDF, DOCX, or plain text) and improve it section by section. The AI identifies weak bullets, missing keywords, and formatting issues — then fixes them with you.

Analyze CV

Get an ATS compatibility score and targeted improvement suggestions. The copilot walks you through each dimension of the analysis and suggests specific changes.

How It Works Technically

The copilot uses Claude (Anthropic) with structured tool outputs. Instead of returning free text that needs parsing, the AI returns typed actions that map directly to resume state:

// Claude returns structured actions:
{
  type: "UPDATE_EXPERIENCE",
  index: 0,
  exp: {
    company: "Stripe",
    title: "Senior Product Manager",
    startDate: "Jan 2021",
    endDate: "Dec 2023",
    bullets: [
      "Spearheaded checkout flow redesign..."
    ]
  }
}

No regex. No string matching. Just structured data flowing through a type-safe pipeline.

AI Bullet Rewriting

Beyond the copilot, every bullet point has a "Rewrite with AI" button in the manual builder:

Before & After

Before	After
Managed a team	Led a team of 8 engineers, delivering 4 product launches on schedule and reducing sprint cycle time by 30%
Handled customer issues	Resolved 150+ customer escalations monthly with 98% satisfaction, reducing churn by 15%
Built features	Architected 6 core platform features serving 2M+ DAU, reducing page load time by 40%
Improved sales	Redesigned enterprise sales pipeline, shortening deal cycle from 90 to 52 days, increasing win rate by 28%

The AI uses the XYZ formula: Accomplished [X] as measured by [Y] by doing [Z].

Smart Paste

The experience editor uses a unified bullet list editor powered by TipTap (ProseMirror):

Paste your entire LinkedIn description → it auto-splits into individual bullets
Leading bullet chars (•, -, *, >) are stripped automatically
Numbered lists (1., 2., 3.) are cleaned
Bold and italic formatting is preserved from Word/Google Docs
Press Enter = new bullet. Paste 10 lines = 10 bullets.

Video Walkthrough

See the full AI-guided experience:

Watch the demo →

What's Free vs. Pro

Feature	Free	Pro
AI Copilot (Create/Edit/Analyze)	Full access	Full access
AI Bullet Rewrites	3 per resume	Unlimited
All 33+ templates	Yes	Yes
PDF + DOCX export	Yes	Yes
ATS Scanner	Yes	Yes