Sample data — nothing here is your real data

See JobPilot AI in action

A full walkthrough with a sample resume and job: parsing, match scoring, skill gaps, interview prep and the AI agent.

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1 · Resume Parsing

A PDF resume is converted into validated, structured data — here is what the parser extracts:

Alex Chen

alex.chen@example.com+1 (555) 010-1234San Francisco, CA

Summary

Full-stack engineer with 6 years of experience building and scaling web applications. Comfortable across the stack — TypeScript, React, Node.js and PostgreSQL — with a focus on reliable, measurable delivery.

Skills

Languages

TypeScriptPythonSQL

Frameworks

ReactNext.jsNode.jsExpress

Databases

PostgreSQLRedis

Cloud

AWS

Tools

DockerGitGitHub Actions

Experience

Staff Engineer · Example Corp

2021 — Present

  • Built a React + TypeScript dashboard serving 2M monthly users.
  • Designed PostgreSQL schemas and REST APIs with Node.js.
  • Introduced CI/CD pipelines, cutting release time from days to hours.

Senior Engineer · Startup Inc

2018 — 2021

  • Migrated a legacy monolith to Next.js, improving load times by 40%.
  • Led a 4-person team and owned the payments integration.

Education

State University · B.S. · Computer Science

2014 — 2018

Projects

JobPilot AI

AI job-search SaaS: structured resume parsing, job matching and a tool-calling career agent.

Next.jsTypeScriptPostgreSQLDeepSeek

2 · Job Analysis & Match Score

The AI breaks down the job description, then scores the match and builds a skill-gap plan:

Senior Full-Stack Engineer

Acme · Senior

Match with Resume

Matched against Alex Chen — Resume.pdf
Overall match82%
Technical Skills85%
Experience78%
Education90%
Keywords76%

Strong overall fit for the senior full-stack role. The core stack overlaps almost completely; the main gaps are Kubernetes and Terraform, plus slightly stronger quantified impact in the resume.

Strengths

  • 6 years of full-stack experience, matching the seniority requirement.
  • Production React + TypeScript dashboard at scale.
  • PostgreSQL schema design and Node.js API ownership.
  • CI/CD delivery improvements — directly relevant to the role.

Partial matches

AWSCI/CD

Skill gaps

Kubernetes

High priority

Why it matters: Mentioned as a preferred infrastructure skill and increasingly expected for senior full-stack ownership.

How to learn: Learn Docker first, then run a local cluster with kind or minikube; follow the official Kubernetes basics course and the CNCF 'Kubernetes for Developers' path.

Suggested project: Containerize a small Node.js app and deploy it to a local cluster with a Deployment, Service and Ingress.

Terraform

Medium priority

Why it matters: The team uses infrastructure-as-code; Terraform is the stated preferred tool.

How to learn: Work through HashiCorp's Learn track for AWS, then codify a small VPC + EC2 setup.

Suggested project: Provision a VPC with a public/private subnet pair using Terraform and destroy it cleanly.

Recommendations

  • Add a dedicated 'Deployments & Infrastructure' section and name the AWS services you actually use.
  • Quantify the dashboard project (users, latency, revenue impact).
  • Move Docker + GitHub Actions to the top of your skills list — they are preferred requirements.
  • Prepare one concise story about mentoring a teammate.

3 · Interview Prep

  • Walk me through how you would design a multi-tenant PostgreSQL schema for a SaaS product.Technical
  • Tell me about the 40% load-time improvement on Startup Inc — what did you actually change?Resume Deep Dive
  • Describe a time a project slipped. What did you do and what did you learn?Behavioral
  • Design a URL shortener at Acme's scale.System Design
  • Why do you want to work at Acme, and what would you own in your first 90 days?Company

4 · AI Career Agent

Career Agent

Sample conversation — grounded in the demo data

What skills am I missing for this role?
I compared your resume against the Acme Senior Full-Stack role. Two clear gaps stand out: Kubernetes and Terraform — both listed as preferred skills and commonly expected for senior ownership. Your AWS and CI/CD experience is a partial match. I can generate a study plan for these if you'd like.
Reading your resume...
Analyzing job requirements...
Comparing skills...
Preparing recommendations...
Give me a 7-day preparation plan.
Here is a 7-day plan: Day 1-2 — Docker fundamentals + containerize your Node.js app. Day 3-4 — Run a local Kubernetes cluster (kind/minikube), deploy the app with Deployments and Services. Day 5 — Terraform basics: VPC + EC2, destroy cleanly. Day 6 — Wire CI/CD that builds, tests and deploys to the cluster. Day 7 — Review with a mock interview focused on infra questions.
Demo transcript only — create an account to talk to your own agent.

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